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@Majramos
Last active December 14, 2023 17:47
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Simple inverse distance weighted (IDW) interpolation with python
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Simple inverse distance weighted (IDW) interpolation with python\n",
"based on answer https://stackoverflow.com/a/3114117\n",
"\n",
"Also several explanations on what numpy meshgrid does https://stackoverflow.com/questions/36013063/what-is-the-purpose-of-meshgrid-in-python-numpy"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"execution": {
"iopub.execute_input": "2021-06-07T22:36:48.814655Z",
"iopub.status.busy": "2021-06-07T22:36:48.814655Z",
"iopub.status.idle": "2021-06-07T22:36:49.125432Z",
"shell.execute_reply": "2021-06-07T22:36:49.125432Z",
"shell.execute_reply.started": "2021-06-07T22:36:48.814655Z"
}
},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Generate data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"execution": {
"iopub.execute_input": "2021-06-07T22:36:49.126431Z",
"iopub.status.busy": "2021-06-07T22:36:49.126431Z",
"iopub.status.idle": "2021-06-07T22:36:49.129432Z",
"shell.execute_reply": "2021-06-07T22:36:49.129432Z",
"shell.execute_reply.started": "2021-06-07T22:36:49.126431Z"
}
},
"outputs": [],
"source": [
"# number of \"input\" points\n",
"n = 10\n",
"\n",
"# generate 10 arrays of random data\n",
"# will serve as x,y coordinates and value (z) of the point\n",
"x, y, z = map(np.random.random, [n, n, n])"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"execution": {
"iopub.execute_input": "2021-06-07T22:36:49.131444Z",
"iopub.status.busy": "2021-06-07T22:36:49.131444Z",
"iopub.status.idle": "2021-06-07T22:36:49.166434Z",
"shell.execute_reply": "2021-06-07T22:36:49.165432Z",
"shell.execute_reply.started": "2021-06-07T22:36:49.131444Z"
}
},
"outputs": [],
"source": [
"# size of the grid to interpolate\n",
"nx, ny = 50, 50 \n",
"\n",
"# generate two arrays of evenly space data between ends of previous arrays\n",
"xi = np.linspace(x.min(), x.max(), nx)\n",
"yi = np.linspace(y.min(), y.max(), ny)\n",
"\n",
"# generate grid \n",
"xi, yi = np.meshgrid(xi, yi)\n",
"\n",
"# colapse grid into 1D\n",
"xi, yi = xi.flatten(), yi.flatten()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Define functions needed"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"execution": {
"iopub.execute_input": "2021-06-07T22:36:49.167433Z",
"iopub.status.busy": "2021-06-07T22:36:49.167433Z",
"iopub.status.idle": "2021-06-07T22:36:49.175436Z",
"shell.execute_reply": "2021-06-07T22:36:49.174432Z",
"shell.execute_reply.started": "2021-06-07T22:36:49.167433Z"
}
},
"outputs": [],
"source": [
"def distance_matrix(x0, y0, x1, y1):\n",
" \"\"\" Make a distance matrix between pairwise observations.\n",
" Note: from <http://stackoverflow.com/questions/1871536> \n",
" \"\"\"\n",
" \n",
" obs = np.vstack((x0, y0)).T\n",
" interp = np.vstack((x1, y1)).T\n",
"\n",
" d0 = np.subtract.outer(obs[:,0], interp[:,0])\n",
" d1 = np.subtract.outer(obs[:,1], interp[:,1])\n",
" \n",
" # calculate hypotenuse\n",
" return np.hypot(d0, d1)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"execution": {
"iopub.execute_input": "2021-06-07T22:36:49.177433Z",
"iopub.status.busy": "2021-06-07T22:36:49.177433Z",
"iopub.status.idle": "2021-06-07T22:36:49.185439Z",
"shell.execute_reply": "2021-06-07T22:36:49.184437Z",
"shell.execute_reply.started": "2021-06-07T22:36:49.177433Z"
}
},
"outputs": [],
"source": [
"def simple_idw(x, y, z, xi, yi, power=1):\n",
" \"\"\" Simple inverse distance weighted (IDW) interpolation \n",
" Weights are proportional to the inverse of the distance, so as the distance\n",
" increases, the weights decrease rapidly.\n",
" The rate at which the weights decrease is dependent on the value of power.\n",
" As power increases, the weights for distant points decrease rapidly.\n",
" \"\"\"\n",
" \n",
" dist = distance_matrix(x,y, xi,yi)\n",
"\n",
" # In IDW, weights are 1 / distance\n",
" weights = 1.0/(dist+1e-12)**power\n",
"\n",
" # Make weights sum to one\n",
" weights /= weights.sum(axis=0)\n",
"\n",
" # Multiply the weights for each interpolated point by all observed Z-values\n",
" return np.dot(weights.T, z)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"execution": {
"iopub.execute_input": "2021-06-07T22:36:49.187437Z",
"iopub.status.busy": "2021-06-07T22:36:49.187437Z",
"iopub.status.idle": "2021-06-07T22:36:49.194441Z",
"shell.execute_reply": "2021-06-07T22:36:49.193439Z",
"shell.execute_reply.started": "2021-06-07T22:36:49.187437Z"
}
},
"outputs": [],
"source": [
"def plot(x,y,z,grid):\n",
" \"\"\" Plot the input points and the result \"\"\"\n",
" plt.figure(figsize=(15,10))\n",
" plt.imshow(grid, extent=(x.min(), x.max(), y.max(), y.min()), cmap='rainbow', interpolation='gaussian')\n",
" plt.scatter(x,y,c=z, cmap='rainbow', edgecolors='black')\n",
" plt.colorbar()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Test IDW"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Power = 1"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"execution": {
"iopub.execute_input": "2021-06-07T22:36:49.195438Z",
"iopub.status.busy": "2021-06-07T22:36:49.195438Z",
"iopub.status.idle": "2021-06-07T22:36:49.205447Z",
"shell.execute_reply": "2021-06-07T22:36:49.204438Z",
"shell.execute_reply.started": "2021-06-07T22:36:49.195438Z"
}
},
"outputs": [],
"source": [
" # Calculate IDW\n",
"grid1 = simple_idw(x,y,z,xi,yi, power=1)\n",
"grid1 = grid1.reshape((ny, nx))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"execution": {
"iopub.execute_input": "2021-06-07T22:36:49.206433Z",
"iopub.status.busy": "2021-06-07T22:36:49.205447Z",
"iopub.status.idle": "2021-06-07T22:36:49.518998Z",
"shell.execute_reply": "2021-06-07T22:36:49.518998Z",
"shell.execute_reply.started": "2021-06-07T22:36:49.206433Z"
}
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1080x720 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot(x,y,z,grid1)\n",
"plt.title('Simple IDW power=1')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Power = 2"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"execution": {
"iopub.execute_input": "2021-06-07T22:36:49.520999Z",
"iopub.status.busy": "2021-06-07T22:36:49.520999Z",
"iopub.status.idle": "2021-06-07T22:36:49.527015Z",
"shell.execute_reply": "2021-06-07T22:36:49.526023Z",
"shell.execute_reply.started": "2021-06-07T22:36:49.520999Z"
}
},
"outputs": [],
"source": [
" # Calculate IDW\n",
"grid1 = simple_idw(x,y,z,xi,yi, power=2)\n",
"grid1 = grid1.reshape((ny, nx))"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"execution": {
"iopub.execute_input": "2021-06-07T22:36:49.527015Z",
"iopub.status.busy": "2021-06-07T22:36:49.527015Z",
"iopub.status.idle": "2021-06-07T22:36:49.815010Z",
"shell.execute_reply": "2021-06-07T22:36:49.815010Z",
"shell.execute_reply.started": "2021-06-07T22:36:49.527015Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot(x,y,z,grid1)\n",
"plt.title('Simple IDW power=2')\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.7"
},
"toc-autonumbering": true
},
"nbformat": 4,
"nbformat_minor": 4
}
@arashmad
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arashmad commented Jul 15, 2022

