File: RFspatialGridDataFrame-class.Rd

package info (click to toggle)
r-cran-randomfields 3.3.14-1
  • links: PTS, VCS
  • area: main
  • in suites: bookworm
  • size: 4,916 kB
  • sloc: cpp: 52,159; ansic: 3,015; makefile: 2; sh: 1
file content (232 lines) | stat: -rw-r--r-- 9,408 bytes parent folder | download | duplicates (2)
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
\name{RFspatialGridDataFrame-class}
\docType{class}
\alias{RFspatialGridDataFrame-class}
\alias{RFspatialGridDataFrame}
%% S4 methods
\alias{RFspDataFrame2conventional,RFspatialGridDataFrame-method}
\alias{RFspDataFrame2dataArray,RFspatialGridDataFrame-method}
\alias{show,RFspatialGridDataFrame-method}
\alias{coerce,RFspatialGridDataFrame,data.frame-method}
\alias{coerce,SpatialGridDataFrame,RFspatialGridDataFrame-method}
\alias{coerce,RFspatialGridDataFrame,RFspatialPointsDataFrame-method}
\alias{coerce,RFspatialGridDataFrame,RFspatialPointsDataFrame,ANY-method}
\alias{GridTopology2gridVectors,GridTopology-method}
\alias{GridTopology2gridVectors,matrix-method}
%\alias{coordinates,RFspatialGridDataFrame-method} only for
 %"RFpointsDataFrame" and "RFgridDataFrame" defined
\alias{[,RFspatialGridDataFrame-method}
\alias{[,RFspatialGridDataFrame,ANY,ANY-method}
\alias{[,RFspatialGridDataFrame,ANY,ANY,ANY-method}
\alias{[<-,RFspatialGridDataFrame-method}
\alias{[<-,RFspatialGridDataFrame,ANY,ANY,ANY-method}
\alias{dimensions,RFspatialGridDataFrame-method}
%\alias{isGridded,RFspatialGridDataFrame-method}
\alias{variance,RFspatialGridDataFrame-method}
%% S3 methodsgr
\alias{print.RFspatialGridDataFrame}
\alias{cbind.RFspatialGridDataFrame}
\alias{range.RFspatialGridDataFrame}
\alias{hist.RFspatialGridDataFrame}
\alias{as.matrix.RFspatialGridDataFrame}
\alias{as.array.RFspatialGridDataFrame}
\alias{as.vector.RFspatialGridDataFrame}
\alias{as.data.frame.RFspatialGridDataFrame}


\title{Class "RFspatialGridDataFrame" }
\description{ Class for spatial attributes that have spatial or
  spatio-temporal locations (at least of dimension 2) 
  on a (full) regular grid. Direct extension of class
  \command{\link[sp:SpatialGridDataFrame-class]{SpatialGridDataFrame}
    from the \pkg{sp}-package. See \command{\link{sp2RF}} for an explicit
    transformation.}
}

\usage{
\S4method{RFspDataFrame2conventional}{RFspatialGridDataFrame}(obj, data.frame=FALSE) 
}

\arguments{
  \item{obj}{an \code{RFspatialGridDataFrame} object}
  \item{data.frame}{logical. If \code{TRUE} a \code{data.frame} is returned.
  }
}

\section{Creating Objects}{
 Objects can be created by using the functions
 \code{\link{RFspatialGridDataFrame}} or
 \code{\link{conventional2RFspDataFrame}} or by calls of the form
 \code{as(x, "RFspatialGridDataFrame")}, where \code{x} is of class
 \command{\link[=RFspatialGridDataFrame-class]{RFspatialGridDataFrame}}. 
 %Ordered full grids are stored instead or unordered non-NA cells; 
}

\section{Slots}{
  \describe{
    \item{\code{.RFparams}:}{list of 2; \code{.RFparams$n} is the number
      of repetitions of the random field contained in the \code{data} slot;
      \code{.RFparams$vdim} gives the dimension of the values of the random
      field, equals 1 in most cases}
    \item{\code{data}:}{object of class \code{\link{data.frame}};
      containing attribute data } 
    \item{\code{grid}:}{object of class
      \command{\link[=GridTopology-class]{GridTopology}}; grid
      parameters } 
    %\item{\code{grid.index}:}{see \link{SpatialPixels-class}; this slot
    % is of zero length for this class, as the grid is full }
    %\item{\code{coords}:}{matrix containing a subset of
    % \code{grid} }
    %numeric matrix or data.frame with coordinates
    % (each row is a 
    % point); in case of SpatialPointsDataFrame an object of class
    % SpatialPoints-class is also allowed
    % 
    % see \link{SpatialPoints}; points slot which is
    % not actually filled with all coordinates (only with min/max)
    \item{\code{bbox}:}{matrix specifying the bounding box }
    \item{\code{proj4string}:}{object of class \code{\link[sp:CRS-class]{CRS}};
      projection }
  }
}

\section{Extends}{
  Class \code{"SpatialGridDataFrame"}, directly.
  Class \code{"SpatialGrid"}, by class \code{"SpatialGridDataFrame"}.
  Class \code{"Spatial"}, by class \code{"SpatialGrid"}.
}

\section{Methods}{
 \describe{
\item{contour}{\code{signature(obj =
    "RFspatialGridDataFrame")}:
  generates \command{\link[graphics]{contour}} plots
  }
 \item{plot}{\code{signature(obj =
	"RFspatialGridDataFrame")}: generates nice \command{image} plots
 of the random field; if \eqn{space-time-dim2}, a two-dimensional
 subspace can be selected using the argument 
 \code{MARGIN}; to get different slices in a third direction, the
 argument \code{MARGIN.slices} can be used;
 for more details see \code{\link{plot-method}} or type
 \code{method?plot("RFspatialGridDataFrame")}}

