Dynamic Model Based Research on Intelligent Vehicle Steering and Obstacle Avoidance

Authors

  • Chihan Huang

DOI:

https://doi.org/10.54097/hset.v49i.8450

Keywords:

Lateral Dynamic Model, Clothoid Curve, Steering, Obstacle Avoidance, Simulation.

Abstract

In order to improve road safety, promote the development of autonomous driving, and realize the stability of unmanned vehicles during steering and obstacle avoidance, this paper establishes a lateral dynamic model and a cyclotron curve model based on the 3-degree-freedom vehicle dynamics model. Taking no collision between cars and timely obstacle avoidance as the optimization goal, this paper discretizes the model, a prediction model is established, a soft constraint solver is designed, and a relaxation factor is added to the performance index function. Based on the model prediction and control principle, the obstacle avoidance trajectory planning and tracking of unmanned vehicles is integrated and controlled, and the solution is converted into a quadratic programming problem according to the constraints and rolling optimization characteristics. Finally Matlab/Prescan joint simulation is used to verify the steering and obstacle avoidance quality of the model. The results show that the model has excellent safety, stability and comfort in non-highspeed situations.

Downloads

Download data is not yet available.

References

CHEN Hong; GUO Lulu; BIAN Ning. On automobile intelligentization and key technologies [J]. Science & Technology Review, 2017,35(11):52-59.

WANG Shaobo. Research on Interaction-Aware Predictive Trajectory Planning for Autonomous Vehicle in Dynamic Environments [D]. Chinese Doctoral Dissertations Full-text Database, 2020. DOI: 10.27517/d.cnki.gzkju.2020.001752.

Cao Jie; Shao Zixuan; Hou Liang. Research on autonomous vehicle U-turn problem based on hierarchical reinforcement learning [J]. Application Research of Computers, 2022, 39(10): 3008-3012+3045. DOI: 10.19734/j.issn.1001-3695.2022.03.0127.

WANG Yi-lin; WAN Hua-sen; ZENG Peng. Research on Optimization of Steering Control Method for Self-driving Vehicle Based on Simulation Platform [J]. Software Guide, 2018, 17(12): 29-33.

LU Sheng; HUANG Xianhang; SU Ling; XIAO Hong; PIAO Changhao. Automatic parking system modeling and verifying [J]. Journal of Chongqing University of Posts and Telecommunications (Natural Science), 2014, 26(04): 522-529.

Wang Jian; Zhao You-qun; Ji Xue-wu; Liu Ya-hui; Zang Li-guo. Path Tracking for Parallel Parking Based on Linear Extended State Observer [J]. Journal of South China University of Technology (Natural Science Edition), 2014, 42(11): 71-77.

Demirli K, Khoshnejad M. Autonomous parallel parking of a carlike mobile robot by a fuzzy sensor based controller. Fuzzy Sets and System, 2009; 160(19): 2876-2891

Lan Nan; Liu Yan; Yue Zhongyao; Ai Hongxia;Huang Xing. Research based on UN/ECE R79 autonomous driving steering standards [C]. Proceedings of the 2021 Automotive Steering Technology Branch of the Society of Automotive Engineers of China, 2021:12-22. DOI: 10.26914/c.cnkihy. 2021.029026.

ZHAI Li;ZHANG Xueying;ZHANG Xian;WANG Chengping. Local Dynamic Obstacle Avoidance Path Planning Algorithm for Unmanned Vehicles Based on Potential Field Method[J]. Transactions of Beijing Institute of Technology, 2022, 42(07): 696-705. DOI:10.15918/j.tbit1001-0645.2021.333.

Xiu Caijing; Guo Jishun; Liang Weiqiang. Research on obstacle avoidance strategy for autonomous driving[C]. Proceedings of China-SAE Congress 2020, 2020:94-98.DOI:10.26914/c.cnkihy.2020.023402.

SHENG Peng-cheng; ZENG Xiao-song; LUO Xin-wen; MA Jin-gang; RONG Hui. Multi-objective Dynamic Obstacle Avoidance Algorithm of Intelligent Electric Vehicles Based on Bayesian Theory[J]. China Journal of Highway and Transport, 2019, 32(06): 96-104. DOI: 10.19721/j.cnki.1001-7372.2019.06.010.

ZHAO Haipeng; SUN Xiaosong; DUAN Min. Intelligent Vehicle Dynamic Obstacle Avoidance Trajectory Prediction and Tracking Control [J]. Automobile Applied Technology, 2022,47(23): 39-44. DOI: 10.16638/j.cnki.1671-7988.2022.023.008.

PAN Wei; YAN Zhengtao; LOU Jingjun; ZHU Shijian. Research on magnetorheological damper parametric model based on magic formula [J]. Journal of Huazhong University of Science and Technology (Natural Science Edition, 2019, 47(03): 19-24. DOI: 10.13245/j.hust.190304.

ZHANG Peng. Research on Multi-stage Parallel Parking based on Clothoid Curve [D]. Chinese Master's Theses Full-text Database, 2021. DOI: 10.26976/d.cnki.gchau.2021.000661.

CHEN Yawei;SHAO Yiming;GAN Yuanyi. Design of Automatic Emergency Steering System Based on Model Predictive Control [J]. Journal of Chongqing University of Technology (Natural Science), 2020, 34(01): 9-14.

Downloads

Published

21-05-2023

How to Cite

Huang, C. (2023). Dynamic Model Based Research on Intelligent Vehicle Steering and Obstacle Avoidance. Highlights in Science, Engineering and Technology, 49, 84-92. https://doi.org/10.54097/hset.v49i.8450