基于权重优化的城市路网运行状态评价动态框架

Kun Xu, M. Ling, Xiaobin Zhong, J. Guo
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引用次数: 0

摘要

针对路网交通运行状态动态评价的需求,提出了一种基于启发式权重优化的城市路网运行状态动态评价框架。在该框架中,首先选取交叉口和路段的饱和度、延迟、队列长度和均衡性指标,路段的通行时间、停靠次数和通行时间离散度指标。其次,在7项指标的基础上,采用简单加权平均法对交叉口-路段-路网结构下的路网状态进行评价。第三,提出了优化模型,并利用粒子群优化算法求解优化时间区间内专家评价的最优权值。最后,利用优化后的权重对应用时间区间内的路网状态进行评价。采用VISSIM仿真对连云港市的两个路网进行了验证。结果表明,该框架能够对权重进行动态微调,从而实现路网运行状态的动态评估。建议今后的研究纳入更多的指标,并在实际应用中应用该框架。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Dynamic framework for weight optimization based urban road network operational state evaluation
Targeting the needs for dynamic evaluation of the road network traffic operational state, a dynamic framework for urban road network operational state evaluation is proposed based on heuristics weight optimization. In this framework, first, seven indexes are selected for intersections and sections, including saturation, delay, queue length, and equilibrium for intersections, and travel time, number of stops, and travel time dispersion for sections. Second, based on the seven indexes, a simple weighted average method is applied to evaluate the road network state following the intersection-section-network structure. Third, and most importantly, an optimization model is proposed and solved using particle swarm optimization algorithm to find dynamically the optimal weights with respect to expert evaluation during the optimization time interval. Finally, the optimized weights are then applied to evaluate the road network state for application time interval. The proposed framework is validated using VISSIM simulation for two road networks selected from Lianyungang City. Results show that the proposed framework can dynamically fine-tune the weights so that the road network operational state can be evaluated dynamically. Future studies are recommended to incorporate more indexes and apply the framework in real world applications.
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