Fostering collaboration and coordination in urban delivery: a multi-agent microsimulation model

IF 4.6 3区 工程技术 Q1 ECONOMICS Research in Transportation Economics Pub Date : 2024-02-09 DOI:10.1016/j.retrec.2023.101402
Cristian Giovanny Gómez-Marín , Antonio Comi , Conrado Augusto Serna-Urán , Julián Andrés Zapata-Cortés
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Abstract

Given the dynamic nature of Urban Freight Transport (UFT) processes, the involved transport and logistics operators face with internal and external issues that should tackle to improve last-mile levels of service and decrease total costs while performing delivery operations. Customers (i.e., freight receivers) perceive the level of service through the acceptance of their requests, while total operational costs are mainly determined by the total travel costs (i.e., distance and/or time) required to accomplish the customers' request. In addition, the vehicle-kilometres travelled are related to the externalities produced. Given that the actors involved in the process operate in a stochastic environment (with changes that can occur both in terms of demand – receivers' requests, and in supply – travel times), collaboration and coordination among the operators could play a key role in meeting the customers' requests as well as in reducing both internal and external delivery costs. Therefore, the paper proposes an UFT modelling framework that integrates collaboration and coordination processes among the different involved actors, and allows the benefits to be assessed. The model has a multi-agent architecture based on microsimulation. In particular, the multi-agent architecture allows us to point out the different actors’ responses to various internal (e.g., delivery requests) and external (e.g., delivery times) changes occurring in the daily delivery operations. It consists of three layers. The first one simulates the interactions among actors operating collaboratively. The second layer microsimulates the collaborative processes of information management. Finally, a third layer integrates the two previous layers, facilitating a decision-making process in such a dynamic context. The whole modelling framework is tested in a real case study in which it is possible to validate pros and cons of working in a collaborative and coordinative environment. The results show significant benefits from actors/operators involved in the process and subsequently can address the policy/measure implementation towards a more sustainable and liveable city.

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促进城市交付的合作与协调:多代理微观模拟模型
鉴于城市货物运输(UFT)流程的动态性质,相关运输和物流运营商面临着内部和外部问题,需要解决这些问题,以提高最后一英里服务水平,并在执行交付操作时降低总成本。客户(即货物接收方)通过对其请求的接受程度来感知服务水平,而总运营成本则主要取决于完成客户请求所需的总旅行成本(即距离和/或时间)。此外,车辆行驶公里数与产生的外部效应有关。鉴于流程中的参与者是在随机环境中运作的(需求--接收者的要求和供应--旅行时间都可能发生变化),运营商之间的协作和协调在满足客户要求以及降低内部和外部交付成本方面可以发挥关键作用。因此,本文提出了一个 UFT 建模框架,该框架整合了不同参与方之间的协作和协调过程,并允许对其效益进行评估。该模型采用基于微观模拟的多代理架构。特别是,多代理架构使我们能够指出不同参与者对日常配送业务中发生的各种内部(如配送请求)和外部(如配送时间)变化的反应。它由三层组成。第一层模拟协同运作的参与者之间的互动。第二层微观模拟信息管理的协作过程。最后,第三层整合了前两层,促进在这种动态环境下的决策过程。整个建模框架在一个实际案例研究中进行了测试,验证了在协作和协调环境中工作的利弊。研究结果表明,参与该过程的参与者/操作者可从中获益良多,并可在随后的政策/措施实施过程中,为建设更可持续、更宜居的城市而努力。
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来源期刊
CiteScore
8.40
自引率
2.60%
发文量
59
审稿时长
60 days
期刊介绍: Research in Transportation Economics is a journal devoted to the dissemination of high quality economics research in the field of transportation. The content covers a wide variety of topics relating to the economics aspects of transportation, government regulatory policies regarding transportation, and issues of concern to transportation industry planners. The unifying theme throughout the papers is the application of economic theory and/or applied economic methodologies to transportation questions.
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