Thanks for sharing this code.

I think in terms of visualizing the grid, it works better, at least for points projected in the UTM prj:

plt.imshow(
    grid,
    extent=(x.min(), x.max(), y.min(), y.max()),
    cmap='rainbow',
    interpolation='gaussian',
    origin="lower")

@AY131313
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can I pease ask that how I can import data from a real dataset set file foe example excel forman?

@TuhinaN
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TuhinaN commented Jul 6, 2023

can i know that how to save this output Raster format?

@Majramos
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Author

@TuhinaN can you specify what you mean/what?

to convert the graphics to raster and save it to pdf:
https://www.tutorialspoint.com/how-to-save-figures-to-pdf-as-raster-images-in-matplotlib

@tawhidhossain13
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@Majramos how can measure the accuracy of the different power values that I am using (like 1 or 2 or 5), also, is it possible to run the power values in a loop, like one out put for power 1, one for 2 and so on... and then try to understand which power parameters provide best interpolation.

@Enrra44
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Enrra44 commented Nov 10, 2023

Thank you for the code ! I am not really sure of this but I think that if you want to change the norm you can't use the hypothenus anymore.
distance = (np.abs(d0)**p + np.abs(d1)**p)**(1/p)
would be for the Lp-norm in general

@cody-elhard
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Now to try and figure out how to avoid memory issues on 1000x1000 image :)

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