秦增科等：基于人机协同的车道保持辅助系统研究进展 363· warning system based on principal component analysis of 国公路学报，2017,30(6)：1) grayscale distribution and risk evaluation model.J Cent South [39]Mulder M,Abbink D A,Boer E R.Sharing control with haptics: Umm,2014,21(4):1633 Seamless driver support from manual to automatic control.Human [26]Glaser S,Mammar S,Sentouh C.Integrated driver-vehicle- Fac1ors,2012,54(5):786 infrastructure road departure waming unit.IEEE Trans Veh [40]Saito Y,Mitsumoto T,Raksincharoensak P.Effectiveness of a risk Technol,,2010,59(6:2757 predictive shared steering control based on potential risk prediction [27]Van Winsum W,Brookhuis K A,de Waard D.A comparison of of collision with vulnerable road users.IFAC-PapersOnLine, different ways to approximate time-to-line crossing (TLC)during 2016,49(19):84 car driving.Accident Anal Prev,2000,32(1):47 [41]Inoue S,Ozawa T,Inoue H,et al.Cooperative lateral control [28]Jia L S.Research of Key Technologies for Lane Departure between driver and ADAS by haptic shared control using steering Warning System Considering the Driver Characteristics torque assistance combined with direct yaw moment control //19th [Dissertation].Wuhan:Huazhong University of Science and IEEE International Conference on Intelligent Transportation Technology,2011 Systems (ITSC).Rio de Janeiro,2016:316 (贾立山.体现驾驶员特性的车道偏离预警系统关键技术研究 [42]Tian Y T,Zhao Y B,Shi Y R,et al.The indirect shared steering [学位论文].武汉：华中科技大学，2011) control under double loop structure of driver and automation. [29]Luo Q,Yuan J,Hu S G,et al.Review on the research of lane IEEE/CAA J Autom Sin,2020,7(5):1403 departure pre-wamning system.Tech Autom Appl,2015,34(8):1 [43]Sentouh C,Debernard S,Popieul J C,et al.Toward a shared lateral (罗强，袁杰，胡三根，等.车道偏离预警系统研究综述.自动化 control between driver and steering assist controller.IFAC Proc 技术与应用，2015,34(8)：1) ol,2010,43(13):404 [30]Pilutti T,Ulsoy A G.Fuzzy-logic-based virtual rumble strip for [44]Soualmi B,Sentouh C,Popieul J C,et al.Fuzzy Takagi-Sugeno road departure warning systems.IEEE Trans Intell Transp Syst, LQ controller for a shared control of vehicle /14th International 2003,4(1):1 IEEE Conference on Intelligent Transportation Systems. [31]Wu Y W.Research on Key Technologies of Lane Departure Washington,2011:956 Driving Assistance System Based on Human-Machine Cooperation [45]Anderson S J,Peters S C,Pilutti T E,et al.Experimental study of [Dissertation].Changsha:Hunan University,2013 an optimal-control-based framework for trajectory planning,threat (吴乙万，人机协同下的车道偏离辅助驾驶关键技术研究学位 assessment,and semi-autonomous control of passenger vehicles in 论文].长沙：湖南大学，2013) hazard avoidance scenarios /Field and Service Robotics.Berlin [32]Angkititrakul P,Terashima R,Wakita T.On the use of stochastic Springer,2010:59 driver behavior model in lane departure waming.IEEE Trans [46]Falcone P,Borrelli F,Asgari J,et al.Predictive active steering Intell Transp Syst,2011,12(1):174 control for autonomous vehicle systems.IEEE Trans Control Syst [33]Guo L,Ge P S,Xia W X,et al.Lane-keeping control systems Technol,.2007,15(3):566 based on human-machine cooperative driving.ChinaJ Highway [47]Iwano K,Raksincharoensak P,Nagai M.A study on shared control Transport,2019,32(12):46 between the driver and an active steering control system in (郭烈，葛平淑，夏文旭，等.基于人机共驾的车道保持辅助控制 emergency obstacle avoidance situations./FAC Proc Vol,2014, 系统研究.