A Review of Road Safety Evaluation Techniques Based on Traffic Conflict Theories
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摘要: 基于交通冲突理论的道路安全评价技术, 是以交通冲突因素为指标的道路交通安全状态评价技术。在梳理交通冲突影响因素与安全评价基本概念的基础上, 列举了常见的道路安全评价技术应用场景; 从交叉口、高速公路、特定场景3个方面分析了交通冲突的影响因素; 从指标选取、方法选择、模型构建3个方面对道路安全评价技术进行了归纳总结。通过对现有文献的分析可以发现: 在应用场景构建时, 相比于考虑单一冲突因素, 综合考虑交通冲突影响因素, 将使得构建的交通冲突场景更接近实际情况; 在交通安全评价时, 科学选择复合指标、合理使用模糊综合评价和层次分析法构建安全评价方法, 将使构建的安全评价方法更加科学严谨。基于现有研究中存在的问题, 指出了道路安全评价技术未来的研究方向, 主要包括充分利用视频技术和互联网技术, 搭建实时、高效的安全评价模型; 验证现有道路安全评价方法在混合交通流下是否适用; 建立健全混合交通流环境下的道路交通安全评价技术标准和评价体系。Abstract: Road safety evaluation technologies based on traffic conflict theories are considering traffic conflict factors in the road safety evaluation. Based on the analysis of the influencing factors of traffic conflict(TC) and the basic concepts of safety evaluation, the common application scenarios of road safety evaluation technology are listed. The influencing factors of traffic conflict are analyzed from three aspects: intersection, expressway, and specific scene. Besides, the road safety evaluation technology is summarized from the following three aspects: index selection, method selection, and model construction.Analysis of existing literature shows that in the construction of application scenarios, compared with the consideration of single conflict factor, comprehensive consideration of influencing factors of TC will make the constructed TC scenarios closer to the actual situation; in traffic safety evaluation, scientific selection of composite indexes, rational use of fuzzy comprehensive evaluation and analytic hierarchy method to construct safety evaluation methods will make the constructed safety evaluation methods more scientific and rigorous. Based on the issues identified from the existing studies, the future research direction of road safety evaluation technology is concluded, including making full use of video technology and internet technology to develop real-time and efficient safety evaluation models; verifying the applicability of existing road safety evaluation methods under mixed traffic flow; establishing and improving the evaluation technical standards and evaluation system of road traffic safety under mixed traffic flow environment.
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表 2 车辆与交通指标因素
Table 2. Vehicle and traffic index factors
作者 年份 因素指标 Gregoriades[2] 2010 车辆平均速度、平均距离 马[23] 2010 机动车车型、安全性能 沈[25] 2011 动力性能、技术状况 邱[36] 2013 汽车保有量 张[1] 2013 车辆故障、超限、超载 张[17] 2017 车辆故障率、大型车比例 Du[26] 2018 不良制动、转向故障、轮胎穿孔、制动故障、照明故障和其他机械故障 郭[27] 2018 直左交通量 Wang [28] 2019 累计车辆数、时间平均速度和车道占用率 Cai[29] 2020 车辆识别号、时间、经度、纬度、速度、车辆标识、时间、驾驶行为类型 Wang[30] 2020 交通量、车队比例 Faber[16] 2020 渗透率、长度、车队内车头时距、车队速度 郭[8] 2022 周期左转绿灯时长 
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表 3 道路因素指标
Table 3. Road factor indexes
作者 年份 因素指标 Gregoriades[2] 2010 交通密度、路段车道变化数、道路坡度，水平曲率，车道宽度 马[23] 2010 农村公路配套设施、线形设计 沈[24] 2011 几何线形、交叉口类型、数量，交通安全设施、长大下坡、桥隧数量 张[1] 2013 平面线形、纵断面线形、平纵组合线性、路面平整度、路面抗滑性 邱[36] 2013 道路等级、分流合流、路口情况 王[21] 2014 信控交叉口密度、接入口密度、路段线形、中央分隔带开口密度、区位特点 王[22] 2014 纵坡坡度、弯道半径 李[15] 2015 平面线性、纵断面曲线 张[17] 2017 曲线半径、道路坡度、坡道长度、竖曲线、停车视距、会车视距、超车视距、紧急避险车道、安全防护栏、隔离栅、防眩设施、交通标志标线、特殊路段 郭[31-32] 2017
