Articles | Volume 18, issue 18
https://doi.org/10.5194/gmd-18-6541-2025
https://doi.org/10.5194/gmd-18-6541-2025
Methods for assessment of models
 | 
29 Sep 2025
Methods for assessment of models |  | 29 Sep 2025

Implementation of implicit filters for spatial spectra extraction

Kacper Nowak, Sergey Danilov, Vasco Müller, and Caili Liu

Data sets

Implementation of implicit filter for spatial spectra extraction Kacper Nowak et al. https://doi.org/10.5281/zenodo.10957614

Model code and software

Implicit filter: v1.0.0 Kacper Nowak and Sergey Danilov https://doi.org/10.5281/zenodo.10907365

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Short summary
A new method called coarse-graining scale analysis is gaining traction as an alternative to Fourier analysis. However, it requires data to be on a regular grid. To address this, we present a high-performance Python package of the coarse-graining technique using discrete Laplacians. This method can handle any mesh type and is ideal for processing output directly from unstructured-mesh models. Computation is split into preparation and solving phases, with GPU acceleration ensuring fast processing.
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