Modeling Freight Transportation as a System-of-Systems to Determine Adoption of Emerging Vehicle Technologies

A. G. D. L. Peña, Navindran Davendralingam, A. Raz, V. Sujan, D. DeLaurentis, G. Shaver, Neera Jain
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Abstract

The U.S. freight transportation system is a complex agglomeration of interacting systems that includes line-haul and urban delivery vehicles, inter and intra-city highways, and support infrastructure. In order to project the evolution of the system and the market penetration of emerging freight vehicle technologies, it is important to model the aforementioned interconnections, public adoption preferences, and operational and policy constraints that impact it. In this paper, we propose a system-of-systems engineering approach to define the scope of influential mechanisms and abstract an appropriate model of the U.S. freight transportation system with focus on a line-haul scenario. Implementation over a multi-city network is posed as a constrained mixed-integer linear program. The allocation and operation of three vehicle architectures—conventional diesel, diesel platooning, and battery electric—are optimized over a multi-city network to minimize the fleet-wide total cost of ownership over a twenty-year time horizon. We examine the effects of projected changes in energy cost, freight demand, and hoursof-service regulations on the annual market share evolution of these technologies.
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货运建模为系统的系统,以确定新兴车辆技术的采用
美国货运系统是一个复杂的相互作用系统的聚集,包括线路运输和城市运输车辆,城市间和城市内高速公路,以及支持基础设施。为了预测系统的演变和新兴货运车辆技术的市场渗透,重要的是对前面提到的相互联系、公众采用偏好以及影响它的操作和政策限制进行建模。在本文中,我们提出了一种系统工程方法来定义影响机制的范围,并抽象出一个适当的美国货运系统模型,重点关注线路运输场景。在多城市网络上的实现是一个有约束的混合整数线性规划。三种车辆结构的分配和运行——传统柴油、柴油车队和电池电动——在多城市网络上进行了优化,以最大限度地降低整个车队在20年内的总拥有成本。我们研究了能源成本、货运需求和服务时间法规对这些技术年度市场份额演变的预测变化的影响。
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