2018渠化岛、直行方向中央分隔带、右转信号相位、右转让行标志 Du[26] 2018 道路线形条件、路面摩擦系数 Wang[33] 2019 道路密度、主次干道的总长度、交叉口间距 李[34] 2019 摩擦系数、平整度、水膜厚度、路面排水性 Pu[35] 2020 道路类型、位置、几何设计、出入控制和、速度执行水平 郭[8] 2022 平均左转弯半径、左转待转区长度
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表 5 其他影响因素指标
Table 5. Other influencing factors and indicators
作者 年份 因素指标 林[37] 2010 交通冲突 沈[25] 2011 组织机构、协调机制、人员物资保障技术措施 Hassan[39] 2012 死亡人数、事故和违规分析、司机培训及执照 邱[36] 2013 事故形态、交通信号方式 Yu[40] 2013 碰撞时间 郑[5] 2014 车道变换冲突 郭[6] 2014 经济水平、机动车保有量、人口数量 张[20] 2018 事故易发位置、事故实际发生的次数、事故严重度、事故交通影响程度 Lee[3] 2018 车辆类型碰撞比例 Essa[11] 2019 冲击波速度和面积、车队比率、修正碰撞时间、避免碰撞减速率 Wang[28] 2019 碰撞轨迹、碰撞时间、位置、类型和严重程度 Pu[35] 2020 碰撞严重程度、碰撞类型和碰撞原因、速度、占用率 Orsini[4] 2020 碰撞时间、碰撞概率、碰撞次数
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[1] 张云飞. 高速公路交通安全分析及评价研究[D]. 西安: 长安大学, 2013.ZHANG Y F. Highway traffic safety analysis and evaluation studies[D]. Xi'an: Chang'an University, 2013. (in Chinese) [2] GREGORIADES A, SUTCLIFFE A, PAPAGEORGIOU G, et al. Human-centered safety analysis of prospective road designs[J]. IEEE Transactions on Systems, Man, and Cybernetics-Part A: Systems and Humans, 2010, 40(2): 236-250. doi: 10.1109/TSMCA.2009.2037011 [3] LEE J, YASMIN S, ELURU N, et al. Analysis of crash proportion by vehicle type at traffic analysis zone level: A mixed fractional split multinomial logit modeling approach with spatial effects[J]. Accident Analysis & Prevention, 2018(111): 12-22. [4] ORSINI F, GECCHELE G, GASTALDI M, et al. Large-scale road safety evaluation using extreme value theory[J]. IET Intelligent Transport Systems, 2020, 14(9): 1004-1012. doi: 10.1049/iet-its.2019.0633 [5] 郑来. 基于交通冲突极值统计的安全分析模型研究[D]. 哈尔滨: 哈尔滨工业大学, 2014.ZHENG L. Research of safety analysis models based on extreme statistics of traffic conflicts[D]. Harbin: Harbin Institute of Technology, 2014. (in Chinese) [6] 郭延永, 刘攀, 徐铖铖, 等. 基于交通冲突模型的信号交叉口右转设施安全分析[J]. 中国公路学报, 2016, 29(11): 139-146. doi: 10.3969/j.issn.1001-7372.2016.11.018GUO Y Y, LIU P, XU C C, et al. Safety analysis of right-turn facility at signalized intersection using traffic conflict model[J]. China Journal of Highway and Transport, 2016, 29(11): 139-146. (in Chinese) doi: 10.3969/j.issn.1001-7372.2016.11.018 [7] 郑喆, 马万经, 赵靖. 排阵式交叉口交通安全分析及鲁棒优化模型[J]. 同济大学学报(自然科学版), 2019, 47(7): 984-993. https://www.cnki.com.cn/Article/CJFDTOTAL-TJDZ201907010.htmZHENG Z, MA W J, ZHAO J. Traffic safety analysis and robust optimization model of platoon intersection[J]. Journal of Tongji University(Natural Science Edition), 2019, 47(7): 984-993. (in Chinese) https://www.cnki.com.cn/Article/CJFDTOTAL-TJDZ201907010.htm [8] 郭延永, 刘攀, 吴瑶, 等. 基于冲突极值模型的非常规信号交叉口安全评价[J]. 中国公路学报, 2022, 35(1): 85-92. https://www.cnki.com.cn/Article/CJFDTOTAL-ZGGL202201008.htmGUO Y Y, LIU P, WU Y, et al. Safety evaluation of unconventional signalized intersection based on traffic conflict extreme model[J]. China Journal of Highway and Transport, 2022, 35(1): 85-92. (in Chinese) https://www.cnki.com.cn/Article/CJFDTOTAL-ZGGL202201008.htm [9] 蒋若曦, 朱顺应, 王磊, 等. 基于交通冲突的高速公路施工区安全评价[J]. 