论文标题
社会力量模型参数测试和优化使用高压力现实生活的情况
Social Force Model parameter testing and optimization using a high stress real-life situation
论文作者
论文摘要
社会力量模型(SFM)的逃生恐慌版本是描述紧急撤离的合适模型。在这项研究中,我们分析了一个现实生活中的视频,该视频在黑色星期五活动期间在商店开业中录制,该视频类似于紧急撤离(2017年11月,南非)。我们测量进入商店的行人流量的流程,发现比通常在``实验室''条件中报告的更高的值($ \ langle j \ rangle = 6.7 \ pm 0.8 \,$ p/s)。我们进行了数值模拟以重新创建此事件。将经验测量与模拟的疏散曲线进行了比较,该曲线对应于目前在文献中使用的不同参数集。获得的结果表明,与实验室实验的校准相对应的一组参数(涉及参与者的安全是主要问题的行人)或物理接触可忽略不计的情况,产生模拟的模拟,其中代理撤离速度比经验场景更快。总结一下论文,我们优化了模型的两个参数:摩擦系数$ k_t $和身体力系数$ k_n $。我们发现的最佳拟合度可以复制经验疏散曲线的定性和定量行为。我们还发现,参数空间中的许多不同组合可以就拟合优度产生相似的结果。
The escape panic version of the Social Force Model (SFM) is a suitable model for describing emergency evacuations. In this research, we analyze a real-life video, recorded at the opening of a store during a Black Friday event, which resembles an emergency evacuation (November 2017, South Africa). We measure the flow of pedestrians entering the store and found a higher value ($\langle J \rangle =6.7 \pm 0.8\,$p/s) than the usually reported in ``laboratory'' conditions. We performed numerical simulations to recreate this event. The empirical measurements were compared against simulated evacuation curves corresponding to different sets of parameters currently in use in the literature. The results obtained suggest that the set of parameters corresponding to calibrations from laboratory experiments (involving pedestrians in which the safety of the participants is of major concern) or situations where the physical contact is negligible, produce simulations in which the agents evacuate faster than in the empirical scenario. To conclude the paper, we optimize two parameters of the model: the friction coefficient $k_t$ and the body force coefficient $k_n$. The best fit we found could replicate the qualitative and quantitative behavior of the empirical evacuation curve. We also found that many different combinations in the parameter space can produce similar results in terms of the goodness of fit.