Investigating FWI Moisture Codes in Relation to Satellite-Derived Soil Moisture Data across Varied Resolutions

Author:

Atalay Hatice1ORCID,Sunar Ayse Filiz1ORCID,Dervisoglu Adalet1

Affiliation:

1. Geomatics Engineering, Civil Engineering Faculty, Istanbul Technical University, 34469 Istanbul, Türkiye

Abstract

In the Mediterranean region, particularly in Antalya, southern Türkiye, rising forest fire risks due to climate change threaten ecosystems, property, and lives. Reduced soil moisture during the growing season is a key factor increasing fire risk by stressing plants and lowering fuel moisture content. This study assessed soil moisture and fuel moisture content (FMC) in ten fires (2019–2021) affecting over 50 hectares. The Fire Weather Index (FWI) and its components (FFMC, DMC, DC) were calculated using data from the General Directorate of Meteorology, EFFIS (8 km), and ERA5 (≈28 km) satellite sources. Relationships between FMCs, satellite-based soil moisture datasets (SMAP, SMOS), and land surface temperature (LST) data (MODIS, Landsat 8) were analyzed. Strong correlations were found between FWI codes and satellite soil moisture, particularly with SMAP. Positive correlations were observed between LST and FWIs, while negative correlations were evident with soil moisture. Statistical models integrating in situ soil moisture and EFFIS FWI (R: −0.86, −0.84, −0.83 for FFMC, DMC, DC) predicted soil moisture levels during extended fire events effectively, with model accuracy assessed through RMSE (0.60–3.64%). The SMAP surface (0–5 cm) dataset yielded a lower RMSE of 0.60–2.08%, aligning with its higher correlation. This study underlines the critical role of soil moisture in comprehensive fire risk assessments and highlights the necessity of incorporating modeled soil moisture data in fire management strategies, particularly in regions lacking comprehensive in situ monitoring.

Publisher

MDPI AG

Reference115 articles.

1. De Rigo, D., Libertà, G., Durrant, T.H., Vivancos, T.A., and San-Miguel-Ayanz, J. (2017). Forest Fire Danger Extremes in Europe under Climate Change: Variability and Uncertainty. [Ph.D. Thesis, Publications Office of the European Union].

2. Assessing the Role of Drought Events on Wildfires in the Iberian Peninsula;Russo;Agric. For. Meteorol.,2017

3. Forest Fires in Southern Turkey July-August 2021;Acar;Rev. Climatol.,2023

4. Evaluation of Fire Severity in Fire Prone-Ecosystems of Spain under Two Different Environmental Conditions;Quintano;J. Environ. Manag.,2020

5. Niccoli, F., Altieri, S., Kabala, J.P., and Battipaglia, G. (2023). Fire Affects Tree Growth, Water Use Efficiency and Carbon Sequestration Ecosystem Service of Pinus Nigra Arnold: A Combined Satellite and Ground-Based Study in Central Italy. Forests, 14.

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