Chapter
Jul 2, 2019
A Data-Based Approach to Path Following Controller Design for Autonomous Vehicles
Authors: Baiming Chen [email protected], Liang Li [email protected], Wenhao Zhang [email protected], Honglei Dong, Ph.D. [email protected], Yan Wang, Ph.D. [email protected], and Lingyun Xiao, Ph.D. [email protected]Author Affiliations
Publication: CICTP 2019
Abstract
Path following controller has played an important role in autonomous driving since it directly affects the driving quality as well as the comfort level of vehicle riders. Previous path following controller faces the difficulties of dynamics model building and parameter tuning, and is not able to mimic the driving style of human drivers. Therefore, this paper proposes a data-based trajectory following controller, which is a model-free controller, and the parameters are self-learned from naturalistic driving data. Moreover, the controller learns the driving style of the experimenters, which make the vehicle riders more comfortable. Naturalistic driving data is collected on a HAVAL H7 vehicle equipped with GPS-RTK system. Deep learning technique is applied to generalize the driving data and then generate the controller. To validate the performance of the path following controller, simulations are conducted using CarSim and MATLAB/Simulink. The results indicate that the controller has a strong ability of generalization, and is able to finish the test scenarios at a high driving quality.
Get full access to this chapter
View all available purchase options and get full access to this chapter.
Information & Authors
Information
Published In
Copyright
© 2019 American Society of Civil Engineers.
History
Published online: Jul 2, 2019
Permissions
Request permissions for this article.
Authors
Affiliations
Ph.D. Candidate, State Key Laboratory of Automotive Safety and Energy, Tsinghua Univ., Beijing, China. E-mail: [email protected]
Professor, State Key Laboratory of Automotive Safety and Energy, Tsinghua Univ., Beijing, China. E-mail: [email protected]
Graduate Student, State Key Laboratory of Automotive Safety and Energy, Tsinghua Univ., Beijing, China. E-mail: [email protected]
China National Institute of Standardization, Beijing, China. E-mail: [email protected]
China National Institute of Standardization, Beijing, China. E-mail: [email protected]
China National Institute of Standardization, Beijing, China. E-mail: [email protected]
Metrics & Citations
Metrics
Citations
Download citation
If you have the appropriate software installed, you can download article citation data to the citation manager of your choice. Simply select your manager software from the list below and click Download.
View Options
Get Access
Access content
Please select your options to get access
Log in/Register
Log in via your institution (Shibboleth)
ASCE Members:
Please log in to see member pricing
Purchase
Save for later Item saved, go to cart Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.
Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
Get Access
Access content
Please select your options to get access
Log in/Register
Log in via your institution (Shibboleth)
ASCE Members:
Please log in to see member pricing
Purchase
Save for later Item saved, go to cart Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.
Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.