surfit -- fit a surface, z=f(x,y), to a set of x, y, z points
- Input text file containing the data to be fit. The file consists of lines with three or four whitespace separated values giving x, y, z, and optionally a weight.
- image = ""
- Optional image name in which to create an evenly sampled image of the fitted surface. If no name is specified a image is not created. If an image name is specified then the x range in the input is evenly divided by the specified number of image columns, the y range is evenly divided by the specified number of lines, and the fitted surface values evaluated at the sampled x and y points are written as the pixel values of the image. A linear world coordinate system based on the x and y values is also created for the image.
- coordinates = "", fit = ""
- The first two columns of the text file specified by the coordinates parameter are use to supply x and y values which are evaluated by the surface and the resulting x, y, and z values are appended to the specified fit file. If either parameter is not specified then this surface evaluation is not done. Note that the input data points are evaluated as part of the standard output but one may, if desired, specify the input file as the coordinate file to create a separate output.
- function = "polynomial" (chebyshev|legendre|polynomial)
- Surface function type to fit. The choices are a chebyshev, legendre, or simple power series bidimensional polynomial.
- xorder = 2, yorder = 2
- The polynomial orders in x and y.
- xterms = "full"
- The options are:
- The individual polynomial terms contain powers of x or powers of y but not powers of both.
- The individual polynomial terms contain powers of x and powers of y, whose maximum combined power is max (xorder - 1, yorder - 1).
- The individual polynomial terms contain powers of x and powers of y, whose maximum combined power is max (xorder - 1 + yorder - 1).
- weighting = "user" (uniform|user|statistical|instrumental)
- The type of weighting for the fit. The options are:
- All weights are 1. Any input weights are ignored.
- The weights in the fourth input column are used. If no weight is given a weight of 1 is supplied.
- The reciprocal of the absolute value of z input data is used as the weight. Any input weights are ignored. Z values less than 1e-20 are set to 1e-20.
- The fourth input column is taken as a sigma and the weight is the reciprocal of the sigma squared. If no sigma is given a sigma of 1 is supplied. Sigma values less than 1e-10 are set to 1e-10.
- xmin = INDEF, xmax = INDEF, ymin = INDEF, ymax = INDEF
- These parameters define the range of input x and y data to be used and also define the range over which the surface function is defined. If INDEF then the appropriate limit from the input data points is used. If input data points lie outside these limits they are discarded. The range may be given larger than the range of the input data in order to all evaluating coordinates outside input data; i.e. to allow extrapolation.
- zmin = INDEF, zmax = INDEF
- These parameters apply threshold limits to the input data. If INDEF the appropriate limit from the input data points is used. Input data points with z values outside this range are discarded.
- ncols = 100, nlines = 100
- The number of columns and lines for the optional surface image. These parameters determine the size of the image and how finely the x and y input data range is subdivided.
This task fits a surface, a function of two coordinates, to a set of possibly irregularly sampled data points specified in a text file. The input consists of a file with three or four columns. The first two columns define the two coordinates, called x and y, the third column gives the value the function is supposed to fit, called z, and the optional fourth column is a weight or sigma. If a weight or sigma is not specified it will have a unit weight or sigma. The type of weighting is selected by a task parameter.
The input data points may be restricted by use of the xmin, xmax, ymin, ymax, zmin, zmax parameters. If these parameters are INDEF (the default) the full range of the input is used. The surface function is only defined within the specified x and y range. In order to extrapolate outside the range of the input data these limits must be specified explicitly.
The functions which may be fit are legendre, chebyshev, or simple power series bidimensional polynomials. The user selects the function type, the order in x and y, and whether to include cross terms. The orders are the number of coefficients which is the highest polynomial power plus 1. For example the default values of 2 in each coordinate define a linear sloped plane. All computations are done in double precision.
