Identifying the role of route choice behavior of motorcycle riders in microscopic simulation modeling under mixed traffic conditions

Siti Raudhatul Fadilah , Hiroaki Nishiuchi , An Minh Ngoc
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Abstract

Microscopic simulation models are pivotal in transportation planning for their ability to intricately capture complex traffic patterns. This study specifically explores the role of dynamic route choice behavior within micro-simulation frameworks, emphasizing its application in the context of motorcycle-dominated traffic in Ninh Kiều District, Cần Thơ, Vietnam. By integrating discrete choice models for route selection with rigorous calibration and validation in AIMSUN, the study developed a comprehensive traffic simulation model for large-scale networks. Findings reveal that motorcycles dynamically adjust routes based on current traffic conditions rather than adhering strictly to shortest path strategies. However, the availability of roadside traffic information systems accessible to motorcycles in developing countries is limited, hindering optimal route choices. To address this gap and encourage the enhancement of route choice behavior, the study evaluates the impact of real-time traffic information provision using Macroscopic Fundamental Diagrams within the micro-simulation model. The results demonstrate significant improvements in network efficiency when informed route selection behaviors are facilitated, particularly with comprehensive coverage across all road types. Higher compliance rates notably improved network capacity by up to 84%. Overall, this study contributes methodologically by increasing model precision and practical insights into managing heterogeneous traffic environments, highlighting the transformative potential of traffic information systems and advocating for broader implementation in similar motorcycle-centric regions, which currently still rarely extend beyond toll roads. Future research should extend these methodologies to diverse urban contexts for broader validation and application.
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在混合交通条件下的微观模拟模型中确定摩托车驾驶员路线选择行为的作用
微观模拟模型在交通规划中具有举足轻重的地位,因为它们能够错综复杂地捕捉复杂的交通模式。本研究特别探讨了微观模拟框架中动态路线选择行为的作用,并强调了其在越南 Cần Thơ Ninh Kiều 区摩托车为主的交通中的应用。通过将路线选择的离散选择模型与 AIMSUN 的严格校准和验证相结合,该研究为大规模网络开发了一个综合交通仿真模型。研究结果表明,摩托车会根据当前的交通状况动态调整路线,而不是严格遵守最短路径策略。然而,在发展中国家,可供摩托车使用的路边交通信息系统非常有限,阻碍了最佳路线选择。为弥补这一不足并鼓励改善路线选择行为,本研究在微观模拟模型中使用宏观基本图评估了实时交通信息提供的影响。研究结果表明,在促进知情路线选择行为的情况下,尤其是在全面覆盖所有道路类型的情况下,网络效率得到了显著提高。更高的合规率显著提高了网络容量,最高可达 84%。总之,这项研究通过提高模型的精确度和对异构交通环境管理的实际洞察力,突出了交通信息系统的变革潜力,并倡导在类似的以摩托车为中心的地区更广泛地实施交通信息系统,而目前这种系统还很少延伸到收费公路以外的地区。未来的研究应将这些方法推广到不同的城市环境中,以进行更广泛的验证和应用。
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来源期刊
Transportation Research Interdisciplinary Perspectives
Transportation Research Interdisciplinary Perspectives Engineering-Automotive Engineering
CiteScore
12.90
自引率
0.00%
发文量
185
审稿时长
22 weeks
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