中国安全科学学报, 2019, 29(6): 116-121. https://www.cnki.com.cn/Article/CJFDTOTAL-ZAQK201906022.htmJIANG R X, ZHU S Y, WANG L, et al. Safety evaluation of expressway construction area based on traffic conflict[J]. China Safety Science Journal, 2019, 29(6): 116-121. (in Chinese) https://www.cnki.com.cn/Article/CJFDTOTAL-ZAQK201906022.htm [10] 孙璐, 李颜平, 钱军, 等. 基于交通冲突技术的交织区交通安全评价[J]. 中国安全科学学报, 2013, 23(1): 55-60. https://www.cnki.com.cn/Article/CJFDTOTAL-ZAQK201301010.htmSUN L, LI Y P, QIAN J, et al. Evaluation of weaving sections with respect to traffic safety based on traffic conflict technique[J]. China Safety Science Journal, 2013, 23(1): 55-60. (in Chinese) https://www.cnki.com.cn/Article/CJFDTOTAL-ZAQK201301010.htm [11] ESSA M, SAYED T. Full Bayesian conflict-based models for real time safety evaluation of signalized intersections[J]. Accident Analysis & Prevention, 2019, 129: 367-381. [12] YU Q, ZHOU Y. Traffic safety analysis on mixed traffic flows at signalized intersection based on haar-adaboost algorithm and machine learning[J]. Safety Science, 2019(120): 248-253. [13] HABIBOVIC A, DAVIDSSON J. Causation mechanisms in car-to-vulnerable road user crashes: Implications for active safety systems[J]. Accident Analysis & Prevention, 2012(49): 493-500. [14] 谢琨, 王雪松. 基于分层贝叶斯模型的信控交叉口安全分析[J]. 中国公路学报, 2014, 27(2): 90-97. doi: 10.3969/j.issn.1001-7372.2014.02.012XIE K, WANG X S. Safety analysis of signalized Intersection based on hierarchical bayesian model[J]. China Journal of Highway and Transport, 2014, 27(2): 90-97. (in Chinese) doi: 10.3969/j.issn.1001-7372.2014.02.012 [15] 李林超. 高速公路隧道出入口段交通安全分析与改善措施[D]. 西安: 长安大学, 2015.LI L C. Safety assessment and improvement at the entrance and exit of expressway tunnel[D]. Xi'an: Chang'an University, 2015. (in Chinese) [16] FABER T, SHARMA S, SNELDER M, et al. Evaluating traffic efficiency and safety by varying truck platoon characteristics in a critical traffic situation[J]. Transportation Research Record, 2020, 2674(10): 525-547. doi: 10.1177/0361198120935443 [17] 张洋. 山区高速公路交通安全分析及对策研究[D]. 北京: 中国人民公安大学, 2017.ZHANG Y. Research on traffic safety analysis and countermeasures of expressway in mountain areas[D]. Beijing: People's Public Security University of China, 2017. (in Chinese) [18] 张生瑞, 李耘, 赵友功. 山区高速公路隧道群交通安全分析方法[J]. 交通运输工程学报, 2011, 11(6): 94-99. https://www.cnki.com.cn/Article/CJFDTOTAL-JYGC201106018.htmZHANG S R, LI Y, ZHAO Y G. Analysis method for traffic safety of mountainous freeway tunnel groups[J]. Journal of Traffic and Transportation Engineering, 2011, 11(6): 94-99. (in Chinese) https://www.cnki.com.cn/Article/CJFDTOTAL-JYGC201106018.htm [19] 张建明. 面向城市道路规划设计的行人过街交通安全分析与评价[D]. 大连: 大连理工大学, 2020.ZHANG J M. Pedestrian crossing traffic safety analysis and evaluation for urban road planning and design[D]. Dalian: Dalian University of Technology, 2020. (in Chinese) [20] 张兴强, 刘雪, 朱艺焱, 等. 基于互联网数据城市快速路地点安全分析方法[J]. 交通运输系统工程与信息, 2018, 18(5): 53-59. https://www.cnki.com.cn/Article/CJFDTOTAL-YSXT201805009.htmZHANG X Q, LIU X, ZHU Y Y, et al. Location security analysis of urban expressway based on internet data[J]. Journal of Transportation Systems Engineering and Information Technology, 2018, 18(5): 53-59. (in Chinese) https://www.cnki.com.cn/Article/CJFDTOTAL-YSXT201805009.htm [21] 王雪松, 宋洋, 黄合来, 等. 