Commuter Travel Behavior Modeling in Metropolitan Areas Based on Cumulative Prospect Theory: A Case Study of Xi’an, China

IF 1.7 4区 工程技术 Q2 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Complexity Pub Date : 2024-01-30 DOI:10.1155/2024/8867264
Dai Xin, Tianshan Ma
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Abstract

A metropolitan area is a new form of urban development under the agglomeration effect and scale economy. The renewal and upgrading of urban spatial structures have brought new pressure to urban commuting. Under the new form of the metropolitan area, the process of regional integration has accelerated, and long-distance extreme commuting has increased. New changes have taken place in the travel structure. This paper constructs a travel behavior selection model for office workers based on the cumulative prospect theory, introduces the value of commuting travel time into the generalized travel cost function, uses the weight function and the improved generalized travel cost function as the basis of the transportation mode selection model, defines the reference point of the generalized travel cost in the model, and selects the prospect with the largest cumulative prospect value as the optimal decision for travelers. Based on the “expected utility maximization theory” and the “cumulative prospect theory,” the commuter is simulated under four different travel scenarios to study the optimal traffic mode selection behavior. The results show that under the framework of expected utility theory, the travel mode choice behavior of commuters is not affected by travel scenarios, and the cumulative prospect theory is more suitable for the study of travel mode choice behavior. The construction of a transportation mode selection model with the value of commuting travel time as the core variable can help commuters to choose a reasonable transportation mode and provide a basis for the government and relevant departments to formulate traffic management plans and implement traffic congestion mitigation policies.

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基于累积前景理论的大都市区通勤者出行行为建模:中国西安案例研究
大都市区是集聚效应和规模经济作用下的城市发展新形态。城市空间结构的更新和升级给城市通勤带来了新的压力。在大都市区的新形态下,区域一体化进程加快,长距离极端通勤增多。出行结构发生了新的变化。本文基于累积前景理论构建了上班族出行行为选择模型,将通勤出行时间值引入广义出行成本函数,以权重函数和改进后的广义出行成本函数作为交通方式选择模型的基础,定义了模型中广义出行成本的参考点,选择累积前景值最大的前景作为出行者的最优决策。基于 "期望效用最大化理论 "和 "累积前景理论",模拟通勤者在四种不同出行情景下的最优交通模式选择行为。结果表明,在期望效用理论框架下,通勤者的出行方式选择行为不受出行场景的影响,累积前景理论更适合研究出行方式选择行为。构建以通勤出行时间值为核心变量的交通方式选择模型,有助于通勤者选择合理的交通方式,为政府及相关部门制定交通管理规划、实施交通拥堵缓解政策提供依据。
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来源期刊
Complexity
Complexity 综合性期刊-数学跨学科应用
CiteScore
5.80
自引率
4.30%
发文量
595
审稿时长
>12 weeks
期刊介绍: Complexity is a cross-disciplinary journal focusing on the rapidly expanding science of complex adaptive systems. The purpose of the journal is to advance the science of complexity. Articles may deal with such methodological themes as chaos, genetic algorithms, cellular automata, neural networks, and evolutionary game theory. Papers treating applications in any area of natural science or human endeavor are welcome, and especially encouraged are papers integrating conceptual themes and applications that cross traditional disciplinary boundaries. Complexity is not meant to serve as a forum for speculation and vague analogies between words like “chaos,” “self-organization,” and “emergence” that are often used in completely different ways in science and in daily life.
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