Journal of Automotive Safety and Energy ›› 2023, Vol. 14 ›› Issue (5): 536-543.DOI: 10.3969/j.issn.1674-8484.2023.05.002
• Automotive Safety • Previous Articles Next Articles
HAN Yong1(
), LUO Jinrong1(
), HE Yong2, WU He3, LIN Xujie1, CAI Hongyu1
Received:2023-03-04
Revised:2023-07-17
Online:2023-10-31
Published:2023-10-31
CLC Number:
HAN Yong, LUO Jinrong, HE Yong, WU He, LIN Xujie, CAI Hongyu. Prediction of pedestrian head injury in vehicle-pedestrian collisions based on a CART decision tree[J]. Journal of Automotive Safety and Energy, 2023, 14(5): 536-543.
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URL: https://www.journalase.com/EN/10.3969/j.issn.1674-8484.2023.05.002
| 尺寸分级 | 年龄、性别、百分位 | 身高 / m | 体质量 / kg |
|---|---|---|---|
| 10YO | 10岁儿童 | 1.38 | 32.5 |
| AF05 | 第5百分位 成年女性 | 1.53 | 49.6 |
| AM05 | 第5百分位 成年男性 | 1.65 | 65.0 |
| AM50 | 第50百分位 成年男性 | 1.75 | 78.0 |
| AM95 | 第95百分位 成年男性 | 1.90 | 98.3 |
| 尺寸分级 | 年龄、性别、百分位 | 身高 / m | 体质量 / kg |
|---|---|---|---|
| 10YO | 10岁儿童 | 1.38 | 32.5 |
| AF05 | 第5百分位 成年女性 | 1.53 | 49.6 |
| AM05 | 第5百分位 成年男性 | 1.65 | 65.0 |
| AM50 | 第50百分位 成年男性 | 1.75 | 78.0 |
| AM95 | 第95百分位 成年男性 | 1.90 | 98.3 |
| 预测等级 | 序号 | vcar / (m·s-1) | vped / (m·s-1) | θ / (°) | Size | Pos / m | 实际等级 |
|---|---|---|---|---|---|---|---|
| A1“L”, vR / (m·s-1) = [0.0~6.0), vcar / (m·s-1) = [9.0~16.0] | 1 | 9.7 | 0.83 | 45 | 10YO | 0.3 | L |
| 2 | 11.1 | 1.11 | 135 | AM05 | 0.6 | L | |
| 3 | 9.7 | 1.11 | 45 | AF05 | -0.3 | L | |
| 4 | 12.5 | 0.83 | 45 | AF05 | -0.3 | L | |
| 5 | 11.1 | 0.83 | 180 | AM05 | 0.0 | L | |
| A2“M”, vR / (m·s-1) = [6.0~11.0), vcar / (m·s-1) = [7.6~9.0], AF05 | 1 | 8.3 | 1.11 | 135 | AM05 | 0.3 | M |
| 2 | 8.3 | 1.38 | 90 | AF05 | -0.3 | M | |
| 3 | 7.0 | 1.11 | 90 | AF05 | -0.6 | M | |
| 4 | 9.7 | 1.11 | 45 | AF05 | 0.0 | M | |
| 5 | 8.3 | 1.38 | 90 | AM50 | 0.3 | M | |
| A3“H”, vR / (m·s-1) = [11.0~16.7], vcar / (m·s-1) = [10.4~16.0] | 1 | 13.8 | 1.38 | 90 | 10YO | -0.6 | H |
| 2 | 16.7 | 1.67 | 180 | AM50 | 0.6 | H | |
| 3 | 15.2 | 1.52 | 0 | AM05 | 0.3 | H | |
| 4 | 15.2 | 1.67 | 90 | AM95 | -0.6 | H | |
| 5 | 12.5 | 1.52 | 90 | AM95 | 0.0 | H |
| 预测等级 | 序号 | vcar / (m·s-1) | vped / (m·s-1) | θ / (°) | Size | Pos / m | 实际等级 |
|---|---|---|---|---|---|---|---|
| A1“L”, vR / (m·s-1) = [0.0~6.0), vcar / (m·s-1) = [9.0~16.0] | 1 | 9.7 | 0.83 | 45 | 10YO | 0.3 | L |
| 2 | 11.1 | 1.11 | 135 | AM05 | 0.6 | L | |
| 3 | 9.7 | 1.11 | 45 | AF05 | -0.3 | L | |
