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Optimal variable speed-limit control under abnormal traffic conditions

机译:异常交通状况下的最佳变速限制控制

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摘要

Application of variable speed-limit (VSL) control has become promising in managing incidents in the context of intelligent highway systems, wherein advanced VSL signs are densely placed along the roadways. This paper aims to develop a genetic-fuzzy-logic- controller (GFLC)-based VSL control model with an objective function to enhance both safety and throughput efficiency at incident sites. In order to evaluate the performance of learned logic rules and tuned membership function, a revised cell transmission model is proposed, which is validated with field traffic data. The results indicate that the proposed VSL control model can effectively curtail crash likelihood while only slightly decreasing the throughput efficiency under different tested incident cases. It suggests that our proposed GFLC-based VSL control model is promising for practical applications.
机译:在智能高速公路系统的背景下,可变限速(VSL)控制的应用在管理事故方面已大有前途,在智能高速公路系统中,沿行车道密集放置了先进的VSL标志。本文旨在开发基于遗传模糊逻辑控制器(GFLC)的VSL控制模型,该模型具有目标功能,可以提高事故现场的安全性和吞吐效率。为了评估学习到的逻辑规则和调整后的隶属度函数的性能,提出了一种修正的小区传输模型,并用现场交通数据进行了验证。结果表明,所提出的VSL控制模型可以有效地减少崩溃的可能性,同时在不同的测试事故情况下仅略微降低吞吐量效率。这表明我们提出的基于GFLC的VSL控制模型在实际应用中很有希望。

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