Our work investigates the potential of high-resolution hyperspectral satellite data for detecting atmospheric methane concentrations. We employ the matched filter with Albedo correction and reweiGhted L1 sparsity Code (MAG1C) algorithm, which integrates a sparsity prior, a matched filter, and albedo correction techniques. For the analysis, we utilize hyperspectral data from the PRISMA mission, leveraging its high spatial resolution to potentially enable more accurate localization of point emission sources. Comparing the methane column estimation resulting from our work with corresponding products provided by both the Sentinel-5P and GHGsat missions, a good agreement was found. In particular, a bias of 5 ppb with respect to the methane abundance estimated from GHGsat was reached.

Settembre, D., De Santis, D., Schiavon, G., Del Frate, F. (2025). Methane Column Estimation Using PRISMA Hyperspectral Data and Comparison With Other Earth Observation Products. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 22, 1-5 [10.1109/LGRS.2025.3539870].

Methane Column Estimation Using PRISMA Hyperspectral Data and Comparison With Other Earth Observation Products

Settembre, D;De Santis, D;Schiavon, G;Del Frate, F
2025-01-01

Abstract

Our work investigates the potential of high-resolution hyperspectral satellite data for detecting atmospheric methane concentrations. We employ the matched filter with Albedo correction and reweiGhted L1 sparsity Code (MAG1C) algorithm, which integrates a sparsity prior, a matched filter, and albedo correction techniques. For the analysis, we utilize hyperspectral data from the PRISMA mission, leveraging its high spatial resolution to potentially enable more accurate localization of point emission sources. Comparing the methane column estimation resulting from our work with corresponding products provided by both the Sentinel-5P and GHGsat missions, a good agreement was found. In particular, a bias of 5 ppb with respect to the methane abundance estimated from GHGsat was reached.
2025
Pubblicato
Rilevanza internazionale
Articolo
Esperti anonimi
Settore ING-INF/02
Settore IINF-02/A - Campi elettromagnetici
English
GHGSat; hyperspectral data; methane emissions; PRISMA; TROPOspheric Monitoring Instrument (TROPOMI)
https://ieeexplore.ieee.org/document/10884721
Settembre, D., De Santis, D., Schiavon, G., Del Frate, F. (2025). Methane Column Estimation Using PRISMA Hyperspectral Data and Comparison With Other Earth Observation Products. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 22, 1-5 [10.1109/LGRS.2025.3539870].
Settembre, D; De Santis, D; Schiavon, G; Del Frate, F
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2108/458503
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