Intelligent Vehicle Lane Change Collision Avoidance System Based on the Safe Boundary of Trajectory Prediction
TAN Dongkui1, HU Gangjun1, ZHU Bo1, HU Xudong1, YAO Mingyao2
1. Automotive Research Institute, Hefei University of Technology, Hefei 230009; 2. School of Automotive and Transportation Engineering, Hefei University of Technology, Hefei 230009
TAN Dongkui, HU Gangjun, ZHU Bo, HU Xudong, YAO Mingyao. Intelligent Vehicle Lane Change Collision Avoidance System Based on the Safe Boundary of Trajectory Prediction[J]. Journal of Mechanical Engineering, 2024, 60(10): 317-328.
[1] 来飞,黄超群. 智能汽车自动紧急转向避撞的跟踪控制方法对比研究[J]. 中国公路学报,2021,34(6):250-264. LAI Fei,HUANG Chaoqun. Comparative study on tracking control methods for automatic emergency steering and collision avoidance of intelligent vehicles[J]. Chinese Journal of highway,2021,34(6):250-264. [2] LI G,YANG Y,ZHANG T,et al. Risk assessment based collision avoidance decision-making for autonomous vehicles in multi-scenarios[J]. Transportation Research Part C:Emerging Technologies,2021,122(1):1-17. [3] SHEN D,CHEN Y,LI L,et al. Collision-free path planning for automated vehicles risk assessment via predictive occupancy map[C]//IEEE Intelligent Vehicles Symposium,Las Vegas,NV,USA,2020:985-991. [4] LI G,QIU Y,YANG Y,et al. Lane change strategies for autonomous vehicles:A deep reinforcement learning approach based on transformer[J]. IEEE Transactions on Intelligent Vehicles,2023,8(3):2197-2211. [5] HUANG Y,DU J,YANG Z,et al. A survey on trajectory-prediction methods for autonomous driving[J]. IEEE Transactions on Intelligent Vehicles,2022,7(3):652-674. [6] 吴晓建,燕冬,王爱春,等. 融合前车轨迹预测的改进人工势场轨迹规划研究[J]. 汽车工程,2021,43(12):1752-1761. WU Xiaojian,YAN Dong,WANG Aichun,et al. Research on improved artificial potential field path planning integrating prediction of preceding vehicle trajectory[J]. Automotive Engineering,2021,43(12):1752-1761. [7] QIAO S,JIN K,HAN N,et al. Trajectory prediction algorithm based on Gaussian mixture model[J]. Journal of Software,2015,26(5):1048-1063. [8] XIE G,SHANG G,FEI R,et al. Motion trajectory prediction based on a CNN-LSTM sequential model[J]. Science China Information Sciences,2020,63(10):1-21. [9] 郭景华,何智飞,罗禹贡,等. 人机混驾环境下基于深度学习的车辆切入轨迹预测[J]. 汽车工程,2022,44(2):153-160. GUO Jinghua,HE Zhifei,LUO Yugong,et al. Vehicle cut-in trajectory prediction based on deep learning in a human-machine mixed driving environment[J]. Automotive Engineering,2022,44(2):153-160. [10] JU Z,ZHANG H,TAN Y. Distributed deception attack detection in platoon-based connected vehicle systems[J]. IEEE Transactions on Vehicular Technology,2020,69(5):4609-4620. [11] LIU X,WANG F,JIANG K,et al. Interactive trajectory prediction using a driving risk map-integrated deep learning method for surrounding vehicles on highways[J]. IEEE Transactions on Intelligent Transportation Systems,2022,23(10):19076-19087. [12] GAL Y,GHAHRAMANI Z. Dropout as a bayesian approximation:Representing model uncertainty in deep learning[C]//International Conference on Machine Learning,New York,NY,USA,2016:1050-1059. [13] TANG Z,YANG K,WANG H,et al. Prediction-uncertainty-aware decision-making for autonomous vehicles[J]. IEEE Transactions on Intelligent Vehicles,2022,7(4):849-862. [14] 陈无畏,谈东奎,汪洪波,等. 一类基于轨迹预测的驾驶员方向控制模型[J]. 机械工程学报,2016,52(14):106-115. CHEN Wuwei,TAN Dongkui,WANG Hongbo,et al. A class of driver directional control model based on trajectory prediction[J]. Journal of Mechanical Engineering,2016,52(14):106-115. [15] WANG J,WANG X,SHEN T,et al. Parallel vision for long-tail regularization:Initial results from IVFC autonomous driving testing[J]. IEEE Transactions on Intelligent Vehicles,2022,7(2):286-299. [16] 王珂,王艳阳,邓修金,等. 不确定性对车辆轨迹预测的影响研究综述[J]. 汽车技术,2022,562(7):1-14. WANG Ke,WANG Yanyang,DENG Xiujin,et al. A review on the study of impacts of uncertainties on vehicle trajectory prediction[J]. Automobile Technology,2022,562(7):1-14. [17] WU J,ZHANG Y,CHEN L,et al. A Chebyshev interval method for nonlinear dynamic systems under uncertainty[J]. Applied Mathematical Modelling,2013,37(6):4578-4591. [18] 王其东,王金波,陈无畏,等. 基于汽车行驶安全边界的EPS与ESP协调控制策略[J]. 机械工程学报,2016,52(6):99-107. WANG Qidong,WANG Jinbo,CHEN Wuwei,et al. Coordinated control strategy of EPS and ESP based on vehicle driving safe boundary[J]. Journal of Mechanical Engineering,2016,52(6):99-107. [19] WANG Y,WANG C,ZHAO W,et al. Decision-making and planning method for autonomous vehicles based on motivation and risk assessment[J]. IEEE Transactions on Vehicular Technology,2021,70(1):107-120. [20] 张新锋,李传友,夏八科. 基于稳态转向特性的智能车辆换道轨迹规划[J]. 汽车技术,2019,49(7):13-18. ZHANG Xinfeng,LI Chuanyou,XIA Bake. Lane changing trajectory planning for intelligent vehicle based on steady steering characteristics[J]. Automobile Technology,2019,49(7):13-18. [21] 王慧然,王其东,陈无畏,等. 基于车辆行驶安全边界的换道控制[J]. 机械工程学报,2020,56(18):143-153. WANG Huiran,WANG Qidong,CHEN Wuwei,et al. Lane change control based on vehicle driving safe boundary[J]. Journal of Mechanical Engineering,2020,56(18):143-153. [22] XIE G,GAO H,QIAN L,et al. Vehicle trajectory prediction by integrating physics-and maneuver-based approaches using interactive multiple models[J]. IEEE Transactions on Industrial Electronics,2017,65(7):5999-6008.