From 7fbd1c3201961a90b56735ed25feb870a666e207 Mon Sep 17 00:00:00 2001 From: Wolfgang Preimesberger Date: Wed, 8 Jan 2025 14:11:00 +0100 Subject: [PATCH] Update DCT PLS docs --- docs/examples/dct_pls.ipynb | 147 +++++++++++++++++++++++------- src/pytesmo/interpolate/dctpls.py | 1 + 2 files changed, 116 insertions(+), 32 deletions(-) diff --git a/docs/examples/dct_pls.ipynb b/docs/examples/dct_pls.ipynb index c7a1bb1..67fbe4e 100644 --- a/docs/examples/dct_pls.ipynb +++ b/docs/examples/dct_pls.ipynb @@ -1,23 +1,48 @@ { "cells": [ { - "cell_type": "code", - "id": "initial_id", + "metadata": {}, + "cell_type": "markdown", + "source": [ + "# Discrete Cosine Transform with Penalized Least Squares (DCT-PLS)\n", + "\n", + "We provide a python implementation of the DCT-PLS algorithm by Garcia (2010). DCT-PLS is a smoothing and interpolation algorithm that has been successfully applied to soil moisture and various other climate variables in the past in order to reduce noise and/or fill missing values in (satellite) data.\n", + "\n", + "DCT-PLS can be applied to 1, 2, or 3-dimensional (spatial-temporal) data and does not require any covariates to make interpolations. It is therefore an independent, univariate method, that only relies on the (neighbourhood) information in the provided data. At the core, the algorithm applies a discrete cosine transform which fits a smoothing function to a given set of data points and therefore provides a smoothed version of the data and also estimates / interpolates any missing data points.\n", + "\n", + "The only free model parameter (\"s\") can either be given manually (resulting in a higher degree of smoothing for higher s-values, and more fluctuations in the data when s is close to 0). When \"s\" is not defined by the user, the algorithm will (iteratively) look for the best s-value using a Generalized-Cross-Validation (GCV) step, which aims to minimizing the GSV-score (based on minimizing residuals between original and smoothed data), thus finiding the best compromise between (over)smoothing and (over)fitting the available data points.\n", + "\n", + "The \"robust\" implementation of DCT-PLS iteratively reduces the weight assigned to outlier data points and is therefore less susceptible to fluctuations caused by erroneous data points (compare Example 2).\n", + "\n", + "Applying this method to satellite observations usually means applying it to a 3-dimensional input dataset, where both temporal and spatial neighbourhood information will be used to support the function fit (relying on the temporal and spatial auto-correlation of land variables).\n", + "\n", + "The following examples are based on the original [MATLAB examples](https://www.biomecardio.com/matlab/smoothn_doc.html). The aim is to demonstrate that the python implementation leads to the same results as the original MATLAB code by Garcia (2010).\n", + "\n", + "## References\n", + "Garcia, D., 2010. Robust smoothing of gridded data in one and higher dimensions with missing values. Computational Statistics & Data Analysis, 54(4), pp.1167-1178. Available at: https://doi.org/10.1016/j.csda.2009.09.020\n" + ], + "id": "1a9db6edffbb0d23" + }, + { "metadata": { "ExecuteTime": { "end_time": "2025-01-08T11:46:41.360250Z", "start_time": "2025-01-08T11:46:41.357372Z" } }, + "cell_type": "code", + "outputs": [], + "execution_count": 34, "source": [ "import os\n", "import numpy as np\n", "from matplotlib import colors, cm\n", "import matplotlib.pyplot as plt\n", + "from scipy.io import loadmat\n", + "\n", "from pytesmo.interpolate.dctpls import smoothn, calc_init_guess\n", "from pytesmo.utils import rootdir\n", "\n", - "from scipy.io import loadmat\n", "\n", "def slide(start=0.1, stop=1.1, step=0.1, mid_duplicate=False, dtype=np.float32):\n", " return np.concatenate([\n", @@ -26,26 +51,14 @@ " np.arange(start, stop, step).astype(dtype)[::-1]\n", " ])" ], - "outputs": [], - "execution_count": 34 - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "The following examples are based on the original [MATLAB examples](https://www.biomecardio.com/matlab/smoothn_doc.html). The aim is to demonstrate that the python implementation leads to the same results as the original MATLAB code by Garcia (2010).