| 4 | 12.5 | 0.83 | 45 | AF05 | -0.3 | L | |
| 5 | 11.1 | 0.83 | 180 | AM05 | 0.0 | L | |
| A2“M”, vR / (m·s-1) = [6.0~11.0), vcar / (m·s-1) = [7.6~9.0], AF05 | 1 | 8.3 | 1.11 | 135 | AM05 | 0.3 | M |
| 2 | 8.3 | 1.38 | 90 | AF05 | -0.3 | M | |
| 3 | 7.0 | 1.11 | 90 | AF05 | -0.6 | M | |
| 4 | 9.7 | 1.11 | 45 | AF05 | 0.0 | M | |
| 5 | 8.3 | 1.38 | 90 | AM50 | 0.3 | M | |
| A3“H”, vR / (m·s-1) = [11.0~16.7], vcar / (m·s-1) = [10.4~16.0] | 1 | 13.8 | 1.38 | 90 | 10YO | -0.6 | H |
| 2 | 16.7 | 1.67 | 180 | AM50 | 0.6 | H | |
| 3 | 15.2 | 1.52 | 0 | AM05 | 0.3 | H | |
| 4 | 15.2 | 1.67 | 90 | AM95 | -0.6 | H | |
| 5 | 12.5 | 1.52 | 90 | AM95 | 0.0 | H |
| 预测等级 | 序号 | vcar / (m·s-1) | vped / (m·s-1) | θ / (°) | Size | Pos / m | 实际等级 |
|---|---|---|---|---|---|---|---|
| B1“L”, HIC15 = [0~450.0), vcar / (m·s-1) = [7.6~9.0], Pos / (m)= [0~0.45] | 1 | 8.3 | 1.1 | 135 | 10YO | 0.0 | L |
| 2 | 7.0 | 0.8 | 45 | 10YO | 0.0 | L | |
| 3 | 7.0 | 0.8 | 45 | AM05 | -0.3 | L | |
| 4 | 9.7 | 0.8 | 135 | AM50 | 0.0 | L | |
| 5 | 8.3 | 1.1 | 45 | AF05 | -0.6 | L | |
| B2“M”, HIC15 = (450.0~1000.0], vcar / (m·s-1) = [7.6~9.0], θ / (°) = [67.3~180] | 1 | 9.7 | 1.1 | 135 | AM05 | 0.3 | M |
| 2 | 8.3 | 1.4 | 90 | AM50 | 0.6 | M | |
| 3 | 9.7 | 1.4 | 90 | AF05 | -0.3 | M | |
| 4 | 11.0 | 1.4 | 180 | AF05 | -0.3 | M | |
| 5 | 8.3 | 1.1 | 90 | AM50 | 0.3 | M | |
| B3“H”, HIC15 = [1000~2500), vcar / (m·s-1) = [10.4~16.7], θ / (°) = [67.3~180] | 1 | 12.5 | 1.4 | 180 | AM95 | 0.6 | H |
| 2 | 13.8 | 1.4 | 135 | AM50 | -0.6 | M | |
| 3 | 16.7 | 1.7 | 135 | AM05 | 0.6 | H | |
| 4 | 16.7 | 1.7 | 90 | AM95 | 0.6 | H | |
| 5 | 15.2 | 1.7 | 180 | AM95 | -0.6 | H |
| 预测等级 | 序号 | vcar / (m·s-1) | vped / (m·s-1) | θ / (°) | Size | Pos / m | 实际等级 |
|---|---|---|---|---|---|---|---|
| B1“L”, HIC15 = [0~450.0), vcar / (m·s-1) = [7.6~9.0], Pos / (m)= [0~0.45] | 1 | 8.3 | 1.1 | 135 | 10YO | 0.0 | L |
| 2 | 7.0 | 0.8 | 45 | 10YO | 0.0 | L | |
| 3 | 7.0 | 0.8 | 45 | AM05 | -0.3 | L | |
| 4 | 9.7 | 0.8 | 135 | AM50 | 0.0 | L | |
| 5 | 8.3 | 1.1 | 45 | AF05 | -0.6 | L | |
| B2“M”, HIC15 = (450.0~1000.0], vcar / (m·s-1) = [7.6~9.0], θ / (°) = [67.3~180] | 1 | 9.7 | 1.1 | 135 | AM05 | 0.3 | M |
| 2 | 8.3 | 1.4 | 90 | AM50 | 0.6 | M | |
| 3 | 9.7 | 1.4 | 90 | AF05 | -0.3 | M | |
| 4 | 11.0 | 1.4 | 180 | AF05 | -0.3 | M | |
| 5 | 8.3 | 1.1 | 90 | AM50 | 0.3 | M | |
| B3“H”, HIC15 = [1000~2500), vcar / (m·s-1) = [10.4~16.7], θ / (°) = [67.3~180] | 1 | 12.5 | 1.4 | 180 | AM95 | 0.6 | H |
