Crowd navigation for dynamic hazard avoidance in evacuation using emotional reciprocal velocity obstacles

Moch Fachri, Didit Prasetyo, Fardani Annisa Damastuti, Nugrahardi Ramadhani, Supeno Mardi Susiki Nugroho, Mochamad Hariadi
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Abstract

Crowd evacuation can be a challenging task, especially in emergency situations involving dynamically moving hazards. Effective obstacle avoidance is crucial for successful crowd evacuation, particularly in scenarios involving dynamic hazards such as natural or man-made disasters. In this paper, we propose a novel application of the emotional reciprocal velocity obstacles (ERVO) method for obstacle avoidance in dynamic hazard scenarios. ERVO is an established method that incorporates agent emotions and obstacle avoidance to produce more efficient and effective crowd navigation. Our approach improves on previous research by using ERVO to model the perceptive danger posed by dynamic hazards in real-time, which is crucial for rapid response in emergency situations. We conducted experiments to evaluate our approach and compared our results with other velocity obstacle methods. Our findings demonstrate that our approach is able to improve agent coordination, reduce congestion, and produce superior avoidance behavior. Our study shows that incorporating emotional reciprocity into obstacle avoidance can enhance crowd behavior in dynamic hazard scenarios.
利用情感倒易速度障碍物进行人群导航,在疏散中动态避开危险
人群疏散是一项具有挑战性的任务,尤其是在涉及动态移动危险的紧急情况下。有效的避障对于成功疏散人群至关重要,尤其是在涉及动态危险(如自然灾害或人为灾害)的情况下。在本文中,我们提出了一种在动态危险场景中避开障碍物的情感倒易速度障碍物(ERVO)方法的新应用。ERVO 是一种成熟的方法,它结合了代理情绪和障碍物规避,能产生更高效、更有效的人群导航。我们的方法改进了之前的研究,使用 ERVO 对动态危险造成的感知危险进行实时建模,这对紧急情况下的快速反应至关重要。我们进行了实验来评估我们的方法,并将我们的结果与其他速度障碍方法进行了比较。我们的研究结果表明,我们的方法能够改善代理协调,减少拥堵,并产生卓越的规避行为。我们的研究表明,在动态危险场景中,将情感互惠融入障碍物规避可以增强人群行为。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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