• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

基于机器学习算法的双车道农村公路平曲线安全性评价:视距改善的优先级研究。

Safety evaluation of horizontal curves on two lane rural highways using machine learning algorithms: A priority-based study for sight distance improvements.

机构信息

Department of Civil Engineering, National Institute of Technology, Warangal, India.

出版信息

Traffic Inj Prev. 2023;24(4):331-337. doi: 10.1080/15389588.2023.2184203. Epub 2023 Mar 13.

DOI:10.1080/15389588.2023.2184203
PMID:36913548
Abstract

OBJECTIVE

Current Road geometric design processes disregard stochastic aspects, resulting in inadequate traffic safety considerations. In addition, the primary sources of crash data are obtained from police department, insurance agency and hospitals, where detailed investigation is not carried out from a transportation perspective. So, the data obtained from these sources may or may not be reliable. The main objective of this study is to account uncertainties using reliability as a tool that considers slow down the vehicle while they maneuver the curve and to develop thresholds of reliability index associated with sight distance based on operating speed design consistent measure as a surrogate safety measure rather than using crash data.

METHODOLOGY

This study proposes a thresholds of reliability index associated with sight distance for various operating speed ranges based on design consistent measure. In addition, established the relationship between the consistency levels, geometric characteristics and vehicle characteristics. In this study, classical topography survey was carried out on the field using total station. The data collected comprises speed data and geometric data of 18 horizontal curves (Lane based analysis was carried out). A total of 3042 free flowing vehicle speeds have been extracted from the video graphic survey and used in the analysis.

RESULTS

The threshold values of reliability indices associated with sight distance is higher as the operating speed increases for the section to be a consistent design section. The results from the Binary Logit Model show that the consistency level is significantly affected by deflection angle and operating speed. Deflection angle was negatively correlated with the in-consistency level, and the operating speed was positively correlated with in-consistency level.

CONCLUSIONS

From Binary Logit Model (BLM) results, we can conclude that an increase in the value of deflection angle will significantly decrease the probability of In-Consistent level, which indicates uncertainties that cause drivers to change the path of vehicle or rate of deceleration of the vehicle while maneuvering the curve will be decreased. Whereas, increase in the operating speed will significantly increase the probability of In-Consistency level.

摘要

目的

当前的道路几何设计过程忽略了随机因素,因此对交通安全的考虑不够充分。此外,事故数据的主要来源是警察局、保险公司和医院,但这些地方并没有从交通角度进行详细调查。因此,这些来源获得的数据可能可靠,也可能不可靠。本研究的主要目的是利用可靠性作为一种工具来考虑车辆在转弯时减速的不确定性,并根据运行速度设计一致的度量标准,制定与视距相关的可靠性指标阈值,作为替代安全措施,而不是使用事故数据。

方法

本研究提出了基于设计一致的度量标准,与各种运行速度范围相关的视距可靠性指标阈值。此外,还建立了一致性水平、几何特征和车辆特征之间的关系。在本研究中,使用全站仪在现场进行了经典地形测量。收集的数据包括 18 个平曲线的速度数据和几何数据(基于车道的分析)。从视频图形调查中提取了 3042 个自由流动车辆速度,并用于分析。

结果

对于一致性设计路段,随着运行速度的增加,与视距相关的可靠性指标的阈值值越高。二元逻辑模型的结果表明,一致性水平受到偏转角和运行速度的显著影响。偏转角与不一致水平呈负相关,运行速度与不一致水平呈正相关。

结论

从二元逻辑模型(BLM)的结果可以得出结论,偏转角值的增加将显著降低不一致水平的概率,这表明在转弯时,导致驾驶员改变车辆路径或车辆减速的不确定性将降低。而运行速度的增加将显著提高不一致水平的概率。

相似文献

1
Safety evaluation of horizontal curves on two lane rural highways using machine learning algorithms: A priority-based study for sight distance improvements.基于机器学习算法的双车道农村公路平曲线安全性评价:视距改善的优先级研究。
Traffic Inj Prev. 2023;24(4):331-337. doi: 10.1080/15389588.2023.2184203. Epub 2023 Mar 13.
2
Safety performance functions incorporating design consistency variables.纳入设计一致性变量的安全性能函数。
Accid Anal Prev. 2015 Jan;74:133-44. doi: 10.1016/j.aap.2014.10.019. Epub 2014 Oct 30.
3
New geometric design consistency model based on operating speed profiles for road safety evaluation.基于运行速度曲线的新的几何设计一致性模型用于道路安全评价。
Accid Anal Prev. 2013 Dec;61:33-42. doi: 10.1016/j.aap.2012.10.001. Epub 2012 Nov 22.
4
Calibration of the inertial consistency index to assess road safety on horizontal curves of two-lane rural roads.惯性一致性指数的校准,以评估双车道农村道路水平曲线路段的道路安全。
Accid Anal Prev. 2018 Sep;118:1-10. doi: 10.1016/j.aap.2018.05.014. Epub 2018 May 26.
5
Calibration of inertial consistency models on North Carolina two-lane rural roads.在北卡罗来纳州双车道农村道路上对惯性一致性模型进行校准。
Accid Anal Prev. 2019 Jun;127:236-245. doi: 10.1016/j.aap.2019.03.013. Epub 2019 Mar 29.
6
Development of a global inertial consistency model to assess road safety on Spanish two-lane rural roads.开发全球惯性一致性模型,以评估西班牙双车道农村道路的道路安全。
Accid Anal Prev. 2018 Oct;119:138-148. doi: 10.1016/j.aap.2018.07.018. Epub 2018 Jul 19.
7
Examining vehicle operating speeds on rural two-lane curves using naturalistic driving data.利用自然驾驶数据检验农村双车道曲线的车辆运行速度。
Accid Anal Prev. 2018 Sep;118:236-243. doi: 10.1016/j.aap.2018.03.017. Epub 2018 Apr 10.
8
Towards a more inclusive and safe design of horizontal curves: Exploring the association between curve features, reliability measures, and safety.迈向更具包容性和安全性的平曲线设计:探究曲线特征、可靠性度量和安全性之间的关联。
Accid Anal Prev. 2021 Apr;153:106009. doi: 10.1016/j.aap.2021.106009. Epub 2021 Feb 10.
9
Modeling driver's braking and steering behavior along horizontal curves of two-lane rural highways for ADAS applications.为 ADAS 应用模拟双车道农村公路水平曲线路段的驾驶员制动和转向行为。
Traffic Inj Prev. 2022;23(7):404-409. doi: 10.1080/15389588.2022.2097669. Epub 2022 Jul 21.
10
Probabilistic, safety-explicit design of horizontal curves on two-lane rural highways based on reliability analysis of naturalistic driving data.基于自然驾驶数据可靠性分析的双车道农村公路平曲线概率、安全显式设计。
Accid Anal Prev. 2019 Feb;123:200-210. doi: 10.1016/j.aap.2018.11.024. Epub 2018 Dec 4.

引用本文的文献

1
Assessing safety in horizontal curves using surrogate safety measures and machine learning.使用代理安全措施和机器学习评估水平曲线的安全性。
Sci Rep. 2025 Apr 11;15(1):12384. doi: 10.1038/s41598-025-97384-7.