Several polynomial cross terms options are avaible. Options "none", "half", and "full" are illustrated below for a quadratic polynomial in x and y.
xterms = "none" xorder = 3, yorder = 3 z = a11 + a21 * x + a12 * y + a31 * x ** 2 + a13 * y ** 2 xterms = "half" xorder = 3, yorder = 3 z = a11 + a21 * x + a12 * y + a31 * x ** 2 + a22 * x * y + a13 * y ** 2 xterms = "full" xorder = 3, yorder = 3 z = a11 + a21 * x + a31 * x ** 2 + a12 * y + a22 * x * y + a32 * x ** 2 * y + a13 * y ** 2 + a23 * x * y ** 2 + a33 * x ** 2 * y ** 2
The fit results are written to the standard output; the terminal unless redirected. It consists of the input parameters, the coefficients and errors, and the input data plus the fitted values and residuals. The coefficient lines contain four columns. The first two columns are the x and y polynomial powers and then the coefficient and error in the coefficient are given. The coefficients are determined based on a normalized coordinate; the range of input x and y values, which is shown in the output as xmin, xmax, ymin, and ymax, is mapped to the range -1 to 1. The data portion gives the x, y, and z input values followed by the fitted value and the residual (z - fit) and finally the weight.
There are two types of additional output which may be selected if desired. One is a two dimensional image of the surface evenly sampled over the x and y data range set by the xmin, xmax, ymin, ymax parameters. This type of output is selected by specifying an image name and the number of columns and lines. The number of columns and lines defines the size of the image and also the sampling of the x and y values. The first pixel in each dimension is the minimum x or y value and the sample interval per pixel is given by:
dx = (xmax - xmin) / (ncols - 1) dy = (ymax - ymin) / (nlines - 1)
The fitted surface is evaluated at each pixel and written to the image. The linear world coordinate system defining the x and y pixel sampling is written to the image header. This allows tasks such as implot and listpixels to show the fitted values in the input x and y units.
The second type of output allows the surface to be evaluated at an arbitrary set of x and y coordinates. The coordinates are input as a text file. The first two columns are taken as the x and y values and any other columns are ignored. The x and y values and the fitted values are appended to a specified text file. This output is optional and only occurs if both an input coordinate and output fit file are specified. Note that the input data points are always evaluated as part of the standard output but the input data file may also be used as a coordinate file if desired. Also the output data file may be specified as "STDOUT" to merge this output with the basic results output.
1. The following example shows use of all the output options using some random numbers.
cl> urand 50 3 scale=100. >sf1 cl> head sf1 nl=5 70.87 42.5 99.06 51.49 42.19 64.86 70.75 83.34 80.39 57.1 67.79 30.24 60.91 49.76 53.32 cl> urand 5 2 scale=100. seed=2 >sf2 cl> head sf2 20.62 17.86 66.39 86.26 48.08 35.07 70.39 95.8 53.64 15.51 cl> surfit sf1 image=sf coord=sf2 fit=sf3 ncols=20 nlines=20 Surface parameters: function = polynomial xorder = 2 yorder = 2 xterms = full weighting = user xmin = 0.684 xmax = 89.74 ymin = 1.051 ymax = 95.36 zmin = 1.217 zmax = 99.14 Surface coefficients: x y coeff error 0 0 75.7125 17.2504 1 0 -0.37273 0.356014 0 1 -0.77194 0.336627 1 1 0.009884 0.006295 Fitted points: x y z fit residual weight 70.87 42.5 99.06 46.2611 52.7989 1. 51.49 42.19 64.86 45.4249 19.4351 1. 70.75 83.34 80.39 43.2899 37.1001 1. 57.1 67.79 30.24 40.3604 -10.1204 1. 60.91 49.76 53.32 44.5562 8.76384 1. ... chisqr = 903.797 cl> head sf3 20.62 17.86 57.8802 66.39 86.26 40.9855 48.08 35.07 47.3864 53.64 15.51 51.9697 cl> listpix sf[*:10,*:10] wcs=world formats="%5.2f %5.2f" 0.68 1.05 74.65366 47.56 1.05 57.66973 0.68 50.69 36.67273 47.56 50.69 42.6855