File: hestonexpansionengine.cpp

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/* -*- mode: c++; tab-width: 4; indent-tabs-mode: nil; c-basic-offset: 4 -*- */

/*
 Copyright (C) 2014 Fabien Le Floc'h

 This file is part of QuantLib, a free-software/open-source library
 for financial quantitative analysts and developers - http://quantlib.org/

 QuantLib is free software: you can redistribute it and/or modify it
 under the terms of the QuantLib license.  You should have received a
 copy of the license along with this program; if not, please email
 <quantlib-dev@lists.sf.net>. The license is also available online at
 <https://www.quantlib.org/license.shtml>.

 This program is distributed in the hope that it will be useful, but WITHOUT
 ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS
 FOR A PARTICULAR PURPOSE.  See the license for more details.
*/

/*! \file analytichestonengine.hpp
    \brief analytic Heston expansion engine
*/

#include <ql/pricingengines/blackformula.hpp>
#include <ql/instruments/payoffs.hpp>
#include <ql/pricingengines/vanilla/hestonexpansionengine.hpp>

#if defined(QL_PATCH_MSVC)
#pragma warning(disable: 4180)
#endif

using std::exp;
using std::pow;
using std::log;
using std::sqrt;

namespace QuantLib {

    HestonExpansionEngine::HestonExpansionEngine(
                              const ext::shared_ptr<HestonModel>& model,
                              HestonExpansionFormula formula)
    : GenericModelEngine<HestonModel,
                         VanillaOption::arguments,
                         VanillaOption::results>(model),
                         formula_(formula) {
    }

    void HestonExpansionEngine::calculate() const
    {
        // this is a european option pricer
        QL_REQUIRE(arguments_.exercise->type() == Exercise::European,
                   "not an European option");

        // plain vanilla
        ext::shared_ptr<PlainVanillaPayoff> payoff =
            ext::dynamic_pointer_cast<PlainVanillaPayoff>(arguments_.payoff);
        QL_REQUIRE(payoff, "non plain vanilla payoff given");

        const ext::shared_ptr<HestonProcess>& process = model_->process();

        const Real riskFreeDiscount = process->riskFreeRate()->discount(
                                            arguments_.exercise->lastDate());
        const Real dividendDiscount = process->dividendYield()->discount(
                                            arguments_.exercise->lastDate());

        const Real spotPrice = process->s0()->value();
        QL_REQUIRE(spotPrice > 0.0, "negative or null underlying given");

        const Real strikePrice = payoff->strike();
        const Real term = process->time(arguments_.exercise->lastDate());

        //possible optimization:
        //  if term=lastTerm & model=lastModel & formula=lastApprox, reuse approx.
        const Real forward = spotPrice*dividendDiscount/riskFreeDiscount;
        Real vol;
        switch(formula_) {
          case LPP2: {
            LPP2HestonExpansion expansion(model_->kappa(), model_->theta(),
                                          model_->sigma(), model_->v0(),
                                          model_->rho(), term);
            vol = expansion.impliedVolatility(strikePrice, forward);
            break;
          }
          case LPP3: {
            LPP3HestonExpansion expansion(model_->kappa(), model_->theta(),
                                          model_->sigma(), model_->v0(),
                                          model_->rho(), term);
            vol = expansion.impliedVolatility(strikePrice, forward);
            break;
          }
          case Forde: {
            FordeHestonExpansion expansion(model_->kappa(), model_->theta(),
                                           model_->sigma(), model_->v0(),
                                           model_->rho(), term);
            vol = expansion.impliedVolatility(strikePrice, forward);
            break;
          }
          default:
            QL_FAIL("unknown expansion formula");
        }
        const Real price = blackFormula(payoff, forward, vol*sqrt(term),
                                        riskFreeDiscount, 0);
        results_.value = price;
    }

    LPP2HestonExpansion::LPP2HestonExpansion(Real kappa, Real theta, Real sigma,
                                             Real v0, Real rho, Real term) {
        ekt  = exp(kappa*term);
        e2kt = ekt*ekt;
        e3kt = e2kt*ekt;
        e4kt = e2kt*e2kt;
        coeffs[0] = z0(term, kappa, theta, sigma, v0, rho);
        coeffs[1] = z1(term, kappa, theta, sigma, v0, rho);
        coeffs[2] = z2(term, kappa, theta, sigma, v0, rho);
    }

    static Real fastpow(Real x, int y) {
        return pow(x,y);
    }

    Real LPP2HestonExpansion::impliedVolatility(const Real strike,
                                                const Real forward) const {
        Real x = log(strike/forward);
        Real vol = coeffs[0]+x*(coeffs[1]+(x*coeffs[2]));
        return std::max(1e-8,vol);
    }

    Real LPP2HestonExpansion::z0(Real t, Real kappa, Real theta,
                                 Real delta, Real y, Real rho) const {
        return (4*pow(delta,2)*kappa*(-theta - 4*ekt*(theta + kappa*t*(theta - y)) +
            e2kt*((5 - 2*kappa*t)*theta - 2*y) + 2*y)*
            ((1 + ekt*(-1 + kappa*t))*theta + (-1 + ekt)*y) +
            128*ekt*pow(kappa,3)*
            pow((1 + ekt*(-1 + kappa*t))*theta + (-1 + ekt)*y,2) +
            32*delta*ekt*pow(kappa,2)*rho*
            ((1 + ekt*(-1 + kappa*t))*theta + (-1 + ekt)*y)*
            ((2 + kappa*t + ekt*(-2 + kappa*t))*theta +
                (-1 + ekt - kappa*t)*y) +
                pow(delta,2)*ekt*pow(rho,2)*
                (-theta + kappa*t*theta + (theta - y)/ekt + y)*
                pow((2 + kappa*t + ekt*(-2 + kappa*t))*theta +
                    (-1 + ekt - kappa*t)*y,2) +
                    (48*pow(delta,2)*e2kt*pow(kappa,2)*pow(rho,2)*
                        pow((2 + kappa*t + ekt*(-2 + kappa*t))*theta +
                            (-1 + ekt - kappa*t)*y,2))/
                            ((1 + ekt*(-1 + kappa*t))*theta + (-1 + ekt)*y) -
                            pow(delta,2)*pow(rho,2)*((1 + ekt*(-1 + kappa*t))*theta +
                                (-1 + ekt)*y)*pow((2 + kappa*t + ekt*(-2 + kappa*t))*
                                    theta + (-1 + ekt - kappa*t)*y,2) +
                                    2*pow(delta,2)*kappa*((1 + ekt*(-1 + kappa*t))*theta +
                                        (-1 + ekt)*y)*(theta - 2*y +
                                            e2kt*(-5*theta + 2*kappa*t*theta + 2*y +
                                                8*pow(rho,2)*((-3 + kappa*t)*theta + y)) +
                                                4*ekt*(theta + kappa*t*theta - kappa*t*y +
                                                    pow(rho,2)*((6 + kappa*t*(4 + kappa*t))*theta - (2 + kappa*t*(2 + kappa*t))*y))) -
                                                    (8*pow(delta,2)*pow(kappa,2)*((1 + ekt*(-1 + kappa*t))*theta +
                                                        (-1 + ekt)*y)*(theta - 2*y +
                                                            e2kt*(-5*theta + 2*kappa*t*theta + 2*y +
                                                                8*pow(rho,2)*((-3 + kappa*t)*theta + y)) +
                                                                4*ekt*(theta + kappa*t*theta - kappa*t*y +
                                                                    pow(rho,2)*((6 + kappa*t*(4 + kappa*t))*theta - (2 + kappa*t*(2 + kappa*t))*y))))
                                                                    /(-theta + kappa*t*theta + (theta - y)/ekt + y))/
                                                                    (128.*e3kt*pow(kappa,5)*pow(t,2)*
                                                                        pow((-theta + kappa*t*theta + (theta - y)/ekt + y)/(kappa*t),1.5));
    }