基于分层负二项模型的城郊公路安全影响因素研究[J]. 中国公路学报, 2014, 27(1): 100-106. https://www.cnki.com.cn/Article/CJFDTOTAL-ZGGL201401019.htmWANG X S, SONG Y, HUANG H L, et al. Analysis of risk factors for suburban highways using Hierarchical Negative Binomial model[J]. China Journal of Highway and Transport, 2014, 27(1): 100-106. (in Chinese) https://www.cnki.com.cn/Article/CJFDTOTAL-ZGGL201401019.htm [22] 王慧丽, 史忠科. 基于GPS/IMU的山区道路参数拟合与行车安全分析[J]. 中国公路学报, 2014, 27(6): 27-33. https://www.cnki.com.cn/Article/CJFDTOTAL-ZGGL201406005.htmWANG H L, SHI Z K. Mountainous road parameters fitting and driving safety analysis based on GPS/IMU[J]. China Journal of Highway and Transport, 2014, 27(6): 27-33. (in Chinese) https://www.cnki.com.cn/Article/CJFDTOTAL-ZGGL201406005.htm [23] 马忠英, 杨琦, 周伟. 中国农村公路交通安全分析与对策[J]. 长安大学学报(自然科学版), 2010, 30(6): 81-85. https://www.cnki.com.cn/Article/CJFDTOTAL-XAGL201006018.htmMA Z Y, YANG Q, ZHOU W. Analysis and countermeasures of rural road traffic safety in China[J]. Journal of Chang'an University(Natural Science Edition), 2010, 30(6): 81-85. (in Chinese) https://www.cnki.com.cn/Article/CJFDTOTAL-XAGL201006018.htm [24] 瞿庆亮. 基于GPS的公路交通安全分析[D]. 山东淄博: 山东理工大学, 2016.QU Q L. Analysis of highway traffic safety based on GPS[D]. Zibo, Shandong: Shandong University of Technology, 2016. (in Chinese) [25] 沈鸿飞, 贾利民. 区域路网交通安全风险分析及管控策略研究[J]. 交通运输系统工程与信息, 2011, 11(5): 187-192. https://www.cnki.com.cn/Article/CJFDTOTAL-YSXT201105029.htmSHEN H F, JIA L M. Regional road network traffic safety risk analysis and control strategies[J]. Journal of Transportation Systems Engineering and Information Technology, 2011, 11(5): 187-192. (in Chinese) https://www.cnki.com.cn/Article/CJFDTOTAL-YSXT201105029.htm [26] DU X, PEI Y, WANG Z, et al. Highway safety influencing factors in cold regions based on attribute recognition theory[J]. Advances in Mechanical Engineering, 2018, 10(12): 1687814018818337. [27] 郭延永, 刘攀, 吴瑶, 等. 基于贝叶斯多元泊松-对数正态分布的交通冲突模型[J]. 中国公路学报, 2018, 31(1): 101-109. https://www.cnki.com.cn/Article/CJFDTOTAL-ZGGL201801013.htmGUO Y Y, LIU P, WU Y, et al. Traffic conflict model based on bayesian multivariate poisson-lognormal normal distribution[J]. China Journal of Highway and Transport, 2018, 31(1): 101-109. (in Chinese) https://www.cnki.com.cn/Article/CJFDTOTAL-ZGGL201801013.htm [28] WANG L, ABDEL-ATY M, MA W, et al. Quasi-vehicle-trajectory-based real-time safety analysis for expressways[J]. Transportation Research Part C: Emerging Technologies, 2019(103): 30-38. [29] CAI X, LEI C, PENG B, et al. Road traffic safety risk estimation method based on vehicle onboard diagnostic data[J]. Journal of Advanced Transportation, 2020(1): 1-13. [30] WANG Y, LI Z, YE Z, et al. Nighttime safety evaluation for signalized intersections at the signal cycle level based on rear-end conflict models considering lighting and traffic conditions[J]. Traffic Injury Prevention, 2020, 21(1): 87-92. [31] 郭延永, 刘攀, 吴瑶, 等. 基于交通冲突模型的信号交叉口渠化岛设置方法[J]. 