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Nighttime safety evaluation for signalized intersections at the signal cycle level based on rear-end conflict models considering lighting and traffic conditions

机译:考虑照明和交通状况的后端冲突模型,信号周期级信号交叉点的夜间安全评估

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Objective: The primary objective of this study is to explore the effects of the lighting level on nighttime safety of signalized intersections based on conflict models under traffic conditions varying in cycles. Method: Nighttime data were collected from a field study at six signalized intersections in Nanjing, Jiangsu Province in China. Nighttime rear-end conflict models were developed by adopting the generalized linear model (GLM) approach to relate the frequency of rear-end traffic conflicts to lighting level, traffic volume and platoon ratio at the signal cycle level. Results: The final model consisting of all explanatory variables, including lighting level, traffic volume, and platoon ratio demonstrates a better performance of safety evaluation when compared to the model considering traffic volume only and the model with traffic volume and an additional variable of lighting or traffic conditions. Nighttime safety of signalized intersections is expected to improve with larger platoon ratios and higher lighting levels. A potential application of the final model was further explored by benefit-cost analyses. The analyses provided a hypothetical recommended lighting level under various traffic volumes and platoon ratios when safety benefit equals lighting system cost. Conclusions: Nighttime safety can be evaluated using the developed rear-end conflict models, which relate the number of rear-end conflicts to traffic and lighting variables. The number of rear-end conflicts can be calculated by the final conflict model with lighting level, traffic volume, and platoon ratio. The developed model can be potentially applied to provide further insights on the lighting management for intersection safety optimization with traffic conditions varying in signal cycles via vehicle-to-infrastructure (V2I) communications.
机译:目的:本研究的主要目标是探讨照明水平对基于循环的交通状况的冲突模型对信号交叉口的夜间安全的影响。方法:从江苏省南京南京六枚信号交叉口收集夜间数据。通过采用广义的线性模型(GLM)方法开发夜间后端冲突模型,以将后端交通冲突与信号循环级别的照明电平相冲突的频率联系起来。结果:由所有解释性变量组成的最终模型,包括照明水平,交通量和排比,与考虑交通卷的模型和具有交通量的模型和额外的照明变量或照明的额外变量或者交通状况。预计信号交叉点的夜间安全将以较大的排比和更高的照明水平提高。通过益处成本分析进一步探讨了最终模型的潜在应用。当安全益处等于照明系统成本时,分析提供了在各种交通卷和排比下的假设推荐的照明水平。结论:可以使用开发的后端冲突模型进行评估夜间安全,这与交通和照明变量相关的后端冲突数。后端冲突的数量可以通过最终冲突模型计算,具有照明级别,流量和排率。开发模型可能潜在地应用于对交叉点安全优化的照明管理提供进一步的见解,通过车辆到基础设施(V2I)通信在信号周期中变化的交通状况。

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