    Real LPP2HestonExpansion::z1(Real t, Real kappa, Real theta,
                                 Real delta, Real y, Real rho) const {
        return (delta*rho*(-(delta*fastpow(-1 + ekt,2)*rho*(4*theta - y)*y) +
            2*ekt*fastpow(kappa,3)*fastpow(t,2)*theta*
            ((2 + 2*ekt + delta*rho*t)*theta - (2 + delta*rho*t)*y) -
            2*(-1 + ekt)*kappa*(2*theta - y)*
            ((-1 + ekt)*(-2 + delta*rho*t)*theta +
                (-2 + 2*ekt + delta*rho*t)*y) +
                fastpow(kappa,2)*t*((-1 + ekt)*
                    (-4 + delta*rho*t + ekt*(-12 + delta*rho*t))*fastpow(theta,2) +
                    2*(-4 + 4*e2kt + delta*rho*t + 3*delta*ekt*rho*t)*theta*
                    y - (-4 + delta*rho*t + 2*ekt*(2 + delta*rho*t))*fastpow(y,2))))/
                    (8.*fastpow(kappa,2)*t*sqrt((-theta + kappa*t*theta + (theta - y)/ekt + y)/
                        (kappa*t))*fastpow((1 + ekt*(-1 + kappa*t))*theta + (-1 + ekt)*y,
                            2));
    }

    Real LPP2HestonExpansion::z2(Real t, Real kappa, Real theta,
                                 Real delta, Real y, Real rho) const {
        return (fastpow(delta,2)*sqrt((-theta + kappa*t*theta + (theta - y)/ekt + y)/(kappa*t))*
            (-12*fastpow(rho,2)*fastpow((2 + kappa*t + ekt*(-2 + kappa*t))*theta +
                (-1 + ekt - kappa*t)*y,2) +
                (-theta + kappa*t*theta + (theta - y)/ekt + y)*
                (theta - 2*y + e2kt*
                    (-5*theta + 2*kappa*t*theta + 2*y + 8*fastpow(rho,2)*((-3 + kappa*t)*theta + y)) +
                    4*ekt*(theta + kappa*t*theta - kappa*t*y +
                        fastpow(rho,2)*((6 + kappa*t*(4 + kappa*t))*theta - (2 + kappa*t*(2 + kappa*t))*y))))
            )/(16.*e2kt*fastpow(-theta + kappa*t*theta + (theta - y)/ekt + y,
                4));
    }

    FordeHestonExpansion::FordeHestonExpansion(Real kappa, Real theta,
                                               Real sigma, Real v0,
                                               Real rho, Real term) {
        Real v0Sqrt = sqrt(v0);
        Real rhoBarSquare = 1 - rho * rho;
        Real sigma00 = v0Sqrt;
        Real sigma01 = v0Sqrt * (rho * sigma / (4 * v0)); //term in x
        Real sigma02 = v0Sqrt * ((1 - 5 * rho * rho / 2) / 24 * sigma * sigma/ (v0 * v0)); //term in x*x
        Real a00 = -sigma * sigma / 12 * (1 - rho * rho / 4) + v0 * rho * sigma / 4 + kappa / 2 * (theta - v0);
        Real a01 = rho * sigma / (24 * v0) * (sigma * sigma * rhoBarSquare - 2 * kappa * (theta + v0) + v0 * rho * sigma); //term in x
        Real a02 = (176 * sigma * sigma - 480 * kappa * theta - 712 * rho * rho * sigma * sigma + 521 * rho * rho * rho * rho * sigma * sigma + 40 * sigma * rho * rho * rho * v0 + 1040 * kappa * theta * rho * rho - 80 * v0 * kappa * rho * rho) * sigma * sigma / (v0 * v0 * 7680);
        coeffs[0] = sigma00*sigma00+a00*term;
        coeffs[1] = sigma00*sigma01*2+a01*term;
        coeffs[2] = sigma00*sigma02*2+sigma01*sigma01+a02*term;
        coeffs[3] = sigma01*sigma02*2;
        coeffs[4] = sigma02*sigma02;
    }

    Real FordeHestonExpansion::impliedVolatility(const Real strike,
                                                 const Real forward) const {
        Real x = log(strike/forward);
        Real var = coeffs[0]+x*(coeffs[1]+(x*(coeffs[2]+x*(coeffs[3]+(x*coeffs[4])))));
        var = std::max(1e-8,var);
        return sqrt(var);
    }

