Boniphace Kutela , Norris Novat , Panick Kalambay , Oscar Oviedo-Trespalacios , Angela E. Kitali
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引用次数: 0
Abstract
Recognizing the potential transformative impact on transportation systems, safety perceptions of Shared Automated Vehicles (SAVs) have gained significant attention from researchers in recent years. Yet, the critical factors influencing perception changes and the willingness to re-ride (WTR) have not been extensively studied despite their relevance to SAV operations. This study applied Bayesian Networks (BNs) and Text Network (TN) methodologies to analyze survey data from a shared automated passenger shuttle (SAPS) pilot program conducted between March and April 2023, at Fred G. Bond Metro Park in Cary, North Carolina. Participants in the survey provided feedback on their safety perceptions of the SAPS before and after riding, as well as their willingness to ride again. Key findings reveal that shuttle operations, especially timely arrival and drop-off, significantly affect both perceptional change and WTR. Furthermore, users who accessed the shuttle by walking, biking, or public transportation were more likely to positively change their perception and express a willingness to ride the shuttle again. Also, individuals with initial perceptions of the SAPS as very unsafe or unsafe showed a higher likelihood of perception change. Conversely, older respondents were less likely to experience safety perception changes and WTR. Text network analysis further illuminated that the primary motivations for WTR were the enjoyable experience and convenience offered by the shuttle. The study contributes to the growing body of literature on SAVs by providing practical implications for the future development and testing of SAPSs. These insights are invaluable for policymakers and planners in optimizing SAPS operations, providing a deeper understanding of user experiences and expectations.
由于认识到共享自动驾驶汽车(SAV)可能对交通系统产生的变革性影响,近年来,研究人员对共享自动驾驶汽车(SAV)的安全观念给予了极大关注。然而,影响感知变化和再次乘车意愿(WTR)的关键因素尚未得到广泛研究,尽管这些因素与 SAV 运营息息相关。本研究采用贝叶斯网络(BN)和文本网络(TN)方法,分析了 2023 年 3 月至 4 月期间在北卡罗来纳州凯里市 Fred G. Bond Metro Park 开展的共享自动客运班车(SAPS)试点项目的调查数据。参与调查者提供了他们在乘坐前后对 SAPS 安全感知的反馈,以及他们再次乘坐的意愿。主要调查结果显示,穿梭巴士的运营,尤其是及时到达和下车,对感知变化和WTR都有很大影响。此外,通过步行、骑自行车或乘坐公共交通工具到达班车的用户更有可能积极改变他们的看法,并表示愿意再次乘坐班车。此外,最初认为SAPS非常不安全或不安全的人也更有可能改变看法。相反,年龄较大的受访者则较少出现安全认知改变和 WTR。文本网络分析进一步揭示出,乘坐公共交通班车的主要动机是班车提供的愉快体验和便利。这项研究为未来SAPS的开发和测试提供了实际意义,从而为不断增加的有关SAV的文献做出了贡献。这些见解对于政策制定者和规划者优化SAPS运营、深入了解用户体验和期望非常有价值。
期刊介绍:
Transportation Research Part F: Traffic Psychology and Behaviour focuses on the behavioural and psychological aspects of traffic and transport. The aim of the journal is to enhance theory development, improve the quality of empirical studies and to stimulate the application of research findings in practice. TRF provides a focus and a means of communication for the considerable amount of research activities that are now being carried out in this field. The journal provides a forum for transportation researchers, psychologists, ergonomists, engineers and policy-makers with an interest in traffic and transport psychology.