Author

Meng Zhang

3 papers indexed here

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Open access Sep 2026

Dynamic Fire-Evacuation Route Optimization in Complex Buildings Using Safe-Corridor-Guided RA-SSA

Dynamic fire evacuation in complex multistory buildings requires route planning across interconnected corridors, stairwells, transfer spaces, and exits while hazards, passage accessibility, and circulation capacity change over time. This study presents a risk-constrained method based on a safe-corridor-guided risk-awar...

Xin Wang, Hao He, Zhi-Jun Gao et al. · Buildings · 0 citations

Open access Sep 2026

GEMS-DQN: A Global-Enhanced Multi-Agent Scheduling Deep Q-Network for Collaborative Charging Decision Optimization in Multiple UAV Systems

To address charging-resource contention and task-allocation conflicts in multi-UAV operations supported by a single mobile charging vehicle (MCV), this paper develops GEMS-DQN (Global-Enhanced Multi-Agent Scheduling Deep Q-Network), a centralized discrete-action scheduling framework for coordinated task and charging de...

Shan Dan, Meng Zhang, Dong-Ming Liu et al. · Algorithms · 0 citations

Sep 2026

Dynamic unmanned aerial vehicle path planning for rescue missions using trajectory-predictive and attention-enhanced deep recurrent SARSA

This paper proposes a trajectory-predictive and attention-enhanced deep recurrent State-Action-Reward-State-Action (SARSA) algorithm (PA-DR-SARSA), which incorporates future motion information into on-policy reinforcement learning through a Gated Recurrent Unit–based trajectory prediction module that learns temporal mo...

Shan Dan, Meng Zhang, Dong-Ming Liu et al. · Transactions of the Institut... · 0 citations