idw
gma.smc.interp.idw
function idw(points, values, bounds = None, resolution = None, power = 2.0, search_radius = 12, crs = None, **kwargs):
Use IDW method to interpolate points into a 2D array.
Parameters:
points: list||tuple||array.
Interpolate point X (longitude), Y (latitude) coordinates. There must be at least 4 coordinate points.
For example: points = [(122.52, 52.97), (124.72, 52.35), (124.4, 51.67), (126.63, 51.73)]
values: array.
The data value corresponding to the coordinate point, which is the same as the number of points.
Optional:
bounds = tuple. Default None.
The four boundaries of the interpolation result are the minimum longitude (left), the minimum latitude (bottom), the maximum longitude (right), and the maximum latitude (top). The default (None) is to extract the range from the input coordinate points.
resolution = float. Default None.
The resolution of the interpolation result. The default (None) is 1/10 of the minimum bounds X and Y difference.
power = float. Default 2.0.
Distance exponent (power). Used to control the saliency of points around the interpolation.
search_radius = int. Default 12.
Specifies the number of nearest input sample points to use to perform interpolation.
crs = str||int||aclassofgmaSpatialReference. Default None.
Coordinate system. Can be EPSG, WKT, Proj4, and other types of coordinate characters or SpatialReference class.
Returns:
Type: namedtuple.
Contains data (data) and affine transformation (geo_transform).
References.
[1] Philip, G. M., and D. F. Watson. A Precise Method for Determining Contoured Surfaces..
Australian Petroleum Exploration Association Journal 22: 205-212.1982.
[2] Watson, D. F., and G. M. Philip. A Refinement of Inverse Distance Weighted Interpolation..
Geoprocessing 2: 315-327.1985.