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Towards accelerated agent-based crowd simulation for Hajj and Umrah

机译:朝觐和乌拉的加速基于代理的人群模拟

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摘要

There are many scientific applications ranging from weather prediction to oil and gas exploration that requires high-performance computing. It aids industries and researchers to enrich further their advancements. With the advent of general purpose computing over GPUs, most of the applications above are shifting towards High-Performance Computing (HPC). Agent-based crowd simulation is one of the candidates that requires high-performance computing. This type of application is used to predict crowd movement in highly congested areas. One of the most crucial scenarios in which this application can be used is to mimic the movement of the multi-cultural crowd performing Hajj and Umrah in Masjid Al-Haram, Makkah. Adequate performance for an agent-based crowd system is a common problem in computer science. While the existing event planning software, specifically for Hajj and Umrah, are unable to provide the required performance. The main reason is the increasing amount of autonomous pilgrims every year. In this paper, we propose a high performance agent-based crowd simulation that represents pilgrim movement during these rituals. The performance is achieved by parallelizing an open source steering library called OpenSteer using CUDA over GPU. By using our technique, event organizers will be able to simulate large crowds and will also be able to predict whether the developed event plan is viable or not. We have also discussed the architecture and implementation of this parallel Hajj simulation.
机译:有许多科学应用范围从天气预报到石油和天然气勘探,需要高性能计算。它有助于行业和研究人员丰富进一步的进步。随着通过GPU的通用计算出来的,上面的大多数应用程序正在转向高性能计算(HPC)。基于代理的人群模拟是需要高性能计算的候选者之一。这种类型的应用程序用于预测高度拥挤区域的人群运动。可以使用本申请的最重要的情景之一是模仿多种文化人群在Makkah Masjid al-Haram的Hajj和Umrah的运动。基于代理的人群系统的充分性能是计算机科学的常见问题。虽然现有的活动计划软件专门用于HAJJ和UMRAH,但无法提供所需的性能。主要原因是每年越来越多的自主朝圣者。在本文中,我们提出了一种高性能代理的人群模拟,代表了这些仪式期间的朝圣者运动。通过并行化一个名为OpenSteer的开源转向库,使用CUDA通过GPU来实现性能。通过使用我们的技术,活动组织者将能够模拟大批,也能够预测开发的事件计划是否可行。我们还讨论了这个并行HAJJ模拟的架构和实现。

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