交通运输工程学报, 2017, 17(4): 140-148. https://www.cnki.com.cn/Article/CJFDTOTAL-JYGC201704015.htmGUO Y Y, LIU P, WU Y, et al. Design approach of channelized island based on traffic conflict models at signalized intersection[J]. Journal of Traffic and Transportation Engineering, 2017, 17(4): 140-148. (in Chinese) https://www.cnki.com.cn/Article/CJFDTOTAL-JYGC201704015.htm [32] 郭延永, 刘攀, 吴瑶, 等. 考虑异质性的贝叶斯交通冲突模型[J]. 中国公路学报, 2018, 31(4): 296-303. https://www.cnki.com.cn/Article/CJFDTOTAL-ZGGL201804035.htmGUO Y Y, LIU P, WU Y, et al. Bayesian traffic conflict model accounting for heterogeneity[J]. China Journal of Highway and Transport, 2018, 31(4): 296-303. (in Chinese) https://www.cnki.com.cn/Article/CJFDTOTAL-ZGGL201804035.htm [33] WANG X, ZHOU Q, YANG J, et al. Macro-level traffic safety analysis in Shanghai, China[J]. Accident Analysis & Prevention, 2019, 125: 249-256. [34] 李宏基. 不良气候条件下城镇公路交通安全分析及评价研究[D]. 上海: 上海应用技术大学, 2019.LI H J. Analysis and evaluation research of urban road traffic safety under adverse climatic conditions[D]. Shanghai: Shanghai Institute of Technology, 2019. (in Chinese) [35] PU Z, LI Z, JIANG Y, et al. Full Bayesian before-after analysis of safety effects of variable speed limit system[J]. IEEE Transactions on Intelligent Transportation Systems, 2020, 22(2): 964-976. [36] 邱洪波, 杨斌, 黄勇. 基于灰色理论的城市核心区道路交通安全分析[J]. 重庆交通大学学报(自然科学版), 2013, 32(6): 1228-1231. https://www.cnki.com.cn/Article/CJFDTOTAL-CQJT201306029.htmQIU H B, YANG B, HUANG Y. Road traffic safety analysis at the core area of city based on the grey system theory[J]. Journal of Chongqing Jiaotong University(Natural Science), 2013, 32(6): 1228-1231. (in Chinese) https://www.cnki.com.cn/Article/CJFDTOTAL-CQJT201306029.htm [37] 林雨平. 基于交通冲突的信控环形交叉口交通安全分析[D]. 福州: 福建农林大学, 2010.LIN Y P. Analysis of traffic safety on signalized roundabout based on traffic conflict[D]. Fuzhou: Fujian Agriculture and Forestry University, 2010. (in Chinese) [38] MATSUI Y, OIKAWA S, HITOSUGI M. Analysis of car-to-bicycle approach patterns for developing active safety devices[J]. Traffic Injury Prevention, 2016, 17(4): 434-439. [39] HASSAN M N, HAWAS Y E, MARAQA M A. A holistic approach for assessing traffic safety in the United Arab Emirates[J]. Accident Analysis & Prevention, 2012(45): 554-564. [40] YU R, SHI Q, ABDEL-ATY M. Feasibility of incorporating reliability analysis in traffic safety investigation[J]. Transportation Research Record, 2013, 2386(1): 35-41. [41] 刘贵萍. 浅析道路交通安全评价[J]. 商场现代化, 2009(22): 125. https://www.cnki.com.cn/Article/CJFDTOTAL-SCXH200922076.htmLIU G P. Analysis of road traffic safety evaluation[J]. Mall Modernization, 2009(22): 125. (in Chinese) https://www.cnki.com.cn/Article/CJFDTOTAL-SCXH200922076.htm [42] 叶采阳, 叶欣辰, 王雪松, 等. 美国道路交通安全管理经验与启示[J]. 交通与运输, 2022, 38(2): 78-83. https://www.cnki.com.cn/Article/CJFDTOTAL-YSJT202202016.htmYE C Y, YE X C, WANG X S, et al. Experience and enlightenment of road traffic safety management in the United States[J]. Transportation and Transportation, 2022, 38(2): 78-83. (in Chinese) https://www.cnki.com.cn/Article/CJFDTOTAL-YSJT202202016.htm [43] 詹凯. 考虑交通事故率的外卖配送路径优化问题研究[D]. 