\n", - "\n", - "## References\n", - "Garcia, D., 2010. Robust smoothing of gridded data in one and higher dimensions with missing values. Computational Statistics & Data Analysis, 54(4), pp.1167-1178. Available at: https://doi.org/10.1016/j.csda.2009.09.020\n" - ], - "id": "ea67c2d51b397402" + "id": "initial_id" }, { "cell_type": "markdown", "id": "f5e85c4e93f41b90", "metadata": {}, "source": [ - "# Example 1\n", + "## Example 1\n", "1d array robust curve smoothing (with outliers)" ] }, @@ -62,8 +75,8 @@ "x = np.linspace(0, 100, 2**8)\n", "y = np.cos(x) + 0.1 * x + np.random.rand(2**8)*0.1\n", "y[[70, 75, 80]] = [10.5, 10, 11]\n", - "y = y[10:130]\n", - "x = x[10:130]\n", + "y, x = y[10:130], x[10:130]\n", + "\n", "z_reg, s_reg, _, _ = smoothn(y.copy(), isrobust=False, debug_mode=False) # Regular\n", "z_rob, s_rob, _, _ = smoothn(y.copy(), isrobust=True, debug_mode=False) # Robust\n", "\n", @@ -96,7 +109,7 @@ "id": "7e9ad96ce5552411", "metadata": {}, "source": [ - "# Example 2\n", + "## Example 2\n", "1d array robust curve smoothing (with outliers) and updated weights" ] }, @@ -162,7 +175,7 @@ "id": "e44cdfd83f7c53c8", "metadata": {}, "source": [ - "# Example 3\n", + "## Example 3\n", "Smoothing a surface" ] }, @@ -218,7 +231,7 @@ "id": "881aef6cad1cc4df", "metadata": {}, "source": [ - "# Example 4\n", + "## Example 4\n", "Smooth 2d data with random and systematic gaps" ] }, @@ -291,7 +304,7 @@ "id": "57c3b983711eb3", "metadata": {}, "source": [ - "# Example 5\n", + "## Example 5\n", "Smoothing 3d array (volumetric) data" ] }, @@ -417,7 +430,7 @@ } }, "source": [ - "# Example 6\n", + "## Example 6\n", "Smoothing a cardioid" ] }, @@ -470,7 +483,7 @@ "id": "ea4b2593-43c6-467a-bd5c-8d07166c6cd2", "metadata": {}, "source": [ - "# Example 7\n", + "## Example 7\n", "Smoothing a 3d parametric curve" ] }, @@ -524,7 +537,7 @@ "id": "903d5990-9808-4c50-83ee-593d484054f2", "metadata": {}, "source": [ - "# Example 8\n", + "## Example 8\n", "Smoothing a 2d vector field" ] }, @@ -587,17 +600,87 @@ "execution_count": 32 }, { - "cell_type": "code", - "id": "65061dc6-18d0-46f8-a7ea-a321a0d8841e", + "metadata": {}, + "cell_type": "markdown", + "source": [ + "## Example 9 - Smoothing a soil moisture time series (1d)\n", + "Here we apply the DCT-PLS algorithm to a 1d soil moisture time series from HSAF ASCAT. Note that in practice it is recommended to also use the spatial neigbourhood information to smooth or interpolate soil moisture, not only the temporal one, as done in this example." + ], + "id": "49c62c47564f4ba5" + }, + { "metadata": { "ExecuteTime": { - "end_time": "2025-01-07T15:52:52.939618Z", - "start_time": "2025-01-07T15:52:52.938288Z" + "end_time": "2025-01-08T13:05:52.154319Z", + "start_time": "2025-01-08T13:05:45.550825Z" } }, - "source": [], + "cell_type": "code", + "source": [ + "import warnings\n", + "from ascat.read_native.cdr import AscatGriddedNcTs\n", + "import pandas as pd\n", + "\n", + "testdata_path = rootdir() / \"tests\" / \"test-data\"\n", + "ascat_data_folder = testdata_path / \"sat\" / \"ascat\" / \"netcdf\" / \"55R22\"\n", + "ascat_grid_fname = testdata_path / \"sat\" / \"ascat\" / \"netcdf\" / \"grid\" / \"TUW_WARP5_grid_info_2_1.nc\"\n", + "static_layer_path = testdata_path / \"sat\" / \"h_saf\" / \"static_layer\"\n", + "\n", + "\n", + "#init the AscatSsmCdr reader with the paths\n", + "with warnings.catch_warnings():\n", + " warnings.filterwarnings('ignore') # some warnings are expected and ignored\n", + "\n", + " ascat_reader = AscatGriddedNcTs(\n", + " ascat_data_folder,\n", + " \"TUW_METOP_ASCAT_WARP55R22_{:04d}\",\n", + " grid_filename=ascat_grid_fname,\n", + " static_layer_path=static_layer_path\n", + " )\n", + "\n", + "lat, lon = 45.473, 11.829\n", + "ascat_ts = ascat_reader.read(lon, lat)['sm']\n", + "data, _, _, _= smoothn(ascat_ts.values, isrobust=True)\n", + "ascat_ts_smoothed = pd.Series(data, ascat_ts.index.values)\n", + "fig, ax = plt.subplots(1, 1, figsize=(10,5))\n", + "ascat_ts.loc['2010-01-01':'2012-01-01'].plot(label='original', ax=ax)\n", + "ascat_ts_smoothed.loc['2010-01-01':'2012-01-01'].plot(label='smoothed', ax=ax)\n", + "plt.title(f\"Soil Moisture at Lat={lat}°, Lon={lon}°\")\n", + "plt.ylabel(\"Soil moisture (degree of saturation in %)\")\n", + "plt.legend()" + ], + "id": "d8ab99b53219d00d", + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "
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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 53 + }, + { + "metadata": {}, + "cell_type": "code", "outputs": [], - "execution_count": null + "execution_count": null, + "source": "", + "id": "2f8f8719816836eb" } ], "metadata": { diff --git a/src/pytesmo/interpolate/dctpls.py b/src/pytesmo/interpolate/dctpls.py index dc101ea..ac21b08 100644 --- a/src/pytesmo/interpolate/dctpls.py +++ b/src/pytesmo/interpolate/dctpls.py @@ -717,6 +717,7 @@ def _exit_debug_mode(): mask=~isfinite, method="cauchy", simple=True) + logger.debug(f"Wtot={Wtot.shape}") # --- re-initialize for another iterative weighted process