Impact of autonomous vehicles on discretionary activities: an agent-based model with space–time accessibility constraints

IF 3.5 2区 工程技术 Q1 ENGINEERING, CIVIL
Lewen Feng, John M. Betts, Liton Kamruzzaman, Hai L. Vu
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Abstract

The extensive development of autonomous vehicles (AVs) is set to revolutionise the way of travelling. Research suggests that the introduction of AVs may affect travel behaviour and choices, resulting in long-term changes in land use. Accessibility is an important concept that connects transportation and land use, providing a holistic performance measure for the transport-land use system. However, this concept has not been adequately capitalised in studies that attempt to understand the impact of AVs on location choice decisions. To explore this knowledge gap, we proposed an agent-based simulation framework that integrates with accessibility constraints to study how AVs influence behavioural and location choices. The framework consists of an activity-based travel demand model with accessibility constraints and a dynamic transport assignment model. The accessibility constraints are derived from individuals’ travel time budgets based on activity-travel survey data. We applied the agent-based simulation framework to Clayton, Australia, and focused on discretionary activity location choices. Various values of travel time and vehicle running costs underpinned by the use of AVs were examined. While most studies have concluded that AVs can significantly increase trip lengths for daily activities, our results demonstrate that even when AVs are used, the movement of individuals is still limited by spatio-temporal constraints of accessibility. As a result, we predict that the increase in discretionary trip lengths and their impact on traffic congestion is modest.

Abstract Image

自动驾驶汽车对自由活动的影响:基于时空可达性约束的代理模型
自动驾驶汽车(AVs)的广泛发展将彻底改变人们的出行方式。研究表明,自动驾驶汽车的引入可能会影响人们的出行行为和选择,从而导致土地利用的长期变化。可达性是一个重要的概念,它将交通与土地利用联系在一起,为交通-土地利用系统提供了一个整体的绩效衡量标准。然而,在试图了解自动驾驶汽车对地点选择决策的影响的研究中,这一概念尚未得到充分利用。为了探索这一知识空白,我们提出了一个基于代理的模拟框架,该框架与可达性约束相结合,以研究自动驾驶汽车如何影响行为和地点选择。该框架由一个基于活动的出行需求模型和一个动态交通分配模型组成。可达性约束是根据活动-旅行调查数据得出的个人旅行时间预算。我们将基于代理的模拟框架应用于澳大利亚的克莱顿,重点关注自由活动地点的选择。我们研究了使用自动驾驶汽车所需的各种旅行时间和车辆运行成本。虽然大多数研究都认为,自动驾驶汽车会显著增加日常活动的出行时间,但我们的研究结果表明,即使使用了自动驾驶汽车,个人的出行仍然会受到可达性的时空限制。因此,我们预测随意出行时间的增加及其对交通拥堵的影响不大。
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来源期刊
Transportation
Transportation 工程技术-工程:土木
CiteScore
10.70
自引率
4.70%
发文量
94
审稿时长
6-12 weeks
期刊介绍: In our first issue, published in 1972, we explained that this Journal is intended to promote the free and vigorous exchange of ideas and experience among the worldwide community actively concerned with transportation policy, planning and practice. That continues to be our mission, with a clear focus on topics concerned with research and practice in transportation policy and planning, around the world. These four words, policy and planning, research and practice are our key words. While we have a particular focus on transportation policy analysis and travel behaviour in the context of ground transportation, we willingly consider all good quality papers that are highly relevant to transportation policy, planning and practice with a clear focus on innovation, on extending the international pool of knowledge and understanding. Our interest is not only with transportation policies - and systems and services – but also with their social, economic and environmental impacts, However, papers about the application of established procedures to, or the development of plans or policies for, specific locations are unlikely to prove acceptable unless they report experience which will be of real benefit those working elsewhere. Papers concerned with the engineering, safety and operational management of transportation systems are outside our scope.
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