CALIBRATION OF MICROSCOPIC TRAFFIC SIMULATION OF URBAN ROAD NETWORK INCLUDING MINI-ROUNDABOUTS AND UNSIGNALIZED INTERSECTION USING OPEN-SOURCE SIMULATION TOOL

Mehmet Nedim Yavuz, Halit Özen
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Abstract

Microscopic traffic simulation models offer an effective way to analyze and assess different transportation systems thanks to their efficiency and reliability. As traffic management issues become more prevalent, notably in urban areas, simulation tools enable a significant opportunity to replicate real-world conditions before implementation. Therefore, the calibration of traffic simulation models plays a substantial role in obtaining accurate and confidential results. Nowadays, urban regions are facing the challenge of restricted space for developing traffic solutions. As a consequence of environmental restrictions, the use of mini-roundabouts rather than larger roundabouts is increasing. Based on the given literature review, it is seen that not much attention was given to the complex modeling and calibration of microsimulation models of mini-roundabouts and unsignalized intersections. The objective of this study is to offer the calibration of microscopic traffic simulation of urban road network, including closely located mini-roundabouts and unsignalized intersection. To this end, an open-source tool called SUMO (Simulation of Urban Mobility) was utilized as a simulation environment in this study. The necessary data for developing a microsimulation model in SUMO was gathered using a videography technique. The traffic count data and speed were considered performance measures between field observations and simulation outputs. The routeSampler tool of SUMO, which has recently emerged in the literature, was used to match traffic count data and the corresponding time interval for traffic volume data calibration. The calibration of car-following model parameters using a trial-and-error approach was employed based on mean absolute percent error (MAPE) between simulated speeds and field-measured speeds. According to the findings of the study, the simulation model fulfilled the calibration aims of the FHWA guideline and is suitable for further research.
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使用开源模拟工具校准包括小型环岛和无信号交叉口在内的城市路网的微观交通模拟
微观交通仿真模型以其高效性和可靠性,为分析和评估不同的交通系统提供了有效途径。随着交通管理问题越来越普遍,特别是在城市地区,仿真工具提供了一个在实施前复制真实世界条件的重要机会。因此,交通仿真模型的校准对于获得准确、保密的结果起着重要作用。如今,城市地区正面临着交通解决方案开发空间受限的挑战。由于环境限制,人们越来越多地使用小型环岛而不是大型环岛。根据所提供的文献综述,我们可以看出,人们对小型环岛和无信号交叉口微观模拟模型的复杂建模和校准关注不多。本研究的目的是对城市路网的微观交通模拟进行校准,包括位置较近的小型环岛和无信号交叉口。为此,本研究使用了名为 SUMO(城市交通仿真)的开源工具作为仿真环境。在 SUMO 中开发微观模拟模型所需的数据是通过摄像技术收集的。交通流量数据和车速被视为实地观测和模拟输出之间的性能指标。最近在文献中出现的 SUMO 的路线取样器工具用于匹配交通流量数据和相应的时间间隔,以进行交通流量数据校准。根据模拟速度与实地测量速度之间的平均绝对百分比误差 (MAPE),采用试错法校准汽车跟随模型参数。根据研究结果,模拟模型达到了 FHWA 指南的校准目的,适合进一步研究。
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