重庆: 重庆交通大学, 2021.ZHAN K. Research on optimization of delivery route of takeout considering traffic accident rate[D]. Chongqing: Chongqing Jiaotong University, 2021. (in Chinese) [44] 王健, 潘福全, 张丽霞, 等. 公路隧道交通安全研究现状与展望[J]. 现代交通技术, 2018, 15(5): 36-40. https://www.cnki.com.cn/Article/CJFDTOTAL-JTJZ201805009.htmWANG J, PAN F Q, ZHANG L X, et al. Research status and prospect of road tunnel traffic safety[J]. Modern Traffic Technology, 2018, 15(5): 36-40. (in Chinese) https://www.cnki.com.cn/Article/CJFDTOTAL-JTJZ201805009.htm [45] 蒙国往, 黄劲松, 吴波, 等. 基于数理统计的地铁车站深基坑施工风险评估[J]. 城市轨道交通研究, 2021, 24(12): 55-60. https://www.cnki.com.cn/Article/CJFDTOTAL-GDJT202112012.htmMENG G W, HUANG J S, WU B, et al. Risk assessment of deep foundation pit construction of metro station based on mathematical statistics[J]. Urban Rail Transit Research, 2021, 24(12): 55-60. (in Chinese) https://www.cnki.com.cn/Article/CJFDTOTAL-GDJT202112012.htm [46] 王琰, 郭忠印. 基于模糊逻辑理论的道路交通安全评价方法[J]. 同济大学学报(自然科学版), 2008(1): 47-51. https://www.cnki.com.cn/Article/CJFDTOTAL-TJDZ200801012.htmWANG Y, GUO Z Y. Road traffic safety evaluation method based on fuzzy logic theory[J]. Journal of Tongji University(Natural Science Edition), 2008(1): 47-51. (in Chinese) https://www.cnki.com.cn/Article/CJFDTOTAL-TJDZ200801012.htm [47] 忽文婷, 谭泽飞, 杨军. 基于层次分析法的道路交通安全综合评价研究[J]. 交通标准化, 2010(11): 255-257. https://www.cnki.com.cn/Article/CJFDTOTAL-JTBH201011081.htmHU W T, TAN Z F, YANG J. Research on comprehensive evaluation of road traffic safety based on analytic hierarchy process[J]. Traffic Standardization, 2010(11): 255-257. (in Chinese) https://www.cnki.com.cn/Article/CJFDTOTAL-JTBH201011081.htm [48] BATTIATO S, FARINELLA G M, GALLO G, et al. On-board monitoring system for road traffic safety analysis[J]. Computers in Industry, 2018(98): 208-217. [49] 苏为, 牛学军. 平面交叉口混合交通流安全评价模型[J]. 市政技术, 2022, 40(5): 50-54. https://www.cnki.com.cn/Article/CJFDTOTAL-SZJI202205010.htmSU W, NIU X J. Safety assessment model for mixed traffic flow at grade intersections[J]. Municipal Technology, 2022, 40(5): 50-54. (in Chinese) https://www.cnki.com.cn/Article/CJFDTOTAL-SZJI202205010.htm [50] 万明, 吴倩, 严利鑫, 等. 道路交通安全研究的现状与热点分析[J]. 交通信息与安全, 2022, 40(2): 11-21+37. doi: 10.3963/j.jssn.1674-4861.2022.02.002WAN M, Wu Q, YAN L X, et al. A review of current situation and hot spots of road safety research[J]. Journal of Transport Information and Safety, 2022, 40(2): 11-21+37. (in Chinese) doi: 10.3963/j.jssn.1674-4861.2022.02.002 [51] 高越, 张琪, 王雪松, 等. 德国道路交通设计规范体系简介[J]. 汽车与安全, 2022(2): 94-98. https://www.cnki.com.cn/Article/CJFDTOTAL-QCAQ202202008.htmGAO Y, ZHANG Q, WANG X S, et al. Introduction to the German road traffic design code system[J]. Automobile and Safety, 2022(2): 94-98. (in Chinese) https://www.cnki.com.cn/Article/CJFDTOTAL-QCAQ202202008.htm [52] 冯忠祥, 李靖宇, 张卫华, 等. 面向人机共驾车辆的驾驶人风险感知研究综述[J]. 交通信息与安全, 2022, 40(2): 1-10. doi: 10.3963/j.jssn.1674-4861.2022.02.001FENG Z X, LI J Y, ZHANG W H, et al. Summary of driver's risk perception research for human-machine vehicles[J]. Journal of Transport Information and Safety, 2022, 40(2): 1-10. (in Chinese) doi: 10.3963/j.jssn.1674-4861.2022.02.001 -
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