一个先进的实时碰撞预测框架,用于使用变压器运行和变速限制系统的硬肩运行
Mohamed Abdel-Aty1, Tarek Hasan2, B M Tazbiul Hassan Anik1
1Department of Civil, Environmental, and Construction Engineering, University of Central Florida (UCF), 12800 Pegasus Drive, Suite 211, P.O. Box 162450, Orlando, FL, 32816-2450, USA.
Scientific reports
|November 3, 2024
概括
本研究引入了使用先进的变压器模型对高速公路实时撞车预测框架. 它通过准确预测高峰时段的撞车风险来改善主动的交通管理.
科学领域:
- 交通工程是交通工程.
- 运输安全运输安全
- 交通运输中的人工智能
背景情况:
- 积极的交通管理需要实时的碰撞风险评估.
- 变速限制 (VSL) 和硬肩运行 (HSR) 是高速公路管理的关键策略.
- 准确预测碰撞可能性对于动态决策至关重要.
研究的目的:
- 为VSL和HSR高速公路开发一个集成的实时撞车风险预测框架.
- 通过使用统计方法,识别重大事故导致的因素.
- 通过改进的碰撞预测模型,提高高速公路的安全性.
主要方法:
- 使用统计方法来确定导致事故的因素 (交通,道路,天气).
- 拟议的时间嵌入式变压器模型用于实时崩事件概率预测.
- 将高速公路段安全条件纳入预测模型.
主要成果:
- 实现了0.76 (AM峰值) 和0.78 (PM峰值) 的灵敏度,虚假报警率低.
- 通过包括安全条件,证明了显著的性能改善 (7.04% AM,8.33% PM灵敏度增加).
- 确定了促成因素和事故发生之间的关键关系.
结论:
- 拟议的框架为高速公路提供准确的实时撞车概率估计.
- 整合一般安全条件可以大大提高预测模型的性能.
- 这种方法有助于实践者在动态交通管理和安全增强.
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