Leveraging text mining approach to explore research roadmap and future direction of wrong-way driving crash studies

Boniphace Kutela , Cecilia Kadeha , Raynard Tom Magehema , Raul E. Avelar , Priyanka Alluri
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Abstract

This study delves into the wrong-way driving (WWD) research performed in the United States over the past five decades. The study employs a text network to summarize and synthesize major themes, data sources, and collaboration efforts from 123 previously published WWD articles collected from various online databases. The analysis shows that the majority of WWD studies were conducted between 2014 and 2020. Throughout the entire period, the primary focuses have been on WWD countermeasures, freeways, exit ramps, contributing factors, driver behavior, and detection systems. Over time, there has been a noticeable shift in the key themes, whereby earlier studies focused on freeways and driver behaviors, while the latter delved into exit ramps, limited access, and contributing factors among others. Most studies were from Florida, Texas, Illinois, and Alabama, with little collaboration of researchers across the States, except for Alabama and Illinois. Further, across the four States, there observed variations in the interests. Studies from Texas and Florida were centered on WWD countermeasures, detection systems, and the use of connected vehicles, while Illinois and Alabama investigated WWD crashes on exit ramps and interchanges. Despite the development and deployment of various countermeasures, there is still a need to develop crash modification factors to examine the effectiveness of the countermeasures. Furthermore, as technology continues to advance, connected and autonomous technology is expected to play a significant role in mitigating the WWD problem. The findings are essential for transportation agencies to evaluate the mitigation efforts and direct resources toward the right course of action.

利用文本挖掘方法探索错误驾驶碰撞研究的研究路线图和未来方向
本研究深入探讨了美国在过去五十年中开展的错误道路驾驶(WWD)研究。研究采用文本网络,对从各种在线数据库中收集到的 123 篇以前发表的 WWD 文章中的主要主题、数据来源和合作努力进行总结和归纳。分析表明,大多数 WWD 研究是在 2014 年至 2020 年间进行的。在整个期间,研究的主要重点是 WWD 对策、高速公路、出口匝道、诱因、驾驶员行为和检测系统。随着时间的推移,关键主题发生了明显的变化,早期的研究侧重于高速公路和驾驶员行为,而后期的研究则深入到出口匝道、有限通道和诱因等方面。大多数研究来自佛罗里达州、得克萨斯州、伊利诺伊州和阿拉巴马州,除阿拉巴马州和伊利诺伊州外,其他州的研究人员很少合作。此外,四个州的研究兴趣也不尽相同。得克萨斯州和佛罗里达州的研究主要集中在 WWD 应对措施、检测系统和联网车辆的使用方面,而伊利诺伊州和阿拉巴马州则调查了出口匝道和互通式立交桥上的 WWD 碰撞情况。尽管开发和部署了各种应对措施,但仍有必要开发碰撞修正系数,以检查应对措施的有效性。此外,随着技术的不断进步,联网和自动驾驶技术有望在缓解 WWD 问题方面发挥重要作用。这些研究结果对于交通机构评估缓解措施并将资源用于正确的行动方案至关重要。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Data and information management
Data and information management Management Information Systems, Library and Information Sciences
CiteScore
3.70
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55 days
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