Assessing space-based smoldering peatland in the tropics with atmospheric products from multi-sensor satellites

Sofan, Parwati and Chulafak, Galdita A. and Yulianto, Fajar and Suwarsono, Suwarsono and Tonoto, Prayoto and Prasasti, Indah and Khomarudin, M. Rokhis and Adiningsih, Erna Sri (2024) Assessing space-based smoldering peatland in the tropics with atmospheric products from multi-sensor satellites. Modeling Earth Systems and Environment, 10 (1). pp. 465-481. ISSN 2363-6203

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Abstract

The research on space-based tropical smouldering peatlands poses challenges due to their low temperature and background object environments. This study focuses on analyzing smoldering pixels detected by the Tropical Peatland Combustion Algorithm (ToPeCAl) applied to Landsat-8 imagery in Indonesian peatlands. A modification to the contextual test for selecting fire pixels is proposed. Instead of using the high confidence level typically employed for selecting flaming pixels, a low confidence level is suggested to identify smoldering pixels from their background pixels. The validation of smolder ing pixels is conducted using atmospheric products from multi-sensor satellites. The findings reveal that applying the low confidence level on the contextual test results in an accuracy of 75% for smoldering detection, similar to previous research with ground check validation. A dynamic statistical threshold value is utilized from background pixels within a moving window to validate smoldering pixels using atmospheric data, taking into consideration factors such as wind velocity, spatial resolution, and time of acquisition between sensors. Approximately 50–70% of the selected smoldering pixels show higher values of Aerosol Optical Depth from Moderate Resolution Imaging Spectroradiometer (MODIS-AOD), Carbon Monox ide from TROPOspheric Monitoring Instrument (TROPOMI-CO), and Absorbing Aerosol Index from Second-generation Global Imager (SGLI-AAI) compared to their mean background pixel values. The study reveals a significant correlation (up to 0.8) between TROPOMI-CO and ground measurement of AOD over smouldering peatlands. These insights have the potential to aid disaster management agencies in effectively controlling smoldering fires and minigating the risk associated with smoldering peatlands

Item Type: Article
Uncontrolled Keywords: Smoldering tropical peatland · Landsat-8 · SGLI · TROPOMI · MODIS · Indonesia
Subjects: Natural Resources & Earth Sciences
Depositing User: Mrs Titi Herawati
Date Deposited: 23 Dec 2025 00:24
Last Modified: 23 Dec 2025 00:24
URI: https://karya.brin.go.id/id/eprint/56979

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