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Harnessing TabTransformer Model and Particle Swarm Optimization Algorithm for Remote Sensing-Based Heatwave Susceptibility Mapping in Central Asia

This study pioneers a fully remote sensing-based framework for mapping heatwave susceptibility, integrating the TabTransformer deep learning model with Particle Swarm Optimization (PSO) for robust hyperparameter tuning. The central question addressed is whether a fully remote sensing-driven, PSO-opt...

Ausführliche Beschreibung

Gespeichert in:
Hauptverfasser: Antao Wang, Linan Sun, Huicong Jia
Format: Artigo
Sprache:Inglês
Veröffentlicht: MDPI AG 2025-10-01
Schriftenreihe:Atmosphere
Schlagworte:
natural hazards
deep learning
metaheuristic techniques
evolutionary optimization
attention algorithm
risk management
Online-Zugang:https://www.mdpi.com/2073-4433/16/10/1166
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