| 2 | 13.8 | 1.4 | 135 | AM50 | -0.6 | M | |
| 3 | 16.7 | 1.7 | 135 | AM05 | 0.6 | H | |
| 4 | 16.7 | 1.7 | 90 | AM95 | 0.6 | H | |
| 5 | 15.2 | 1.7 | 180 | AM95 | -0.6 | H |
| [1] |
Otte D, Jänsch M, Haasper C. Injury protection and accident causation parameters for vulnerable road users based on German In-Depth Accident Study GIDAS[J]. Accid Anal Prev, 2012, 44(1): 149-153.
doi: 10.1016/j.aap.2010.12.006 pmid: 22062349 |
| [2] | World Health Organization. Global status report on road safety 2018[R]. Geneva, 2018. |
| [3] | 中华人民共和国公安部. 中华人民共和国道路交通事故统计年报(2020年度)[R]. 公安部交通管理局, 2020. |
| Ministry of Public Security of the People’s Republic of China. Annual report on road traffic accidents of the People’s Republic of China (2020)[R]. Traffic Administration of the Ministry of Public Security, 2020. (in Chinese) | |
| [4] |
PENG Yong, Deck C, YANG Jikuang, et al. Effects of pedestrian gait, vehicle-front geometry and impact velocity on kinematics of adult and child pedestrian head[J]. Int J Crashworthiness, 2012, 17(5): 553-561.
doi: 10.1080/13588265.2012.698578 URL |
| [5] |
Sahoo D, Deck C, Yoganandan N. Influence of stiffness and shape of contact surface on skull fractures and biomechanical metrics of the human head of different population under lateral impacts[J]. Accid Anal Prev, 2015, 80(5): 97-105.
doi: 10.1016/j.aap.2015.04.004 URL |
| [6] | 余超, 兰靛靛, 王方, 等. 乘用车前挡风玻璃角度对行人头部/颅脑损伤影响研究[J]. 振动与冲击, 2020, 39(6): 189-197. |
| YU Chao, LAN Diandian, WANG Fang, et al. Influence of windscreen inclination angle on the head/brain injury in a pedestrian impact accident[J]. J Vib Shock, 2020, 39(6): 189-197. (in Chinese) | |
| [7] | 吴贺, 韩勇, 石亮亮, 等. 基于视频信息的高精度事故重建方法研究[J]. 汽车工程, 2020, 42(6): 778-783. |
| WU He, HAN Yong, SHI Liangliang, et al. Research on high precision accident reconstruction method based on video information[J]. Auto Engi, 2020, 42(6): 778-783. (in Chinese) | |
| [8] | 韩勇, 李永强, 许永虹, 等. 基于VRUs深度事故重建的AEB效能对头部损伤风险的影响[J]. 汽车安全与节能学报, 2021, 12(4): 490-498. |
| HAN Yong, LI Yongqiang, XU Yonghong, et al. Effectiveness of AEB system for head injury risk based on VRUs in-depth accident reconstruction[J]. J Auto Safe Energy, 2021, 12(4): 490-498. (in Chinese) | |
| [9] |
LI Fan, YANG Jikuang. A study of head-brain injuries in car-to-pedestrian crashes with reconstructions using in-depth accident data in China[J]. Int J Crashworthiness, 2010, 15(2): 117-124.