    Real LPP3HestonExpansion::z0(Real t, Real kappa, Real theta,
                                 Real delta, Real y, Real rho) const {
        return (96*pow(delta,2)*ekt*pow(kappa,3)*
            (-theta - 4*ekt*(theta + kappa*t*(theta - y)) +
                e2kt*((5 - 2*kappa*t)*theta - 2*y) + 2*y)*
                ((1 + ekt*(-1 + kappa*t))*theta + (-1 + ekt)*y) +
                3072*e2kt*pow(kappa,5)*
                pow((1 + ekt*(-1 + kappa*t))*theta + (-1 + ekt)*y,2) +
                96*pow(delta,3)*ekt*pow(kappa,2)*rho*
                ((1 + ekt*(-1 + kappa*t))*theta + (-1 + ekt)*y)*
                (-2*theta - kappa*t*theta - 2*ekt*(2 + kappa*t)*
                    (2*theta + kappa*t*(theta - y)) + e2kt*((10 - 3*kappa*t)*theta - 3*y) +
                    3*y + 2*kappa*t*y) + 768*delta*e2kt*pow(kappa,4)*rho*
                    ((1 + ekt*(-1 + kappa*t))*theta + (-1 + ekt)*y)*
                    ((2 + kappa*t + ekt*(-2 + kappa*t))*theta +
                        (-1 + ekt - kappa*t)*y) +
                        6*pow(delta,3)*kappa*rho*(-theta - 4*ekt*(theta + kappa*t*(theta - y)) +
                            e2kt*((5 - 2*kappa*t)*theta - 2*y) + 2*y)*
                            ((1 + ekt*(-1 + kappa*t))*theta + (-1 + ekt)*y)*
                            ((2 + kappa*t + ekt*(-2 + kappa*t))*theta +
                                (-1 + ekt - kappa*t)*y) +
                                24*pow(delta,2)*e2kt*pow(kappa,2)*pow(rho,2)*
                                (-theta + kappa*t*theta + (theta - y)/ekt + y)*
                                pow((2 + kappa*t + ekt*(-2 + kappa*t))*theta +
                                    (-1 + ekt - kappa*t)*y,2) +
                                    (1152*pow(delta,2)*e3kt*pow(kappa,4)*pow(rho,2)*
                                        pow((2 + kappa*t + ekt*(-2 + kappa*t))*theta +
                                            (-1 + ekt - kappa*t)*y,2))/
                                            ((1 + ekt*(-1 + kappa*t))*theta + (-1 + ekt)*y) -
                                            24*pow(delta,2)*ekt*pow(kappa,2)*pow(rho,2)*
                                            ((1 + ekt*(-1 + kappa*t))*theta + (-1 + ekt)*y)*
                                            pow((2 + kappa*t + ekt*(-2 + kappa*t))*theta +
                                                (-1 + ekt - kappa*t)*y,2) +
                                                80*pow(delta,3)*ekt*kappa*pow(rho,3)*
                                                pow((2 + kappa*t + ekt*(-2 + kappa*t))*theta +
                                                    (-1 + ekt - kappa*t)*y,3) +
                                                    pow(delta,3)*ekt*pow(rho,3)*
                                                    (-theta + kappa*t*theta + (theta - y)/ekt + y)*
                                                    pow((2 + kappa*t + ekt*(-2 + kappa*t))*theta +
                                                        (-1 + ekt - kappa*t)*y,3) -
                                                        (1440*pow(delta,3)*e3kt*pow(kappa,3)*pow(rho,3)*
                                                            pow((2 + kappa*t + ekt*(-2 + kappa*t))*theta +
                                                                (-1 + ekt - kappa*t)*y,3))/
                                                                pow((1 + ekt*(-1 + kappa*t))*theta + (-1 + ekt)*y,2) -
                                                                (528*pow(delta,3)*e2kt*pow(kappa,2)*pow(rho,3)*
                                                                    pow((2 + kappa*t + ekt*(-2 + kappa*t))*theta +
                                                                        (-1 + ekt - kappa*t)*y,3))/
                                                                        ((1 + ekt*(-1 + kappa*t))*theta + (-1 + ekt)*y) -
                                                                        3*pow(delta,3)*pow(rho,3)*((1 + ekt*(-1 + kappa*t))*theta +
                                                                            (-1 + ekt)*y)*pow((2 + kappa*t + ekt*(-2 + kappa*t))*
                                                                                theta + (-1 + ekt - kappa*t)*y,3) +
                                                                                384*pow(delta,3)*e2kt*pow(kappa,3)*rho*
                                                                                ((2 + kappa*t + 2*ekt*pow(2 + kappa*t,2) +
                                                                                    e2kt*(-10 + 3*kappa*t))*theta +
                                                                                    (-3 + 3*e2kt - 2*kappa*t - 2*ekt*kappa*t*(2 + kappa*t))*y) -
                                                                                    (576*pow(delta,3)*e2kt*pow(kappa,3)*rho*
                                                                                        ((2 + kappa*t + ekt*(-2 + kappa*t))*theta +
                                                                                            (-1 + ekt - kappa*t)*y)*
                                                                                            ((1 + e2kt*(-5 + 2*kappa*t + 4*pow(rho,2)*(-3 + kappa*t)) +
                                                                                                2*ekt*(2 + 2*kappa*t +
                                                                                                    pow(rho,2)*(6 + 4*kappa*t + pow(kappa,2)*pow(t,2))))*theta +
                                                                                                    2*(-1 + e2kt*(1 + 2*pow(rho,2)) -
                                                                                                        ekt*(2*kappa*t +
                                                                                                            pow(rho,2)*(2 + 2*kappa*t + pow(kappa,2)*pow(t,2))))*y))/
                                                                                                            ((1 + ekt*(-1 + kappa*t))*theta + (-1 + ekt)*y) +
                                                                                                            pow(delta,3)*rho*((1 + ekt*(-1 + kappa*t))*theta +
                                                                                                                (-1 + ekt)*y)*((2 + kappa*t + ekt*(-2 + kappa*t))*theta +
                                                                                                                    (-1 + ekt - kappa*t)*y)*
                                                                                                                    (theta*(12*ekt*pow(kappa,3)*pow(rho,2)*pow(t,2) +
                                                                                                                        8*pow(-1 + ekt,2)*pow(rho,2)*theta -
                                                                                                                        (-1 + ekt)*kappa*
                                                                                                                        (3 + 8*pow(rho,2)*t*theta + ekt*(15 + 8*pow(rho,2)*(9 + t*theta)))
                                                                                                                        + 2*pow(kappa,2)*t*(pow(rho,2)*t*theta +
                                                                                                                            2*ekt*(3 + pow(rho,2)*(12 + t*theta)) +
                                                                                                                            e2kt*(3 + pow(rho,2)*(12 + t*theta)))) -
                                                                                                                            2*(6*ekt*pow(kappa,3)*pow(rho,2)*pow(t,2) +
                                                                                                                                4*pow(-1 + ekt,2)*pow(rho,2)*theta +
                                                                                                                                2*pow(kappa,2)*t*(pow(rho,2)*t*theta +
                                                                                                                                    ekt*(3 + pow(rho,2)*(6 + t*theta))) -
                                                                                                                                    (-1 + ekt)*kappa*
                                                                                                                                    (3 + 6*pow(rho,2)*t*theta + ekt*(3 + 2*pow(rho,2)*(6 + t*theta))))*
                                                                                                                                    y + 2*pow(rho,2)*pow(1 - ekt + kappa*t,2)*pow(y,2)) -
                                                                                                                                    (40*pow(delta,3)*kappa*rho*((1 + ekt*(-1 + kappa*t))*theta +
                                                                                                                                        (-1 + ekt)*y)*((2 + kappa*t + ekt*(-2 + kappa*t))*theta +
                                                                                                                                            (-1 + ekt - kappa*t)*y)*
                                                                                                                                            (theta*(12*ekt*pow(kappa,3)*pow(rho,2)*pow(t,2) +
                                                                                                                                                8*pow(-1 + ekt,2)*pow(rho,2)*theta -
                                                                                                                                                (-1 + ekt)*kappa*
                                                                                                                                                (3 + 8*pow(rho,2)*t*theta +
                                                                                                                                                    ekt*(15 + 8*pow(rho,2)*(9 + t*theta))) +
                                                                                                                                                    2*pow(kappa,2)*t*(pow(rho,2)*t*theta +
                                                                                                                                                        2*ekt*(3 + pow(rho,2)*(12 + t*theta)) +
                                                                                                                                                        e2kt*(3 + pow(rho,2)*(12 + t*theta)))) -
                                                                                                                                                        2*(6*ekt*pow(kappa,3)*pow(rho,2)*pow(t,2) +
                                                                                                                                                            4*pow(-1 + ekt,2)*pow(rho,2)*theta +
                                                                                                                                                            2*pow(kappa,2)*t*(pow(rho,2)*t*theta +
                                                                                                                                                                ekt*(3 + pow(rho,2)*(6 + t*theta))) -
                                                                                                                                                                (-1 + ekt)*kappa*
                                                                                                                                                                (3 + 6*pow(rho,2)*t*theta + ekt*(3 + 2*pow(rho,2)*(6 + t*theta)))
                                                                                                                                                            )*y + 2*pow(rho,2)*pow(1 - ekt + kappa*t,2)*pow(y,2)))/
                                                                                                                                                            (-theta + kappa*t*theta + (theta - y)/ekt + y) -
                                                                                                                                                            12*pow(delta,3)*kappa*rho*((1 + ekt*(-1 + kappa*t))*theta +
                                                                                                                                                                (-1 + ekt)*y)*(2*theta + kappa*t*theta - y - kappa*t*y +
                                                                                                                                                                    ekt*((-2 + kappa*t)*theta + y))*
                                                                                                                                                                    (theta - 2*y + e2kt*
                                                                                                                                                                        (-5*theta + 2*kappa*t*theta + 2*y + 4*pow(rho,2)*((-3 + kappa*t)*theta + y)) +
                                                                                                                                                                        2*ekt*(2*(theta + kappa*t*(theta - y)) +
                                                                                                                                                                            pow(rho,2)*((6 + kappa*t*(4 + kappa*t))*theta - (2 + kappa*t*(2 + kappa*t))*y))) +
                                                                                                                                                                            (288*pow(delta,3)*pow(kappa,2)*rho*
                                                                                                                                                                                ((1 + ekt*(-1 + kappa*t))*theta + (-1 + ekt)*y)*
                                                                                                                                                                                (2*theta + kappa*t*theta - y - kappa*t*y + ekt*((-2 + kappa*t)*theta + y))*
                                                                                                                                                                                (theta - 2*y + e2kt*
                                                                                                                                                                                    (-5*theta + 2*kappa*t*theta + 2*y + 4*pow(rho,2)*((-3 + kappa*t)*theta + y)) +
                                                                                                                                                                                    2*ekt*(2*(theta + kappa*t*(theta - y)) +
                                                                                                                                                                                        pow(rho,2)*((6 + kappa*t*(4 + kappa*t))*theta - (2 + kappa*t*(2 + kappa*t))*y))))
                                                                                                                                                                                        /(-theta + kappa*t*theta + (theta - y)/ekt + y) +
                                                                                                                                                                                        48*pow(delta,2)*ekt*pow(kappa,3)*
                                                                                                                                                                                        ((1 + ekt*(-1 + kappa*t))*theta + (-1 + ekt)*y)*
                                                                                                                                                                                        (theta - 2*y + e2kt*
                                                                                                                                                                                            (-5*theta + 2*kappa*t*theta + 2*y + 8*pow(rho,2)*((-3 + kappa*t)*theta + y)) +
                                                                                                                                                                                            4*ekt*(theta + kappa*t*theta - kappa*t*y +
                                                                                                                                                                                                pow(rho,2)*((6 + kappa*t*(4 + kappa*t))*theta - (2 + kappa*t*(2 + kappa*t))*y))) -
                                                                                                                                                                                                (192*pow(delta,2)*ekt*pow(kappa,4)*
                                                                                                                                                                                                    ((1 + ekt*(-1 + kappa*t))*theta + (-1 + ekt)*y)*
                                                                                                                                                                                                    (theta - 2*y + e2kt*
                                                                                                                                                                                                        (-5*theta + 2*kappa*t*theta + 2*y + 8*pow(rho,2)*((-3 + kappa*t)*theta + y)) +
                                                                                                                                                                                                        4*ekt*(theta + kappa*t*theta - kappa*t*y +
                                                                                                                                                                                                            pow(rho,2)*((6 + kappa*t*(4 + kappa*t))*theta - (2 + kappa*t*(2 + kappa*t))*y))))
                                                                                                                                                                                                            /(-theta + kappa*t*theta + (theta - y)/ekt + y) +
                                                                                                                                                                                                            3*pow(delta,3)*kappa*rho*((1 + ekt*(-1 + kappa*t))*theta +
                                                                                                                                                                                                                (-1 + ekt)*y)*((2 + kappa*t + ekt*(-2 + kappa*t))*theta +
                                                                                                                                                                                                                    (-1 + ekt - kappa*t)*y)*
                                                                                                                                                                                                                    (theta - 2*y + e2kt*
                                                                                                                                                                                                                        (-5*theta + 2*kappa*t*theta + 2*y + 8*pow(rho,2)*((-3 + kappa*t)*theta + y)) +
