Jinyuan Jia
Biographic Data
| ID | 10054684 |
|---|---|
| NAME | Jinyuan Jia |
| GIVEN NAMES | Jinyuan |
| FAMILY NAME | Jia |
| SIGNATURE | JIA J |
| AFFILIATIONS | The Hong Kong University of Science and Technology (Guangzhou) |
| ORCID | 0000-0002-7772-4766 |
| VERIFIED | Yes |
| TOTAL WORKS | 1 |
| TOTAL CITATIONS | 0 |
| AUTHOR COUNT | 1 |
| EDITOR COUNT | 0 |
| FIRST PUBLICATION YEAR | 2025 |
| LATEST PUBLICATION YEAR | 2025 |
| H-INDEX | 0 |
Adversarial Reinforcement Learning for Enhanced Decision-Making of Evacuation Guidance Robots in Intelligent Fire Scenarios
In the context of rapid urbanization, traditional manual guidance and static evacuation signs are increasingly inadequate for addressing complex and dynamic emergencies. This study proposes an innovative emergency evacuation framework that optimizes the crowd evacuation by integrating multiagent reinforcement learning (MARL) with adversarial reinforcement learning (ARL). The developed simulation environment models realistic human behavior in comp…
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Adversarial Reinforcement Learning for Enhanced Decision-Making of Evacuation Guidance Robots in Intelligent Fire Scenarios
In the context of rapid urbanization, traditional manual guidance and static evacuation signs are increasingly inadequate for addressing complex and dynamic emergencies. This study proposes an innovative emergency evacuation framework that optimizes the crowd evacuation by integrating multiagent reinforcement learning (MARL) with adversarial reinforcement learning (ARL). The developed simulation environment models realistic human behavior in comp…
Adversarial system (1 works) · Artificial Intelligence (1 works) · Computer Science (1 works) · Computer security (1 works) · Engineering (1 works) · Evacuation and Crowd Dynamics (1 works) · Reinforcement learning (1 works) · Robot (1 works)