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DTA2012 Symposium: Combining Disaggregate Route Choice Estimation with Aggregate Calibration of a Dynamic Traffic Assignment Model

机译:DTA2012座谈会:将分类路线选择估计与动态交通分配模型的总体标定相结合

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摘要

Dynamic Traffic Assignment (DTA) models are important decision support tools for transportation planning and real-time traffic management. One of the biggest obstacles of applying DTA in large-scale networks is the calibration of model parameters, which is essential for the realistic replication of the traffic condition. This paper proposes a methodology for the simultaneous demand-supply DTA calibration based on both aggregate measurements and disaggregate route choice observations to improve the calibration accuracy. The calibration problem is formulated as a bi-level constrained optimization problem and an iterative solution algorithm is proposed. A case study in a highly congested urban area of Beijing using DynaMIT-P is conducted and the combined calibration method improves the fits to surveillance data compared to the calibration based on aggregate measurements only.
机译:动态交通分配(DTA)模型是交通规划和实时交通管理的重要决策支持工具。在大型网络中应用DTA的最大障碍之一是模型参数的校准,这对于实际复制交通状况至关重要。本文提出了一种基于总测量值和分解路径选择观测值的同时供需DTA校准的方法,以提高校准精度。将标定问题表述为双层约束优化问题,并提出了迭代求解算法。进行了一个使用DynaMIT-P在北京人口稠密的城市地区进行的案例研究,与仅基于汇总测量的校准相比,组合校准方法提高了对监视数据的拟合度。

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