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Bülent Soykan

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#reinforcement learning Book Open access Oct 2026

AI-Enabled Decision Support for Volunteer Allocation in Disaster Management: A Three-Stage Optimization Framework

Recent advances in artificial intelligence (AI) are transforming disaster management through intelligent decision support, predictive resource allocation, and adaptive operational planning. Volunteer management — a critical yet underexplored challenge in humanitarian logistics — represents a domain where AI-driven opti...

Emrah Köksalmış, Ghaith Rabadi, Bülent Soykan et al. · 0 citations
#reinforcement learning Book Open access Oct 2026

Deep Reinforcement Learning with Graph Neural Networks for Multi-Commodity Multi-Modal Network Flow Optimization in Humanitarian Logistics

This study aims to investigate the impact of deep reinforcement learning (DRL) augmented with graph attention networks (GAT) on the efficiency and equity of humanitarian logistics operations. It addresses a critical gap in the existing literature regarding the real-time scalability of multi-commodity, multi-modal netwo...

Bülent Soykan · 0 citations

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