doi: 10.1080/13588260903048190 URL |
| [10] |
LIU Xuejun, YANG Jikuang. A study of influences of vehicle speed and front structure on pedestrian impact responses using mathematical models[J]. Traffic Inj Prev, 2002, 3(1): 31-42.
doi: 10.1080/15389580210517 URL |
| [11] | 王岩. 基于人车事故数据的行人碰撞后运动及损伤规律研究[D]. 北京: 清华大学, 2017. |
| WANG Yan. Post-crash movement and injury patterns of pedestrians based on human-vehicle accident data[D]. Beijing: Tsinghua University, 2017. (in Chinese) | |
| [12] | CHEN Wentao, ZHOU Qing, NIE Bingbing, et al. Generating a large-scale numerical database of motor vehicle crashes for rapid injury severity prediction[C]// Int’l Res Counc Biomech Injury (IRCOBI Asia), Beijing, China, 2020: 25-28. |
| [13] | Iason B,NIE Bingging. A framework for near real-time occupant injury risk prediction using a sequence-to-sequence deep learning approach[C]// Int’l Res Council on Biomech Injury (IRCOBI), Florence, Italy, 2019: 19-20. |
| [14] |
Iason B, YANG Saichao, ZHOU Qing, et al. A framework for rapid on-board deterministic estimation of occupant injury risk in motor vehicle crashes with quantitative uncertainty evaluation[J]. Sci China Technol Sc, 2020, 64(3): 521-534.
doi: 10.1007/s11431-019-1565-9 |
| [15] |
GAO Wenrui, BAI Zhonghao, ZHU Feng, et al. A study on the cyclist head kinematic responses in electric-bicycle-to-car accidents using decision-tree model[J]. Accid Anal Prev, 2021, 160 (1): 106305.
doi: 10.1016/j.aap.2021.106305 URL |
| [16] | 李欢, 白中浩, 高文睿, 等. 基于决策树模型的电动自行车与SUV碰撞中骑车人头部响应[J]. 汽车安全与节能学报, 2021, 12(1): 43-51. |
| LI Huan, BAI Zhonghao, GAO Wenrui, et al. Cyclist head response in electric bicycle-SUV collision based on decision tree model[J]. J Auto Safe Energy, 2021, 12(1): 43-51. (in Chinese) | |
| [17] | Anderson R, Mcclean J, Dokko Y. Determining accurate contact definitions in multibody simulations for DOE type reconstruction of head impacts in pedestrian accidents[C]// 19th Int’l Tech Conf Enha Safe Vehi (ESV), Washington D.C, USA, 2005, Paper Number: 05-0175. |
| [18] |
Elliott J, Simms C, Wood D. Pedestrian head translation, rotation and impact velocity: The influence of vehicle speed, pedestrian speed and pedestrian gait[J]. Accid Anal Prev, 2012, 45: 342-353.
