A Survey on Applications of Reinforcement Learning in Spatial Resource Allocation

no code implementations • 6 Mar 2024 • Di Zhang, Moyang Wang, Joseph Mango, Xiang Li, Xianrui Xu

Given these advancements, there has been a surge in novel methods employing reinforcement learning to tackle spatial resource allocation problems.

Decision Making reinforcement-learning

Simulating multi-exit evacuation using deep reinforcement learning

no code implementations • 11 Jul 2020 • Dong Xu, Xiao Huang, Joseph Mango, Xiang Li, Zhenlong Li

We propose a multi-exit evacuation simulation based on Deep Reinforcement Learning (DRL), referred to as the MultiExit-DRL, which involves in a Deep Neural Network (DNN) framework to facilitate state-to-action mapping.

reinforcement-learning Reinforcement Learning (RL)