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Comparative analysis of alternative simultaneous transportation network equilibrium models.

机译:替代同时运输网络平衡模型的比较分析。

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Existing transport planning methodologies which have been applied to hundreds of transport studies throughout the world for the past 40 years involve a sequential process for predicting short-run transport equilibria, often with four stages: trip generation, trip distribution, modal split and traffic assignment. Unfortunately, the sequential approach has an inherent weakness; its predictions need not be internally consistent. This deficiency has motivated attempts to predict all four stages simultaneously. Research intended to develop integrated models and related computational procedures for predicting short-run transport equilibria has proceeded in three directions. One line of investigation, the Equivalent Optimization approach, has significant computational advantages; the others, the Variational Inequality and Stochastic Equilibrium approaches, permit richer modeling of user behavior. A critical review of previous studies in transportation network equilibrium models illustrates the trade-offs between behavioral and computational aspects of the transport equilibrium problem.;In this dissertation, we address these trade-offs by performing a formal comparison between the variational inequality, equivalent optimization, and traditional sequential approaches to the problem.;To have a consistent comparison between the equivalent optimization approach and the variational inequality approach, a Generalized Simultaneous Transportation Equilibrium Model (GSTEM) has been developed. This model explicitly combines trip generation, trip distribution, modal split and traffic assignment for a general class of behaviorally sound demand models, and general asymmetric cost functions. The GSTEM is a generalization of the Simultaneous Transportation Equilibrium Model (STEM) which was developed by Safwat and Magnanti (1988) and which can be cast as an Equivalent Convex Program (ECP). The GSTEM can not be cast as an ECP, but as a Variational Inequality (VI). A relaxation algorithm has been developed to solve this VI.;Implementation programs for comparative analysis of computational and behavioral issues have been developed for the Tyler, Texas urban transportation network.;The main findings of this dissertation are: (1) The simultaneous approach to travel demand forecasting can consistently produce better traffic flow predictions compared with the existing conventional sequential approach currently used in practice, at essentially no additional computational cost. In the case of Tyler, Texas the relative improvements were between 9-43% with an average of 25%. (2) The equivalent optimization approach, in addition to offering significant computational advantages compared with the variational inequality approach, is behaviorally not as restrictive as was previously thought. That is, the additional efforts to include link interaction may not be strongly justified in practice, and hence the equivalent optimization approach (e.g., STEM) represent a reasonable practical compromise between computational and behavioral considerations of the problem.;Based on these findings, further use and application of the simultaneous approach (particularly the equivalent optimization models) to other urban transport studies throughout the world is strongly recommended.
机译:在过去的40年中,已应用于世界各地数百项交通运输研究的现有交通运输规划方法涉及到预测短期交通运输平衡的顺序过程,通常包括四个阶段:出行产生,出行分布,方式划分和交通分配。不幸的是,顺序方法有一个固有的弱点。其预测不必在内部保持一致。这种缺陷促使人们尝试同时预测所有四个阶段。旨在开发集成模型和相关计算程序以预测短期运输平衡的研究已朝三个方向进行。研究的一条线,即等效优化方法,具有显着的计算优势。其他方法是使用变分不等式和随机均衡方法,可以对用户行为进行更丰富的建模。对运输网络平衡模型中先前研究的批判性评论说明了运输平衡问题的行为和计算方面之间的折衷。本文中,我们通过对变分不等式,等效优化进行形式比较来解决这些折衷问题。为了使等效优化方法和变分不等式方法之间具有一致的比较,已开发了广义同时运输平衡模型(GSTEM)。该模型明确地将行程生成,行程分布,模式拆分和交通分配结合在一起,用于一类行为上合理的需求模型以及通用的非对称成本函数。 GSTEM是由Safwat和Magnanti(1988)开发的同时运输平衡模型(STEM)的概括,可以转换为等效凸规划(ECP)。 GSTEM不能转换为ECP,而可以转换为变分不等式(VI)。已经开发出一种松弛算法来解决该问题。;为德克萨斯州的泰勒城市交通网络开发了用于对计算和行为问题进行比较分析的实施程序。本论文的主要发现是:(1)同步方法与目前实际使用的现有常规顺序方法相比,旅行需求预测可以始终如一地产生更好的交通流量预测,而基本上没有额外的计算成本。以德克萨斯州的泰勒为例,相对改进在9-43%之间,平均为25%。 (2)与变分不等式方法相比,等效优化方法除了提供显着的计算优势外,在行为上也没有以前想象的那么严格。也就是说,在实践中可能没有充分理由证明包含链接交互的额外工作,因此,等效的优化方法(例如STEM)代表了问题的计算和行为考虑之间的合理实践折衷。强烈建议将同步方法(尤其是等效的优化模型)用于世界各地的其他城市交通研究。

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