                                                                                                                                                                                                                        4*ekt*(theta + kappa*t*theta - kappa*t*y +
                                                                                                                                                                                                                            pow(rho,2)*((6 + kappa*t*(4 + kappa*t))*theta - (2 + kappa*t*(2 + kappa*t))*y))) -
                                                                                                                                                                                                                            (12*pow(delta,3)*pow(kappa,2)*rho*
                                                                                                                                                                                                                                ((1 + ekt*(-1 + kappa*t))*theta + (-1 + ekt)*y)*
                                                                                                                                                                                                                                ((2 + kappa*t + ekt*(-2 + kappa*t))*theta +
                                                                                                                                                                                                                                    (-1 + ekt - kappa*t)*y)*
                                                                                                                                                                                                                                    (theta - 2*y + e2kt*
                                                                                                                                                                                                                                        (-5*theta + 2*kappa*t*theta + 2*y + 8*pow(rho,2)*((-3 + kappa*t)*theta + y)) +
                                                                                                                                                                                                                                        4*ekt*(theta + kappa*t*theta - kappa*t*y +
                                                                                                                                                                                                                                            pow(rho,2)*((6 + kappa*t*(4 + kappa*t))*theta - (2 + kappa*t*(2 + kappa*t))*y))))
                                                                                                                                                                                                                                            /(-theta + kappa*t*theta + (theta - y)/ekt + y) +
                                                                                                                                                                                                                                            4*pow(delta,3)*kappa*rho*((1 + ekt*(-1 + kappa*t))*theta +
                                                                                                                                                                                                                                                (-1 + ekt)*y)*(3*(theta - 2*y)*((2 + kappa*t)*theta - (1 + kappa*t)*y) +
                                                                                                                                                                                                                                                    3*ekt*(6*pow(theta,2) + theta*y - 2*pow(y,2) +
                                                                                                                                                                                                                                                        kappa*(13*t*pow(theta,2) + theta*(8 - 18*t*y) + 4*y*(-3 + t*y)) +
                                                                                                                                                                                                                                                        4*pow(kappa,2)*t*(theta + t*pow(theta,2) - 2*t*theta*y + y*(-2 + t*y))) +
                                                                                                                                                                                                                                                        3*e3kt*(10*pow(theta,2) +
                                                                                                                                                                                                                                                            2*pow(kappa,2)*t*theta*(6 + 8*pow(rho,2) + t*theta) - 9*theta*y + 2*pow(y,2) +
                                                                                                                                                                                                                                                            kappa*(-9*t*pow(theta,2) + 4*(3 + 4*pow(rho,2))*y +
                                                                                                                                                                                                                                                                theta*(-40 - 64*pow(rho,2) + 4*t*y))) +
                                                                                                                                                                                                                                                                e2kt*(-54*pow(theta,2) +
                                                                                                                                                                                                                                                                    8*pow(kappa,4)*pow(rho,2)*pow(t,3)*(theta - y) + 39*theta*y - 6*pow(y,2) +
                                                                                                                                                                                                                                                                    24*pow(kappa,3)*pow(t,2)*(theta + 2*pow(rho,2)*theta - (1 + pow(rho,2))*y) +
                                                                                                                                                                                                                                                                    6*pow(kappa,2)*t*(3*t*pow(theta,2) - 8*(1 + pow(rho,2))*y +
                                                                                                                                                                                                                                                                        theta*(16 + 24*pow(rho,2) - 3*t*y)) -
                                                                                                                                                                                                                                                                        3*kappa*(5*t*pow(theta,2) + 2*y*(8*pow(rho,2) + 3*t*y) -
                                                                                                                                                                                                                                                                            theta*(32 + 64*pow(rho,2) + 17*t*y)))) -
                                                                                                                                                                                                                                                                            (48*pow(delta,3)*pow(kappa,2)*rho*
                                                                                                                                                                                                                                                                                ((1 + ekt*(-1 + kappa*t))*theta + (-1 + ekt)*y)*
                                                                                                                                                                                                                                                                                (3*(theta - 2*y)*((2 + kappa*t)*theta - (1 + kappa*t)*y) +
                                                                                                                                                                                                                                                                                    3*ekt*(6*pow(theta,2) + theta*y - 2*pow(y,2) +
                                                                                                                                                                                                                                                                                        kappa*(13*t*pow(theta,2) + theta*(8 - 18*t*y) + 4*y*(-3 + t*y)) +
                                                                                                                                                                                                                                                                                        4*pow(kappa,2)*t*(theta + t*pow(theta,2) - 2*t*theta*y + y*(-2 + t*y))) +
                                                                                                                                                                                                                                                                                        3*e3kt*(10*pow(theta,2) +
                                                                                                                                                                                                                                                                                            2*pow(kappa,2)*t*theta*(6 + 8*pow(rho,2) + t*theta) - 9*theta*y +
                                                                                                                                                                                                                                                                                            2*pow(y,2) + kappa*(-9*t*pow(theta,2) + 4*(3 + 4*pow(rho,2))*y +
                                                                                                                                                                                                                                                                                                theta*(-40 - 64*pow(rho,2) + 4*t*y))) +
                                                                                                                                                                                                                                                                                                e2kt*(-54*pow(theta,2) +
                                                                                                                                                                                                                                                                                                    8*pow(kappa,4)*pow(rho,2)*pow(t,3)*(theta - y) + 39*theta*y - 6*pow(y,2) +
                                                                                                                                                                                                                                                                                                    24*pow(kappa,3)*pow(t,2)*
                                                                                                                                                                                                                                                                                                    (theta + 2*pow(rho,2)*theta - (1 + pow(rho,2))*y) +
                                                                                                                                                                                                                                                                                                    6*pow(kappa,2)*t*(3*t*pow(theta,2) - 8*(1 + pow(rho,2))*y +
                                                                                                                                                                                                                                                                                                        theta*(16 + 24*pow(rho,2) - 3*t*y)) -
                                                                                                                                                                                                                                                                                                        3*kappa*(5*t*pow(theta,2) + 2*y*(8*pow(rho,2) + 3*t*y) -
                                                                                                                                                                                                                                                                                                            theta*(32 + 64*pow(rho,2) + 17*t*y)))))/
                                                                                                                                                                                                                                                                                                            (-theta + kappa*t*theta + (theta - y)/ekt + y) +
                                                                                                                                                                                                                                                                                                            (240*pow(delta,3)*e2kt*pow(kappa,2)*rho*
                                                                                                                                                                                                                                                                                                                ((2 + kappa*t + ekt*(-2 + kappa*t))*theta +
                                                                                                                                                                                                                                                                                                                    (-1 + ekt - kappa*t)*y)*
                                                                                                                                                                                                                                                                                                                    (12*ekt*pow(kappa,3)*pow(rho,2)*pow(t,2)*(theta - y) +
                                                                                                                                                                                                                                                                                                                        2*pow(-1 + ekt,2)*pow(rho,2)*pow(-2*theta + y,2) -
                                                                                                                                                                                                                                                                                                                        (-1 + ekt)*kappa*
                                                                                                                                                                                                                                                                                                                        (8*(1 + ekt)*pow(rho,2)*t*pow(theta,2) +
                                                                                                                                                                                                                                                                                                                            2*y*(-3 - 3*ekt*(1 + 4*pow(rho,2)) + 2*pow(rho,2)*t*y) +
                                                                                                                                                                                                                                                                                                                            theta*(3 - 12*pow(rho,2)*t*y + ekt*(15 + pow(rho,2)*(72 - 4*t*y)))
                                                                                                                                                                                                                                                                                                                            ) + 2*pow(kappa,2)*t*(e2kt*theta*
                                                                                                                                                                                                                                                                                                                                (3 + pow(rho,2)*(12 + t*theta)) + pow(rho,2)*t*pow(theta - y,2) +
                                                                                                                                                                                                                                                                                                                                2*ekt*(pow(rho,2)*t*pow(theta,2) - 3*(y + 2*pow(rho,2)*y) +
                                                                                                                                                                                                                                                                                                                                    theta*(3 + pow(rho,2)*(12 - t*y))))))/
                                                                                                                                                                                                                                                                                                                                    ((1 + ekt*(-1 + kappa*t))*theta + (-1 + ekt)*y))/
                                                                                                                                                                                                                                                                                                                                    (3072.*e4kt*pow(kappa,7)*pow(t,2)*
                                                                                                                                                                                                                                                                                                                                        pow((-theta + kappa*t*theta + (theta - y)/ekt + y)/(kappa*t),1.5));
    }

