Active disturbance rejection control applied to automated steering for lane keeping in autonomous vehicles. (May 2018)
- Record Type:
- Journal Article
- Title:
- Active disturbance rejection control applied to automated steering for lane keeping in autonomous vehicles. (May 2018)
- Main Title:
- Active disturbance rejection control applied to automated steering for lane keeping in autonomous vehicles
- Authors:
- Chu, Zhengrong
Sun, Yuming
Wu, Christine
Sepehri, Nariman - Abstract:
- Abstract: The automated steering for lane keeping is an important technique used in the autonomous vehicles. To achieve satisfactory lane keeping performance, the steering control scheme is required to be robust against the vehicle uncertainties and the external disturbances, and be easy to be implemented. To this end, the active disturbance rejection control (ADRC) is applied to the steering controller design in this paper. The ADRC scheme estimates the vehicle uncertainties and the external disturbances in real-time and then compensates them actively. The stability analysis based on the concept of Lyapunov exponents shows that the ADRC control system is exponentially stable around the equilibrium point. Simulations under varying vehicle parameters and disturbances show that the ADRC scheme is able to keep the vehicle within the lane with maximum lateral offset of 0.1 m. Finally, the ADRC scheme is implemented on a scale vehicle. Some necessary electronic devices are installed into the scale vehicle to realize the automated steering. The comparisons between the ADRC scheme and the PID controller show that the scale vehicle controlled by the ADRC scheme performs better with maximum 0.03 m and 0.16 m lateral offsets during the straight and curved lane keeping, respectively. It is also shown that the ADRC scheme is able to perform the lane change. Since the ADRC scheme and the software developed in this paper are independent on a specific platform, they can be implemented on aAbstract: The automated steering for lane keeping is an important technique used in the autonomous vehicles. To achieve satisfactory lane keeping performance, the steering control scheme is required to be robust against the vehicle uncertainties and the external disturbances, and be easy to be implemented. To this end, the active disturbance rejection control (ADRC) is applied to the steering controller design in this paper. The ADRC scheme estimates the vehicle uncertainties and the external disturbances in real-time and then compensates them actively. The stability analysis based on the concept of Lyapunov exponents shows that the ADRC control system is exponentially stable around the equilibrium point. Simulations under varying vehicle parameters and disturbances show that the ADRC scheme is able to keep the vehicle within the lane with maximum lateral offset of 0.1 m. Finally, the ADRC scheme is implemented on a scale vehicle. Some necessary electronic devices are installed into the scale vehicle to realize the automated steering. The comparisons between the ADRC scheme and the PID controller show that the scale vehicle controlled by the ADRC scheme performs better with maximum 0.03 m and 0.16 m lateral offsets during the straight and curved lane keeping, respectively. It is also shown that the ADRC scheme is able to perform the lane change. Since the ADRC scheme and the software developed in this paper are independent on a specific platform, they can be implemented on a full-size vehicle. Highlights: A practical solution to automated steering for vehicle lane keeping is proposed. The active disturbance rejection control based scheme is easy-to-use and reliable. Stability of the control system is studied using the concept of Lyapunov exponents. The proposed scheme is validated in both simulations and experiments. The software developed for implementing the proposed scheme is portable. … (more)
- Is Part Of:
- Control engineering practice. Volume 74(2018)
- Journal:
- Control engineering practice
- Issue:
- Volume 74(2018)
- Issue Display:
- Volume 74, Issue 2018 (2018)
- Year:
- 2018
- Volume:
- 74
- Issue:
- 2018
- Issue Sort Value:
- 2018-0074-2018-0000
- Page Start:
- 13
- Page End:
- 21
- Publication Date:
- 2018-05
- Subjects:
- Active disturbance rejection control (ADRC) -- Automated steering control -- Autonomous vehicles -- Lane keeping
Automatic control -- Periodicals
629.89 - Journal URLs:
- http://www.sciencedirect.com/science/journal/09670661 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.conengprac.2018.02.002 ↗
- Languages:
- English
- ISSNs:
- 0967-0661
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3462.020000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 6210.xml