中国公路学报，2019,32(12)：46) 47(3:6338 [34]Navarro J.Human-machine interaction theories and lane departure [48]Wang W S,Xi J Q,Chen H Y.Modeling and recognizing driver warnings.Theoret Issues Ergonom Sci,2017,18(6):519 behavior based on driving data:A survey.Math Problems Eng, [35]Ding J Y.Driver-Adaptive Lane Keeping Assistance Control 2014,2014:245641 [Dissertation].Beijing:Tsinghua University,2015 [49]Duan L,Chen F.The future of advanced driving assistance system (丁洁云.自适应驾驶员特性的车道保持辅助控制[学位论文] development in China /Proceedings of 2011 IEEE International 北京：清华大学，2015) Conference on Vehicular Electronics and Safety.Beijing,2011: [36]Wang WS,Zhao D.Han W,et al.A learning-based approach for 238 lane departure warning systems with a personalized driver model. [50]Benloucif MA,Nguyen A T,Sentouh C,et al.A new scheme for IEEE Trans Veh Technol,2018,67(10):9145 haptic shared lateral control in highway driving using trajectory [37]Albousefi AA,Ying H,Filev D,et al.A two-stage-training planning.IFAC-PapersOnLine,2017,50(1):13834 support vector machine approach to predicting unintentional [51]Nguyen A T,Sentouh C,Popieul J C.Online adaptation of the vehicle lane departure.J Intell Transp Syst,2017,21(1):41 authority level for shared lateral control of driver steering assist [38]Editorial Department of China Journal of Highway and Transport system using dynamic output feedback controller //41st Annual Review on China's automotive engineering research progress Conference of the IEEE Industrial Electronics Society.Yokohama 2017.China J Higlvay Transport,2017,30(6):1 2015:003767 (《中国公路学报》编辑部.中国汽车工程学术研究综述2017.中 [52]Sentouh C,Nguyen A T,Benloucif M A,et al.Driver-automationwarning  system  based  on  principal  component  analysis  of grayscale  distribution  and  risk  evaluation  model. J Cent South Univ, 2014, 21（4）: 1633 Glaser  S,  Mammar  S,  Sentouh  C.  Integrated  driver-vehicle￾infrastructure  road  departure  warning  unit. IEEE Trans Veh Technol, 2010, 59（6）: 2757 [26] Van Winsum W, Brookhuis K A, de Waard D. A comparison of different ways to approximate time-to-line crossing (TLC) during car driving. Accident Anal Prev, 2000, 32（1）: 47 [27] Jia  L  S. Research of Key Technologies for Lane Departure Warning System Considering the Driver Characteristics [Dissertation].  Wuhan:  Huazhong  University  of  Science  and Technology, 2011 （贾立山. 体现驾驶员特性的车道偏离预警系统关键技术研究 [学位论文]. 武汉: 华中科技大学, 2011） [28] Luo  Q,  Yuan  J,  Hu  S  G,  et  al.  Review  on  the  research  of  lane departure pre-warning system. Tech Autom Appl, 2015, 34（8）: 1 （罗强, 袁杰, 胡三根, 等. 车道偏离预警系统研究综述. 自动化 技术与应用, 2015, 34（8）：1） [29] Pilutti  T,  Ulsoy  A  G.  Fuzzy-logic-based  virtual  rumble  strip  for road  departure  warning  systems. IEEE Trans Intell Transp Syst, 2003, 4（1）: 1 [30] Wu  Y  W. Research on Key Technologies of Lane Departure Driving Assistance System Based on Human-Machine Cooperation [Dissertation]. Changsha: Hunan University, 2013 （吴乙万. 人机协同下的车道偏离辅助驾驶关键技术研究[学位 论文]. 长沙: 湖南大学, 2013） [31] Angkititrakul P, Terashima R, Wakita T. On the use of stochastic driver  behavior  model  in  lane  departure  warning. IEEE Trans Intell Transp Syst, 2011, 12（1）: 174 [32] Guo  L,  Ge  P  S,  Xia  W  X,  et  al.  Lane-keeping  control  systems based  on  human-machine  cooperative  driving. China J Highway Transport, 2019, 32（12）: 46 （郭烈, 葛平淑, 夏文旭, 等. 基于人机共驾的车道保持辅助控制 系统研究. 中国公路学报, 2019, 32（12）：46） [33] Navarro J. Human–machine interaction theories and lane departure warnings. Theoret Issues Ergonom Sci, 2017, 18（6）: 519 [34] Ding  J  Y. Driver-Adaptive Lane Keeping Assistance Control [Dissertation]. Beijing: Tsinghua University, 2015 （丁洁云. 自适应驾驶员特性的车道保持辅助控制[学位论文]. 