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Dual-Mode Vehicle Routing in Mixed Autonomous and Non-Autonomous Zone Networks

机译:混合自治和非自治区域网络中的双模式车辆路由

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Autonomous vehicles (AVs) are expected to widely re-define mobility in the future, transforming many solutions into autonomous services. Nonetheless, this development requires an expected transition phase of several decades in which some regions will provide sufficient infrastructure for AV movements, while others will not support AVs yet. In this work, we propose an operational planning model for mobility services operating in regions with AV-ready and not AV-ready zones. To this end, we model detailed automated driving areas and consider a heterogeneous fleet comprised of three vehicle types: autonomous, conventional, and dual-mode. While autonomous and conventional vehicles can only operate in their designated areas, dual-mode vehicles service zone-crossing demands in which both human and autonomous driving are required. For such a hybrid network, we introduce a new mathematical planning model based on a site-dependent variant of the heterogeneous dial-a-ride problem (HDARP). With a numerical study for the city of Delft, The Netherlands, we provide insights into how operational costs, service levels, and fleet utilization develop under 405 scenarios of multiple infrastructural settings and technology costs.
机译:未来,自动驾驶汽车(AVs)有望广泛地重新定义移动性,从而将许多解决方案转变为自动驾驶服务。但是,这种发展需要数十年的过渡期,其中一些地区将为AV运动提供足够的基础设施,而其他地区尚不支持AV。在这项工作中,我们为在具有AV就绪区域而不是AV就绪区域的区域中运行的移动服务提出了运营计划模型。为此,我们对详细的自动驾驶区域进行建模,并考虑由三种类型的车辆组成的异构车队:自动,常规和双模。尽管自动驾驶和常规车辆只能在其指定区域内运行,但双模汽车服务于既需要人工驾驶又需要自动驾驶的跨区需求。对于这种混合网络,我们引入了一种新的数学规划模型,该模型基于异构骑行问题(HDARP)的站点相关变体。通过对荷兰代尔夫特市的数值研究,我们可以洞悉在405种基础设施和技术成本多重场景下的运营成本,服务水平和机队利用率如何发展。

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