    Real LPP3HestonExpansion::z1(Real t, Real kappa, Real theta,
                                 Real delta, Real y, Real rho) const {
        return (delta*(768*e2kt*pow(kappa,4)*rho*
            ((2 + kappa*t + ekt*(-2 + kappa*t))*theta +
                (-1 + ekt - kappa*t)*y) -
                (576*delta*e2kt*pow(kappa,3)*pow(rho,2)*
                    pow((2 + kappa*t + ekt*(-2 + kappa*t))*theta +
                        (-1 + ekt - kappa*t)*y,2))/
                        ((1 + ekt*(-1 + kappa*t))*theta + (-1 + ekt)*y) -
                        10*pow(delta,2)*pow(rho,3)*pow((2 + kappa*t + ekt*(-2 + kappa*t))*
                            theta + (-1 + ekt - kappa*t)*y,3) +
                            (6*pow(delta,2)*kappa*pow(rho,3)*
                                pow((2 + kappa*t + ekt*(-2 + kappa*t))*theta +
                                    (-1 + ekt - kappa*t)*y,3))/
                                    (-theta + kappa*t*theta + (theta - y)/ekt + y) -
                                    (3360*pow(delta,2)*e3kt*pow(kappa,3)*pow(rho,3)*
                                        pow((2 + kappa*t + ekt*(-2 + kappa*t))*theta +
                                            (-1 + ekt - kappa*t)*y,3))/
                                            pow((1 + ekt*(-1 + kappa*t))*theta + (-1 + ekt)*y,3) -
                                            (288*pow(delta,2)*e2kt*pow(kappa,2)*pow(rho,3)*
                                                pow((2 + kappa*t + ekt*(-2 + kappa*t))*theta +
                                                    (-1 + ekt - kappa*t)*y,3))/
                                                    pow((1 + ekt*(-1 + kappa*t))*theta + (-1 + ekt)*y,2) +
                                                    (234*pow(delta,2)*ekt*kappa*pow(rho,3)*
                                                        pow((2 + kappa*t + ekt*(-2 + kappa*t))*theta +
                                                            (-1 + ekt - kappa*t)*y,3))/
                                                            ((1 + ekt*(-1 + kappa*t))*theta + (-1 + ekt)*y) -
                                                            96*delta*ekt*pow(kappa,3)*
                                                            ((1 + 4*ekt*(1 + kappa*t) + e2kt*(-5 + 2*kappa*t))*theta +
                                                                2*(-1 + e2kt - 2*ekt*kappa*t)*y) -
                                                                12*pow(delta,2)*kappa*rho*((2 + kappa*t + ekt*(-2 + kappa*t))*theta +
                                                                    (-1 + ekt - kappa*t)*y)*
                                                                    ((1 + 4*ekt*(1 + kappa*t) + e2kt*(-5 + 2*kappa*t))*theta +
                                                                        2*(-1 + e2kt - 2*ekt*kappa*t)*y) -
                                                                        192*pow(delta,2)*ekt*pow(kappa,2)*rho*
                                                                        ((2 + kappa*t + 2*ekt*pow(2 + kappa*t,2) +
                                                                            e2kt*(-10 + 3*kappa*t))*theta +
                                                                            (-3 + 3*e2kt - 2*kappa*t - 2*ekt*kappa*t*(2 + kappa*t))*y)
                                                                            - (12*pow(delta,2)*ekt*pow(kappa,2)*rho*
                                                                                ((2 + kappa*t + ekt*(-2 + kappa*t))*theta +
                                                                                    (-1 + ekt - kappa*t)*y)*
                                                                                    ((1 + e2kt*(-5 + 2*kappa*t + 8*pow(rho,2)*(-3 + kappa*t)) +
                                                                                        4*ekt*(1 + kappa*t +
                                                                                            pow(rho,2)*(6 + 4*kappa*t + pow(kappa,2)*pow(t,2))))*theta +
                                                                                            2*(-1 + e2kt*(1 + 4*pow(rho,2)) -
                                                                                                2*ekt*(kappa*t +
                                                                                                    pow(rho,2)*(2 + 2*kappa*t + pow(kappa,2)*pow(t,2))))*y))/
                                                                                                    ((1 + ekt*(-1 + kappa*t))*theta + (-1 + ekt)*y) +
                                                                                                    (576*pow(delta,2)*ekt*pow(kappa,2)*rho*
                                                                                                        ((2 + kappa*t + ekt*(-2 + kappa*t))*theta +
                                                                                                            (-1 + ekt - kappa*t)*y)*
                                                                                                            ((1 + e2kt*(-5 + 2*kappa*t + 4*pow(rho,2)*(-3 + kappa*t)) +
                                                                                                                2*ekt*(2 + 2*kappa*t +
                                                                                                                    pow(rho,2)*(6 + 4*kappa*t + pow(kappa,2)*pow(t,2))))*theta +
                                                                                                                    2*(-1 + e2kt*(1 + 2*pow(rho,2)) -
                                                                                                                        ekt*(2*kappa*t +
                                                                                                                            pow(rho,2)*(2 + 2*kappa*t + pow(kappa,2)*pow(t,2))))*y))/
                                                                                                                            ((1 + ekt*(-1 + kappa*t))*theta + (-1 + ekt)*y) +
                                                                                                                            (5*pow(delta,2)*rho*((1 + ekt*(-1 + kappa*t))*theta +
                                                                                                                                (-1 + ekt)*y)*
                                                                                                                                ((2 + kappa*t + ekt*(-2 + kappa*t))*theta +
                                                                                                                                    (-1 + ekt - kappa*t)*y)*
                                                                                                                                    (theta*(12*ekt*pow(kappa,3)*pow(rho,2)*pow(t,2) +
                                                                                                                                        8*pow(-1 + ekt,2)*pow(rho,2)*theta -
                                                                                                                                        (-1 + ekt)*kappa*
                                                                                                                                        (3 + 8*pow(rho,2)*t*theta +
                                                                                                                                            ekt*(15 + 8*pow(rho,2)*(9 + t*theta))) +
                                                                                                                                            2*pow(kappa,2)*t*(pow(rho,2)*t*theta +
                                                                                                                                                2*ekt*(3 + pow(rho,2)*(12 + t*theta)) +
                                                                                                                                                e2kt*(3 + pow(rho,2)*(12 + t*theta)))) -
                                                                                                                                                2*(6*ekt*pow(kappa,3)*pow(rho,2)*pow(t,2) +
                                                                                                                                                    4*pow(-1 + ekt,2)*pow(rho,2)*theta +
                                                                                                                                                    2*pow(kappa,2)*t*(pow(rho,2)*t*theta +
                                                                                                                                                        ekt*(3 + pow(rho,2)*(6 + t*theta))) -
                                                                                                                                                        (-1 + ekt)*kappa*
                                                                                                                                                        (3 + 6*pow(rho,2)*t*theta +
                                                                                                                                                            ekt*(3 + 2*pow(rho,2)*(6 + t*theta))))*y +
                                                                                                                                                            2*pow(rho,2)*pow(1 - ekt + kappa*t,2)*pow(y,2)))/
                                                                                                                                                            (ekt*(-theta + kappa*t*theta + (theta - y)/ekt + y)) -
                                                                                                                                                            (48*pow(delta,2)*kappa*rho*((1 + ekt*(-1 + kappa*t))*theta +
                                                                                                                                                                (-1 + ekt)*y)*
                                                                                                                                                                (2*theta + kappa*t*theta - y - kappa*t*y +
                                                                                                                                                                    ekt*((-2 + kappa*t)*theta + y))*
                                                                                                                                                                    (theta - 2*y + e2kt*
                                                                                                                                                                        (-5*theta + 2*kappa*t*theta + 2*y + 4*pow(rho,2)*((-3 + kappa*t)*theta + y)) +
                                                                                                                                                                        2*ekt*(2*(theta + kappa*t*(theta - y)) +
                                                                                                                                                                            pow(rho,2)*((6 + kappa*t*(4 + kappa*t))*theta - (2 + kappa*t*(2 + kappa*t))*y))
                                                                                                                                                                        ))/(ekt*(-theta + kappa*t*theta + (theta - y)/ekt + y)) +
                                                                                                                                                                        (96*delta*pow(kappa,3)*((1 + ekt*(-1 + kappa*t))*theta +
                                                                                                                                                                            (-1 + ekt)*y)*
                                                                                                                                                                            (theta - 2*y + e2kt*
                                                                                                                                                                                (-5*theta + 2*kappa*t*theta + 2*y + 8*pow(rho,2)*((-3 + kappa*t)*theta + y)) +
                                                                                                                                                                                4*ekt*(theta + kappa*t*theta - kappa*t*y +
                                                                                                                                                                                    pow(rho,2)*((6 + kappa*t*(4 + kappa*t))*theta - (2 + kappa*t*(2 + kappa*t))*y))
                                                                                                                                                                                ))/(-theta + kappa*t*theta + (theta - y)/ekt + y) +
                                                                                                                                                                                (9*pow(delta,2)*kappa*rho*((1 + ekt*(-1 + kappa*t))*theta +
                                                                                                                                                                                    (-1 + ekt)*y)*
                                                                                                                                                                                    ((2 + kappa*t + ekt*(-2 + kappa*t))*theta +
                                                                                                                                                                                        (-1 + ekt - kappa*t)*y)*
                                                                                                                                                                                        (theta - 2*y + e2kt*
                                                                                                                                                                                            (-5*theta + 2*kappa*t*theta + 2*y + 8*pow(rho,2)*((-3 + kappa*t)*theta + y)) +
                                                                                                                                                                                            4*ekt*(theta + kappa*t*theta - kappa*t*y +
                                                                                                                                                                                                pow(rho,2)*((6 + kappa*t*(4 + kappa*t))*theta - (2 + kappa*t*(2 + kappa*t))*y))
                                                                                                                                                                                            ))/(ekt*(-theta + kappa*t*theta + (theta - y)/ekt + y)) -
                                                                                                                                                                                            (48*pow(delta,2)*ekt*pow(kappa,2)*rho*
                                                                                                                                                                                                (3*(theta - 2*y)*((2 + kappa*t)*theta - (1 + kappa*t)*y) +
                                                                                                                                                                                                    3*ekt*(6*pow(theta,2) + theta*y - 2*pow(y,2) +
                                                                                                                                                                                                        kappa*(13*t*pow(theta,2) + theta*(8 - 18*t*y) + 4*y*(-3 + t*y)) +
                                                                                                                                                                                                        4*pow(kappa,2)*t*(theta + t*pow(theta,2) - 2*t*theta*y + y*(-2 + t*y))) +
                                                                                                                                                                                                        3*e3kt*(10*pow(theta,2) +
                                                                                                                                                                                                            2*pow(kappa,2)*t*theta*(6 + 8*pow(rho,2) + t*theta) - 9*theta*y +
                                                                                                                                                                                                            2*pow(y,2) + kappa*(-9*t*pow(theta,2) + 4*(3 + 4*pow(rho,2))*y +
                                                                                                                                                                                                                theta*(-40 - 64*pow(rho,2) + 4*t*y))) +
                                                                                                                                                                                                                e2kt*(-54*pow(theta,2) +