北京: 清华大学, 2015） [35] Wang W S, Zhao D, Han W, et al. A learning-based approach for lane departure warning systems with a personalized driver model. IEEE Trans Veh Technol, 2018, 67（10）: 9145 [36] Albousefi  A  A,  Ying  H,  Filev  D,  et  al.  A  two-stage-training support  vector  machine  approach  to  predicting  unintentional vehicle lane departure. J Intell Transp Syst, 2017, 21（1）: 41 [37] Editorial Department of China Journal of Highway and Transport. Review  on  China ’s  automotive  engineering  research  progress: 2017. China J Highway Transport, 2017, 30（6）: 1 （《中国公路学报》编辑部. 中国汽车工程学术研究综述•2017. 中 [38] 国公路学报, 2017, 30（6）：1） Mulder M, Abbink D A, Boer E R. Sharing control with haptics: Seamless driver support from manual to automatic control. Human Factors, 2012, 54（5）: 786 [39] Saito Y, Mitsumoto T, Raksincharoensak P. Effectiveness of a risk predictive shared steering control based on potential risk prediction of  collision  with  vulnerable  road  users. IFAC-PapersOnLine, 2016, 49（19）: 84 [40] Inoue  S,  Ozawa  T,  Inoue  H,  et  al.  Cooperative  lateral  control between driver and ADAS by haptic shared control using steering torque assistance combined with direct yaw moment control // 19th IEEE International Conference on Intelligent Transportation Systems (ITSC). Rio de Janeiro, 2016: 316 [41] Tian Y T, Zhao Y B, Shi Y R, et al. The indirect shared steering control  under  double  loop  structure  of  driver  and  automation. IEEE/CAA J Autom Sin, 2020, 7（5）: 1403 [42] Sentouh C, Debernard S, Popieul J C, et al. Toward a shared lateral control  between  driver  and  steering  assist  controller. IFAC Proc Vol, 2010, 43（13）: 404 [43] Soualmi  B,  Sentouh  C,  Popieul  J  C,  et  al.  Fuzzy  Takagi-Sugeno LQ controller for a shared control of vehicle // 14th International IEEE Conference on Intelligent Transportation Systems. Washington, 2011: 956 [44] Anderson S J, Peters S C, Pilutti T E, et al. Experimental study of an optimal-control-based framework for trajectory planning, threat assessment, and semi-autonomous control of passenger vehicles in hazard avoidance scenarios // Field and Service Robotics. Berlin: Springer, 2010: 59 [45] Falcone  P,  Borrelli  F,  Asgari  J,  et  al.  Predictive  active  steering control for autonomous vehicle systems. IEEE Trans Control Syst Technol, 2007, 15（3）: 566 [46] Iwano K, Raksincharoensak P, Nagai M. A study on shared control between  the  driver  and  an  active  steering  control  system  in emergency  obstacle  avoidance  situations. IFAC Proc Vol,  2014, 47（3）: 6338 [47] Wang W S, Xi J Q, Chen H Y. Modeling and recognizing driver behavior  based  on  driving  data:  A  survey. Math Problems Eng, 2014, 2014: 245641 [48] Duan L, Chen F. The future of advanced driving assistance system development in China // Proceedings of 2011 IEEE International Conference on Vehicular Electronics and Safety.  Beijing,  2011: 238 [49] Benloucif M A, Nguyen A T, Sentouh C, et al. A new scheme for haptic  shared  lateral  control  in  highway  driving  using  trajectory planning. IFAC-PapersOnLine, 2017, 50（1）: 13834 [50] Nguyen  A  T,  Sentouh  C,  Popieul  J  C.  Online  adaptation  of  the authority  level  for  shared  lateral  control  of  driver  steering  assist system  using  dynamic  output  feedback  controller  //  41st Annual Conference of the IEEE Industrial Electronics Society. Yokohama, 2015: 003767 [51] [52] Sentouh C, Nguyen A T, Benloucif M A, et al. Driver-automation 秦增科等： 基于人机协同的车道保持辅助系统研究进展 · 363 ·