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A Conceptual Design of an Agent-based Interaction Model for the Carpooling Application

机译:拼车应用中基于Agent的交互模型的概念设计

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Carpooling is an emerging alternative transportation mode that is eco-friendly and sustainable as it enables commuters to save time, travel resource, reduce emission and traffic congestion. The procedure of carpooling consists of a number of steps namely (i) create a motive to carpool, (ii) communicate this motive with other interested agents, (iii) negotiate a plan with the interested agents, (iv) execute the agreed plans and (v) provide a feedback to all concerned agents. The state-of-the-art research work on agent-based modeling is limited to a number of technical and empirical studies that are unable to handle the complex agent behavior in terms of coordination, communication and negotiations. In this paper we present a conceptual design of an agent-based model (ABM) for the carpooling application that serves as a proof of concept. Our agent-based model for the carpooling application is a computational model that is used for simulating the interactions of autonomous agents and to analyze the effects of change in factors related to the infrastructure, behavior and cost. In our agent-based carpooling application we useagent profilesandsocial networksto initiate our agent communication model and then employ a route matching algorithm and a utility function to trigger the negotiation process between agents. We plan to, as a part of the future work, develop a prototype of our agent-based carpooling application on the basis of the work presented in this paper. Furthermore, we also intend to carry out a validation study of our results with real data.
机译:拼车是一种新兴的替代交通方式,既环保又可持续,因为它使通勤者可以节省时间,旅行资源,减少排放和交通拥堵。拼车的程序包括多个步骤,即(i)创建拼车动机,(ii)与其他感兴趣的代理商沟通该动机,(iii)与感兴趣的代理商协商计划,(iv)执行商定的计划,以及(v)向所有相关代理商提供反馈。基于代理的建模的最新研究工作仅限于许多无法通过协调,沟通和谈判来处理复杂的代理行为的技术和经验研究。在本文中,我们为拼车应用提供了基于代理的模型(ABM)的概念设计,可作为概念证明。我们针对拼​​车应用程序的基于代理的模型是一个计算模型,用于模拟自主代理的交互并分析与基础结构,行为和成本相关的因素变化的影响。在基于代理的拼车应用中,我们使用代理配置文件和社交网络来启动我们的代理通信模型,然后采用路由匹配算法和实用程序功能来触发代理之间的协商过程。在未来的工作中,我们计划在本文介绍的工作的基础上,开发基于代理的拼车应用程序的原型。此外,我们还打算用真实数据对我们的结果进行验证研究。

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