                                                                                                                                                                                                                    8*pow(kappa,4)*pow(rho,2)*pow(t,3)*(theta - y) + 39*theta*y -
                                                                                                                                                                                                                    6*pow(y,2) + 24*pow(kappa,3)*pow(t,2)*
                                                                                                                                                                                                                    (theta + 2*pow(rho,2)*theta - (1 + pow(rho,2))*y) +
                                                                                                                                                                                                                    6*pow(kappa,2)*t*(3*t*pow(theta,2) - 8*(1 + pow(rho,2))*y +
                                                                                                                                                                                                                        theta*(16 + 24*pow(rho,2) - 3*t*y)) -
                                                                                                                                                                                                                        3*kappa*(5*t*pow(theta,2) + 2*y*(8*pow(rho,2) + 3*t*y) -
                                                                                                                                                                                                                            theta*(32 + 64*pow(rho,2) + 17*t*y)))))/
                                                                                                                                                                                                                            ((1 + ekt*(-1 + kappa*t))*theta + (-1 + ekt)*y) +
                                                                                                                                                                                                                            (12*pow(delta,2)*kappa*rho*((1 + ekt*(-1 + kappa*t))*theta +
                                                                                                                                                                                                                                (-1 + ekt)*y)*
                                                                                                                                                                                                                                (3*(theta - 2*y)*((2 + kappa*t)*theta - (1 + kappa*t)*y) +
                                                                                                                                                                                                                                    3*ekt*(6*pow(theta,2) + theta*y - 2*pow(y,2) +
                                                                                                                                                                                                                                        kappa*(13*t*pow(theta,2) + theta*(8 - 18*t*y) + 4*y*(-3 + t*y)) +
                                                                                                                                                                                                                                        4*pow(kappa,2)*t*(theta + t*pow(theta,2) - 2*t*theta*y + y*(-2 + t*y))) +
                                                                                                                                                                                                                                        3*e3kt*(10*pow(theta,2) +
                                                                                                                                                                                                                                            2*pow(kappa,2)*t*theta*(6 + 8*pow(rho,2) + t*theta) - 9*theta*y +
                                                                                                                                                                                                                                            2*pow(y,2) + kappa*(-9*t*pow(theta,2) + 4*(3 + 4*pow(rho,2))*y +
                                                                                                                                                                                                                                                theta*(-40 - 64*pow(rho,2) + 4*t*y))) +
                                                                                                                                                                                                                                                e2kt*(-54*pow(theta,2) +
                                                                                                                                                                                                                                                    8*pow(kappa,4)*pow(rho,2)*pow(t,3)*(theta - y) + 39*theta*y -
                                                                                                                                                                                                                                                    6*pow(y,2) + 24*pow(kappa,3)*pow(t,2)*
                                                                                                                                                                                                                                                    (theta + 2*pow(rho,2)*theta - (1 + pow(rho,2))*y) +
                                                                                                                                                                                                                                                    6*pow(kappa,2)*t*(3*t*pow(theta,2) - 8*(1 + pow(rho,2))*y +
                                                                                                                                                                                                                                                        theta*(16 + 24*pow(rho,2) - 3*t*y)) -
                                                                                                                                                                                                                                                        3*kappa*(5*t*pow(theta,2) + 2*y*(8*pow(rho,2) + 3*t*y) -
                                                                                                                                                                                                                                                            theta*(32 + 64*pow(rho,2) + 17*t*y)))))/
                                                                                                                                                                                                                                                            (ekt*(-theta + kappa*t*theta + (theta - y)/ekt + y)) +
                                                                                                                                                                                                                                                            (240*pow(delta,2)*e2kt*pow(kappa,2)*rho*
                                                                                                                                                                                                                                                                ((2 + kappa*t + ekt*(-2 + kappa*t))*theta +
                                                                                                                                                                                                                                                                    (-1 + ekt - kappa*t)*y)*
                                                                                                                                                                                                                                                                    (12*ekt*pow(kappa,3)*pow(rho,2)*pow(t,2)*(theta - y) +
                                                                                                                                                                                                                                                                        2*pow(-1 + ekt,2)*pow(rho,2)*pow(-2*theta + y,2) -
                                                                                                                                                                                                                                                                        (-1 + ekt)*kappa*
                                                                                                                                                                                                                                                                        (8*(1 + ekt)*pow(rho,2)*t*pow(theta,2) +
                                                                                                                                                                                                                                                                            2*y*(-3 - 3*ekt*(1 + 4*pow(rho,2)) + 2*pow(rho,2)*t*y) +
                                                                                                                                                                                                                                                                            theta*(3 - 12*pow(rho,2)*t*y +
                                                                                                                                                                                                                                                                                ekt*(15 + pow(rho,2)*(72 - 4*t*y)))) +
                                                                                                                                                                                                                                                                                2*pow(kappa,2)*t*(e2kt*theta*(3 + pow(rho,2)*(12 + t*theta)) +
                                                                                                                                                                                                                                                                                    pow(rho,2)*t*pow(theta - y,2) +
                                                                                                                                                                                                                                                                                    2*ekt*(pow(rho,2)*t*pow(theta,2) - 3*(y + 2*pow(rho,2)*y) +
                                                                                                                                                                                                                                                                                        theta*(3 + pow(rho,2)*(12 - t*y))))))/
                                                                                                                                                                                                                                                                                        pow((1 + ekt*(-1 + kappa*t))*theta + (-1 + ekt)*y,2) -
                                                                                                                                                                                                                                                                                        (120*pow(delta,2)*ekt*kappa*rho*
                                                                                                                                                                                                                                                                                            ((2 + kappa*t + ekt*(-2 + kappa*t))*theta +
                                                                                                                                                                                                                                                                                                (-1 + ekt - kappa*t)*y)*
                                                                                                                                                                                                                                                                                                (12*ekt*pow(kappa,3)*pow(rho,2)*pow(t,2)*(theta - y) +
                                                                                                                                                                                                                                                                                                    2*pow(-1 + ekt,2)*pow(rho,2)*pow(-2*theta + y,2) -
                                                                                                                                                                                                                                                                                                    (-1 + ekt)*kappa*
                                                                                                                                                                                                                                                                                                    (8*(1 + ekt)*pow(rho,2)*t*pow(theta,2) +
                                                                                                                                                                                                                                                                                                        2*y*(-3 - 3*ekt*(1 + 4*pow(rho,2)) + 2*pow(rho,2)*t*y) +
                                                                                                                                                                                                                                                                                                        theta*(3 - 12*pow(rho,2)*t*y +
                                                                                                                                                                                                                                                                                                            ekt*(15 + pow(rho,2)*(72 - 4*t*y)))) +
                                                                                                                                                                                                                                                                                                            2*pow(kappa,2)*t*(e2kt*theta*(3 + pow(rho,2)*(12 + t*theta)) +
                                                                                                                                                                                                                                                                                                                pow(rho,2)*t*pow(theta - y,2) +
                                                                                                                                                                                                                                                                                                                2*ekt*(pow(rho,2)*t*pow(theta,2) - 3*(y + 2*pow(rho,2)*y) +
                                                                                                                                                                                                                                                                                                                    theta*(3 + pow(rho,2)*(12 - t*y))))))/
                                                                                                                                                                                                                                                                                                                    ((1 + ekt*(-1 + kappa*t))*theta + (-1 + ekt)*y)))/
                                                                                                                                                                                                                                                                                                                    (1536.*e3kt*pow(kappa,6)*pow(t,2)*
                                                                                                                                                                                                                                                                                                                        pow((-theta + kappa*t*theta + (theta - y)/ekt + y)/(kappa*t),1.5));
    }

