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

机译:DTA2012研讨会:将分解路由选择估计与动态流量分配模型的聚合校准相结合

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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:动态流量分配(DTA)模型是运输规划和实时流量管理的重要决策支持工具。在大规模网络中应用DTA的最大障碍之一是模型参数的校准,这对于交通状况的逼真复制至关重要。本文提出了一种基于骨料测量和分解路径选择观察的同时需求供应DTA校准的方法,以提高校准精度。校准问题被制定为双级约束优化问题,提出了一种迭代解算法。使用Dynamit-P的高度拥挤的城市地区在北京高度拥挤的城市地区进行了一个案例研究,并将校准方法改善了与基于聚合测量的校准相比监控数据的拟合。

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