Multiple sample values into scatteredInterpolant
1 view (last 30 days)
Show older comments
i have been trying to interpolate the wind speed of a known location on a meshed grid with changing sampe values (wind speed) recorded at weather station locations, the function below works for one value.
But how can i use all of the hourly data from 11 weather stations (2013-2019) this is a 48764x11 matrix (48764 data points for the 11 different weather station locations?
at the minute i can run it for a single hour of data by using B{1} (first hour) and this works well but is there a way to use B{1: 48764} for the separate hourly data inputs
the example below gives the output data for the first hour ( B{1} ) what i am looking for is all of the hours = 48764 values
Note - dataS1 = 48764x11 matrix imported from excel
Thanks in advance,
Alfred
close all; clc;
lat = [51.0059, 51.1613, 51.2012, 51.0864, 51.8603, 51.5028, 52.0796, 52.1480, 52.0629, 52.2426, 51.4050]';%latitude of 11 weather stations%
lon = [-2.6415, -1.7532, -1.8044, -3.6077, -1.6915, -1.9909, -2.8010, -2.0398, -3.6134, -2.8845, -3.4395]';%longitude of 11 weather stations%
A = [dataS1]; %this is a 48764x11 matrix imported from an excel file
B = num2cell(A,2);
lon0 = min(lon) ; lon1 = max(lon) ;
lat0 = min(lat) ; lat1 = max(lat) ;
latlim=[lat0 lat1]; lonlim=[lon0 lon1] ;
lon0 = min(lon) ; lon1 = max(lon) ;
lat0 = min(lat) ; lat1 = max(lat) ;
N = 100 ;
x = linspace(lon0,lon1,N) ;
y = linspace(lat0,lat1,N) ;
[X,Y] = meshgrid(x,y) ;
F = scatteredInterpolant(lon,lat,B{1}') ;
Z = F(X,Y) ;
%extract data
Yq = 51.5055 ; %target location longitude
Xq = -2.71532 ; %target location latitude
Vq = F(Xq,Yq)
0 Comments
Answers (1)
Sargondjani
on 6 Apr 2021
What works is: Make a 3D array from B, so:
for ih=1:length(B)
B_3D(:,:,id) = B{ib)
end
And then add a vector 'hours' as third dimension to interpolant.
There's probably more fancy ways to do this, but it will work
2 Comments
Sargondjani
on 6 Apr 2021
Sorry man, I dont have time to give you a full answer. You should play around. Maybe skip the 'num2cell' or something.
Example: A=[10x5x21] array, then to interpolate on x1 (1x10), x2 (1x5) and x3 (1x21) by calling:
[X1,X2,X3] = ndgrid(x1,x2,x3);%expand the vectors such that they have the same size as A
FF = griddedInterpolant(X1,X2,X3,A);
You need to do something similar. Make sure X1, X2, X3 and A have to same dimensions
See Also
Categories
Find more on Logical in Help Center and File Exchange
Community Treasure Hunt
Find the treasures in MATLAB Central and discover how the community can help you!
Start Hunting!