    Real LPP3HestonExpansion::z2(Real t, Real kappa, Real theta,
                                 Real delta, Real y, Real rho) const{
        return (pow(delta,2)*(8*e3kt*pow(kappa,5)*pow(rho,2)*pow(t,4)*(2 + delta*rho*t)*
            pow(theta,2)*(theta - y) - delta*pow(-1 + ekt,3)*rho*
            (2*(-1 + ekt*(-5 + 24*pow(rho,2)))*pow(theta,3) +
                (7 + ekt*(3 + 56*pow(rho,2)))*pow(theta,2)*y -
                3*(1 + ekt*(-3 + 8*pow(rho,2)))*theta*pow(y,2) +
                2*(-1 + ekt*(-1 + 2*pow(rho,2)))*pow(y,3)) -
                pow(-1 + ekt,2)*kappa*
                ((-4 + delta*rho*t - 8*ekt*
                    (2 - 12*pow(rho,2) - 4*delta*rho*t + 25*delta*pow(rho,3)*t) +
                    e2kt*(20 - 96*pow(rho,2) + 3*delta*rho*t + 56*delta*pow(rho,3)*t)
                    )*pow(theta,3) - 2*(-8 + 2*delta*rho*t +
                        e2kt*(24 - 80*pow(rho,2) - 9*delta*rho*t +
                            24*delta*pow(rho,3)*t) -
                            4*ekt*(4 - 20*pow(rho,2) - 10*delta*rho*t + 39*delta*pow(rho,3)*t)
                        )*pow(theta,2)*y + (5*(-4 + delta*rho*t) +
                            ekt*(-16 + 80*pow(rho,2) + 57*delta*rho*t -
                                140*delta*pow(rho,3)*t) +
                                2*e2kt*(18 - 40*pow(rho,2) - 3*delta*rho*t +
                                    6*delta*pow(rho,3)*t))*theta*pow(y,2) +
                                    2*(4 + e2kt*(-4 + 8*pow(rho,2)) - delta*rho*t +
                                        ekt*rho*(-8*rho - 7*delta*t + 14*delta*pow(rho,2)*t))*pow(y,3)) +
                                        ekt*(-1 + ekt)*pow(kappa,2)*t*
                                        ((-24 + 128*pow(rho,2) + 9*delta*rho*t - 144*delta*pow(rho,3)*t -
                                            4*ekt*(6 - 8*pow(rho,2) - 9*delta*rho*t + 6*delta*pow(rho,3)*t) +
                                            e2kt*(48 - 160*pow(rho,2) - 9*delta*rho*t +
                                                24*delta*pow(rho,3)*t))*pow(theta,3) -
                                                (-72 + 320*pow(rho,2) + 27*delta*rho*t - 360*delta*pow(rho,3)*t -
                                                    ekt*rho*(160*rho - 81*delta*t + 348*delta*pow(rho,2)*t) +
                                                    2*e2kt*(36 - 80*pow(rho,2) - 3*delta*rho*t +
                                                        6*delta*pow(rho,3)*t))*pow(theta,2)*y -
                                                        2*(32 - 128*pow(rho,2) + 12*e2kt*(-1 + 2*pow(rho,2)) -
                                                            15*delta*rho*t + 144*delta*pow(rho,3)*t +
                                                            2*ekt*(-10 + 52*pow(rho,2) - 13*delta*rho*t +
                                                                58*delta*pow(rho,3)*t))*theta*pow(y,2) +
                                                                4*(4 - 16*pow(rho,2) - 3*delta*rho*t + 18*delta*pow(rho,3)*t +
                                                                    ekt*(-4 + 16*pow(rho,2) - 2*delta*rho*t + 11*delta*pow(rho,3)*t))*
                                                                    pow(y,3)) - 4*e2kt*pow(kappa,4)*pow(t,3)*theta*
                                                                    (2*e2kt*(-1 + 2*pow(rho,2))*pow(theta,2) +
                                                                        pow(rho,2)*(4 + 13*delta*rho*t)*pow(theta - y,2) +
                                                                        ekt*((-4 + 16*pow(rho,2) - 2*delta*rho*t + 9*delta*pow(rho,3)*t)*
                                                                            pow(theta,2) + (4 - 32*pow(rho,2) + 2*delta*rho*t - 19*delta*pow(rho,3)*t)*
                                                                            theta*y + 4*pow(rho,2)*(2 + delta*rho*t)*pow(y,2))) -
                                                                            2*ekt*pow(kappa,3)*pow(t,2)*
                                                                            (-4*pow(rho,2)*(-4 + 3*delta*rho*t)*pow(theta - y,3) +
                                                                                e3kt*pow(theta,2)*
                                                                                ((18 - 40*pow(rho,2) - delta*rho*t + 2*delta*pow(rho,3)*t)*theta +
                                                                                    12*(-1 + 2*pow(rho,2))*y) +
                                                                                    2*ekt*((-9 + 36*pow(rho,2) + 19*delta*pow(rho,3)*t)*pow(theta,3) +
                                                                                        2*(9 - 30*pow(rho,2) + 7*delta*pow(rho,3)*t)*pow(theta,2)*y +
                                                                                        (-8 + 20*pow(rho,2) + delta*rho*t - 46*delta*pow(rho,3)*t)*theta*pow(y,2) +
                                                                                        pow(rho,2)*(4 + 13*delta*rho*t)*pow(y,3)) +
                                                                                        e2kt*(8*theta*y*(-3*theta + 2*y) +
                                                                                            delta*rho*t*theta*(7*pow(theta,2) - 23*theta*y + 8*pow(y,2)) -
                                                                                            8*pow(rho,2)*(6*pow(theta,3) - 18*pow(theta,2)*y + 11*theta*pow(y,2) -
                                                                                                pow(y,3)) + 4*delta*pow(rho,3)*t*
                                                                                                (-13*pow(theta,3) + 31*pow(theta,2)*y - 14*theta*pow(y,2) + pow(y,3))))))/
                                                                                                (64.*pow(kappa,2)*t*sqrt((-theta + kappa*t*theta + (theta - y)/ekt + y)/
                                                                                                    (kappa*t))*pow((1 + ekt*(-1 + kappa*t))*theta + (-1 + ekt)*y,
                                                                                                        4));
    }

