Enhanced microsimulation framework for right-turning vehicle-pedestrian interactions at signalized intersection

IF 3.5 2区 计算机科学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Xu Chen, Siyu Li, Wenzhang Yang, Yujia Chen, Hao Wang
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引用次数: 0

Abstract

The unclear understanding of right-turning vehicle behavior at signalized intersections complicates the interaction with pedestrians. Current micro-dynamic modeling research falls short of effectively simulating this complexity. Specifically, the existing models fail to adequately capture the three states that right-turning vehicles may undergo: car-following, free right-turn, and avoidance of conflicting pedestrians. Moreover, pedestrian behavior is typically influenced by encountering conflicting vehicles and surrounding pedestrians, as well as traffic signals. To simulate these behaviors, the right-turning and yielding intelligent driver model (RTYIDM), the modified social force model (MSFM) considering green light pressure, and the yielding decision model between pedestrians and vehicles have been established. Model calibration is performed using detailed behavioral data collected and extracted from field observations. Furthermore, a microsimulation platform with 3D visualization and playback features has been developed to facilitate testing and demonstration. Model validation is performed by comparing it with actual trajectories in three representative scenarios of pedestrian crossing with conflict between pedestrians and vehicles. Meanwhile, the calibrated model's ability to predict pedestrian-interaction events and estimate vehicle yielding rates is also assessed. The well-established simulation performance of the proposed model makes it a useful tool for evaluating existing traffic operations.

信号灯路口右转车辆与行人相互作用的增强型微观模拟框架
由于对信号灯控制交叉路口右转车辆的行为认识不清,与行人的互动变得更加复杂。目前的微观动态建模研究无法有效模拟这种复杂性。具体来说,现有模型未能充分捕捉右转车辆可能经历的三种状态:跟车、自由右转和避让冲突行人。此外,行人行为通常会受到遇到冲突车辆和周围行人以及交通信号的影响。为了模拟这些行为,我们建立了右转和让行智能驾驶员模型(RTYIDM)、考虑绿灯压力的修正社会力模型(MSFM)以及行人和车辆之间的让行决策模型。模型校准采用了从实地观测中收集和提取的详细行为数据。此外,还开发了一个具有三维可视化和回放功能的微观模拟平台,以方便测试和演示。模型验证是通过在三种具有代表性的行人与车辆冲突的行人过街场景中将模型与实际轨迹进行比较来完成的。同时,还评估了校准模型预测行人交互事件和估算车辆让行率的能力。该模型的模拟性能良好,是评估现有交通运行情况的有用工具。
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来源期刊
Simulation Modelling Practice and Theory
Simulation Modelling Practice and Theory 工程技术-计算机:跨学科应用
CiteScore
9.80
自引率
4.80%
发文量
142
审稿时长
21 days
期刊介绍: The journal Simulation Modelling Practice and Theory provides a forum for original, high-quality papers dealing with any aspect of systems simulation and modelling. The journal aims at being a reference and a powerful tool to all those professionally active and/or interested in the methods and applications of simulation. Submitted papers will be peer reviewed and must significantly contribute to modelling and simulation in general or use modelling and simulation in application areas. Paper submission is solicited on: • theoretical aspects of modelling and simulation including formal modelling, model-checking, random number generators, sensitivity analysis, variance reduction techniques, experimental design, meta-modelling, methods and algorithms for validation and verification, selection and comparison procedures etc.; • methodology and application of modelling and simulation in any area, including computer systems, networks, real-time and embedded systems, mobile and intelligent agents, manufacturing and transportation systems, management, engineering, biomedical engineering, economics, ecology and environment, education, transaction handling, etc.; • simulation languages and environments including those, specific to distributed computing, grid computing, high performance computers or computer networks, etc.; • distributed and real-time simulation, simulation interoperability; • tools for high performance computing simulation, including dedicated architectures and parallel computing.
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