\item{persp}{\code{signature(obj =
	"RFspatialGridDataFrame")}: generates \command{\link[graphics]{persp}} plots
}

 \item{show}{\code{signature(x = "RFspatialGridDataFrame")}:
 uses the \command{show}-method for class
 \command{\link[sp]{SpatialGridDataFrame}}.}
 \item{print}{\code{signature(x = "RFspatialGridDataFrame")}:
   identical to \command{show}-method}
 
 \item{RFspDataFrame2conventional}{\code{signature(obj =
	"RFspatialGridDataFrame")}: conversion to a list of
 non-\pkg{sp}-package based objects; the \code{data}-slot
 is converted to an array of dimension \eqn{[1*(vdim>1) +
	space-time-dimension + 1*(n>1)]}; the \code{grid}-slot is
 converted to a 3-row matrix; the grid definition of a possible
 time-dimension becomes a separate list element}
 \item{RFspDataFrame2dataArray}{\code{signature(obj =
	"RFspatialGridDataFrame")}: conversion of the \code{data}-slot
 to an array of dimension \eqn{[space-time-dimension + 2]}, where the
 space-time-dimensions run fastest, and \eqn{vdim} and \eqn{n} are
 the last two dimensions}
 \item{coordinates}{\code{signature(x = "RFspatialGridDataFrame")}:
 calculates the coordinates from grid definition} 
 \item{[}{\code{signature(x = "RFspatialGridDataFrame")}: selects
 columns of \code{data}-slot; returns an 
 object of class \code{\link{RFspatialGridDataFrame}}.}
 \item{[<-}{\code{signature(x = "RFspatialGridDataFrame")}: replaces
 columns of \code{data}-slot; returns an 
 object of class \code{\link{RFspatialGridDataFrame}}.}
 \item{as}{\code{signature(x = "RFspatialGridDataFrame")}:
 converts into other formats, only implemented for target class
 \code{\link[=RFspatialPointsDataFrame-class]{RFspatialPointsDataFrame}} } 
 \item{cbind}{\code{signature(...)}: if arguments have identical
 topology, combine their attribute values}
 \item{range}{\code{signature(x = "RFspatialGridDataFrame")}: returns the range
 }
 \item{hist}{\code{signature(x = "RFspatialGridDataFrame")}: plots histogram
 }
 \item{as.matrix}{\code{signature(x = "RFspatialGridDataFrame")}:
 converts \code{data}-slot to matrix }
 \item{as.array}{\code{signature(x = "RFspatialGridDataFrame")}:
 converts \code{data}-slot to array }
 \item{as.vector}{\code{signature(x = "RFspatialGridDataFrame")}:
 converts \code{data}-slot to vector }
\item{as.data.frame}{\code{signature(x = "RFspatialGridDataFrame")}:
 converts \code{data}-slot and coordinates to a data.frame}
  }
}

\section{Details}{
 Note that in the \code{data}-slot, each column is ordered according to the
 ordering of \code{coordinates(grid)}, the first dimension runs fastest
 and for all BUT the second dimension, coordinate values are in
 ascending order. In the second dimension, coordinate values run from
 high to low. Hence, when converting to conventional formats using
 \command{RFspDataFrame2conventional} or \command{RFspDataFrame2dataArray},
 the data array is re-ordered such that all dimensions are in ascending
 order. \code{as.matrix} does not perform re-ordering.

 Methods \command{summary},
% \command{isGridded},
and \command{dimensions} 
  are defined for the \dQuote{parent}-class
 \command{\link[=RFsp-class]{RFsp}}.
}
\author{Alexander Malinowski, \martin}


\seealso{
 \code{\link{RFspatialPointsDataFrame-class}}, which is for point
 locations that are not on a grid,
 \code{\link{RFgridDataFrame-class}} which is for one-dimensional
 locations,
 \code{\link[=RFsp-class]{RFsp}},
 \command{\link{sp2RF}}
}


\keyword{classes}
\keyword{print}
\keyword{hplot}


\examples{\dontshow{StartExample()}
RFoptions(seed=0) ## *ANY* simulation will have the random seed 0; set
##                   RFoptions(seed=NA) to make them all random again

n <- 3

x <- GridTopology(cellcentre.offset=c(0, 0),
 cellsize=c(1, 0.2),
 cells.dim=c(10, 30))
f <- RFsimulate(model=RMexp(), x=x, n=n)

str(f)
str(RFspDataFrame2conventional(f))
str(RFspDataFrame2dataArray(f))
head(coordinates(f))
str(f[2]) ## selects second column of data-slot
all.equal(f, cbind(f,f)[1:3]) ## TRUE
str(as(f, "RFspatialPointsDataFrame"))

plot(f, nmax=2)

steps <- c(10, 1, 10, 10)
\dontshow{if(!interactive()){warning("modified <steps>"); steps<-c(2,1,2,2)}}%ok
x2 <- rbind(c(0, 0, 0, 0),
 c(1, 0.2, 2, 5),
 steps)
scale <- 10
\dontshow{if(!interactive()){warning("modified <scale>");scale<-0.1}}%ok
f2 <- RFsimulate(model=RMwhittle(nu=1.2, scale=scale), x=x2, n=n,
                 grid = TRUE)
plot(f2, MARGIN=c(3,4), MARGIN.slices=1, n.slices=6, nmax=2)

f.sp <- RFsimulate(model=RMexp(), x=x, n=n)
f.old <- RFsimulate(model=RMexp(), x=x, n=n, spConform=FALSE)
all.equal(RFspDataFrame2conventional(f.sp)$data, f.old, check.attributes=FALSE) ## TRUE
\dontshow{FinalizeExample()}}