    Real LPP3HestonExpansion::z3(Real t, Real kappa, Real theta,
                                 Real delta, Real y, Real rho) const {
        return (pow(delta,3)*ekt*rho*((-15*(2 + kappa*t) +
            3*e4kt*(50 - 79*kappa*t + 35*pow(kappa,2)*pow(t,2) -
                6*pow(kappa,3)*pow(t,3) +
                8*pow(rho,2)*(-18 + 15*kappa*t - 6*pow(kappa,2)*pow(t,2) +
                    pow(kappa,3)*pow(t,3))) +
                    ekt*(-3*(20 + 86*kappa*t + 29*pow(kappa,2)*pow(t,2)) +
                        pow(rho,2)*(432 + 936*kappa*t + 552*pow(kappa,2)*pow(t,2) +
                            92*pow(kappa,3)*pow(t,3))) +
                            e2kt*(360 + 324*kappa*t - 261*pow(kappa,2)*pow(t,2) -
                                48*pow(kappa,3)*pow(t,3) -
                                4*pow(rho,2)*(324 + 378*kappa*t - 12*pow(kappa,2)*pow(t,2) -
                                    2*pow(kappa,3)*pow(t,3) + 23*pow(kappa,4)*pow(t,4))) +
                                    e3kt*(3*(-140 + 62*kappa*t + 81*pow(kappa,2)*pow(t,2) -
                                        38*pow(kappa,3)*pow(t,3) + 8*pow(kappa,4)*pow(t,4)) +
                                        4*pow(rho,2)*(324 + 54*kappa*t - 114*pow(kappa,2)*pow(t,2) +
                                            77*pow(kappa,3)*pow(t,3) - 19*pow(kappa,4)*pow(t,4) +
                                            2*pow(kappa,5)*pow(t,5))))*pow(theta,3) +
                                            (15*(7 + 4*kappa*t) + 3*e4kt*
                                                (-79 + 70*kappa*t - 18*pow(kappa,2)*pow(t,2) +
                                                    24*pow(rho,2)*(5 - 4*kappa*t + pow(kappa,2)*pow(t,2))) -
                                                    3*ekt*(26 - 200*kappa*t - 87*pow(kappa,2)*pow(t,2) +
                                                        4*pow(rho,2)*(30 + 142*kappa*t + 115*pow(kappa,2)*pow(t,2) +
                                                            23*pow(kappa,3)*pow(t,3))) +
                                                            2*e2kt*(3*(-66 - 195*kappa*t + 63*pow(kappa,2)*pow(t,2) +
                                                                16*pow(kappa,3)*pow(t,3)) +
                                                                4*pow(rho,2)*(135 + 390*kappa*t - 9*pow(kappa,2)*pow(t,2) -
                                                                    48*pow(kappa,3)*pow(t,3) + 23*pow(kappa,4)*pow(t,4))) +
                                                                    e3kt*(606 + 300*kappa*t - 585*pow(kappa,2)*pow(t,2) +
                                                                        210*pow(kappa,3)*pow(t,3) - 24*pow(kappa,4)*pow(t,4) -
                                                                        4*pow(rho,2)*(270 + 282*kappa*t - 345*pow(kappa,2)*pow(t,2) +
                                                                            153*pow(kappa,3)*pow(t,3) - 29*pow(kappa,4)*pow(t,4) +
                                                                            2*pow(kappa,5)*pow(t,5))))*pow(theta,2)*y +
                                                                            (-93 - 75*kappa*t + 3*e4kt*
                                                                                (35 - 18*kappa*t + 24*pow(rho,2)*(-2 + kappa*t)) +
                                                                                3*ekt*(58 - 123*kappa*t - 86*pow(kappa,2)*pow(t,2) +
                                                                                    4*pow(rho,2)*(12 + 80*kappa*t + 92*pow(kappa,2)*pow(t,2) +
                                                                                        23*pow(kappa,3)*pow(t,3))) +
                                                                                        e3kt*(-3*(74 + 137*kappa*t - 100*pow(kappa,2)*pow(t,2) +
                                                                                            16*pow(kappa,3)*pow(t,3)) -
                                                                                            16*pow(rho,2)*(-27 - 51*kappa*t + 45*pow(kappa,2)*pow(t,2) -
                                                                                                12*pow(kappa,3)*pow(t,3) + pow(kappa,4)*pow(t,4))) +
                                                                                                e2kt*(36 + 909*kappa*t - 42*pow(kappa,2)*pow(t,2) -
                                                                                                    60*pow(kappa,3)*pow(t,3) -
                                                                                                    4*pow(rho,2)*(108 + 462*kappa*t + 96*pow(kappa,2)*pow(t,2) -
                                                                                                        117*pow(kappa,3)*pow(t,3) + 23*pow(kappa,4)*pow(t,4))))*theta*pow(y,2)
                                                                                                        + 2*(9 + 3*e4kt*(-3 + 4*pow(rho,2)) + 15*kappa*t +
                                                                                                            e2kt*(-3*kappa*t*(33 + 10*kappa*t) +
                                                                                                                pow(rho,2)*(36 + 192*kappa*t + 96*pow(kappa,2)*pow(t,2) -
                                                                                                                    46*pow(kappa,3)*pow(t,3))) +
                                                                                                                    e3kt*(18 + 57*kappa*t - 12*pow(kappa,2)*pow(t,2) -
                                                                                                                        2*pow(rho,2)*(18 + 48*kappa*t - 21*pow(kappa,2)*pow(t,2) +
                                                                                                                            2*pow(kappa,3)*pow(t,3))) +
                                                                                                                            ekt*(3*(-6 + 9*kappa*t + 14*pow(kappa,2)*pow(t,2)) -
                                                                                                                                2*pow(rho,2)*(6 + 48*kappa*t + 69*pow(kappa,2)*pow(t,2) +
                                                                                                                                    23*pow(kappa,3)*pow(t,3))))*pow(y,3)))/
                                                                                                                                    (96.*kappa*t*sqrt((-theta + kappa*t*theta + (theta - y)/ekt + y)/(kappa*t))*
                                                                                                                                        pow((1 + ekt*(-1 + kappa*t))*theta + (-1 + ekt)*y,5));
    }

    LPP3HestonExpansion::LPP3HestonExpansion(Real kappa, Real theta, Real sigma,
                                             Real v0, Real rho, Real term) {
        ekt  = exp(kappa*term);
        e2kt = ekt*ekt;
        e3kt = e2kt*ekt;
        e4kt = e2kt*e2kt;
        coeffs[0] = z0(term, kappa, theta, sigma, v0, rho);
        coeffs[1] = z1(term, kappa, theta, sigma, v0, rho);
        coeffs[2] = z2(term, kappa, theta, sigma, v0, rho);
        coeffs[3] = z3(term, kappa, theta, sigma, v0, rho);
    }

    Real LPP3HestonExpansion::impliedVolatility(const Real strike,
                                                const Real forward) const {
        Real x = log(strike/forward);
        Real vol = coeffs[0]+x*(coeffs[1]+x*(coeffs[2]+x*(coeffs[3])));
        return std::max(1e-8,vol);
    }
}