doi: 10.1016/j.aap.2011.07.022 pmid: 22269518 |
| [19] | 王国林, 鲁砚. 人车碰撞事故仿真与行人保护研究[J]. 汽车工程, 2009, 31(1): 14-17. |
| WANG Guolin, LU Yan. Study on simulation of human-vehicle crashes and pedestrian protection[J]. Auto Engi, 2009, 31(1): 14-17. | |
| [20] | Ito D, Yamada H, Oida K, et al. Finite element analysis of kinematic behavior of cyclist and performance of cyclist helmet for human head injury in vehicle-to-cyclist collision[C]// Int’l Res Council Biomech Injury (IRCOBI), Berlin, Germany. 2014: 119-131. |
| [21] |
Mizuno K, Yamada H, Mizuguchi H, et al. The influence of lower extremity postures on kinematics and injuries of cyclists in vehicle side collisions[J]. Traffic Inj Prev, 2016, 17(6): 618-624.
doi: 10.1080/15389588.2015.1126671 pmid: 26760737 |
| [22] | 聂进, 李桂兵, 王薛超. 乘用车前端结构几何参数对行人头部动力学响应和损伤风险的影响[J]. 汽车工程, 2014, 36(12): 1473-1482. |
| NIE Jin, LI Guibin, WANG Xuechao. Influence of front-end structural geometry parameters of passenger vehicles on pedestrian head dynamics response and injury risk[J]. Auto Engi, 2014, 36(12): 1473-1482. (in Chinese) | |
| [23] | HAN Yong, Matsui Y. Effects of vehicle impact velocity, vehicle front-end shapes on pedestrian injury risk[J]. Traf Inju Prev, 2012, 13(5): 507-518. |
| [24] | 曾必强, 高继东, 彭伟. 基于事故再现的行人头部碰撞研究[J]. 汽车工程, 2016, 38(8): 961-966. |
| ZENG Biqiang, GAO Jidong, PENG Wei. Accident reproduction-based pedestrian head-on collision study[J]. Auto Engi, 2016, 38(8): 961-966. (in Chinese) | |
| [25] | Hertz E. A note on the head injury criterion (HIC) as a predictor of the risk of skull fracture[C]// Proc Asso Adva Auto Med Annu Conf, San Antonio, USA. 1993: 303-312. |
| [26] | 水野幸治. 汽车碰撞安全[M]. 韩勇, 陈一维译. 北京: 人民交通出版社, 2012: 221-254. |
| Mizuno K. Crash Safety of Passenger Vehicles[M]. HAN Yong, CHEN Yiwei Translated. Beijing: China Communications Press, 2012: 221-254. (in Chinese) | |
| [27] | Breiman L, Friedman J, Olshen R, et al. Classification and regression trees[J]. Open J Fore, 2016, 6(3): 582-588. |
| [28] | 王亚军, 王栋, 施欲亮. Euro-NCAP 行人保护试验协议 V7.0 解析[J]. 汽车工程学报, 2014, 4(4): 304-308. |
| WANG Yajun, WANG Dong, SHI Yuliang. Analysis of Euro-NCAP pedestrian testing protocol Version 7.0[J]. Chin J Auto Engi, 2014, 4(4): 304-308. (in Chinese) | |
| [29] | Eppger R, Sun E, Bandak F, et al. Development of improved injury criteria for the assessment of advanced automotive restraint systems[S/OL]. (2023-03-28). National Highway Traffic Safety Administration, 1999. https://www.nhtsa.gov/sites/nhtsa.gov/files/rev_criteria.pdf. |
| [30] | Euro NCAP. European new car assessment programme: Pedestrian testing protocol (2019)[S/OL]. (2023-03-28).http://wwweuroncap.com/media/53153/euro-ncap-ped-test-protoc.pdf. |
| [31] | 中国汽车技术研究中心 CATARC. 中国新车评价规程[S/OL]. (2023-03-28).http://www.c-ncap.org.cn/cms/picture/357380003076288512.pdf. |
| China Automotive Technology and Research Center (CATARC).C-NCAP (China New Car Assessment Program) management regulation (2021 edition)[S/OL]. (2023-03-28).http://www.c-ncap.org.cn/cms/picture/357380003076288512.pdf. (in Chinese) |
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