Design of auto disturbance rejection controller for train traction control system based on artificial bee colony algorithm. (August 2020)
- Record Type:
- Journal Article
- Title:
- Design of auto disturbance rejection controller for train traction control system based on artificial bee colony algorithm. (August 2020)
- Main Title:
- Design of auto disturbance rejection controller for train traction control system based on artificial bee colony algorithm
- Authors:
- Wang, Biao
Yang, Jie
Jiao, Haining
Zhu, Kuan
Chen, Yuqi - Abstract:
- Highlights: Simulation model of train speed tracking control system. Nonlinear auto disturbance rejection controller based on train is proposed. Artificial intelligence algorithm optimizes controller parameters. Time-delay control model of train. Abstract: This paper focuses on train running speed tracking control of electric traction freight train. The physical model of freight train is more complex and the parameters are more unstable than other trains. Therefore, the traditional PID controller is affected by the unmodeled dynamic and unknown parameter changes, resulting in large and unstable train speed tracking error. The design of NLADRC(Nonlinear Active Disturbance Rejection Controller, NLADRC) algorithm based on the time-delay control model of train in this paper. It reduces the dependence on the train model itself and has good tracking performance. The NLADRC gives full play to the strong function and high efficiency of the nonlinear function, while the introduction of the artificial bee colony algorithm with excellent experience effectively solves the problem that the parameters of the NLADRC algorithm are difficult to be adjusted. In the simulation, part of the mechanical delay of the system are regarded as internal and external disturbance, the results show that compared with the traditional PID algorithm, this algorithm has the advantages of high tracking accuracy, strong anti-interference ability and faster response speed.
- Is Part Of:
- Measurement. Volume 160(2020)
- Journal:
- Measurement
- Issue:
- Volume 160(2020)
- Issue Display:
- Volume 160, Issue 2020 (2020)
- Year:
- 2020
- Volume:
- 160
- Issue:
- 2020
- Issue Sort Value:
- 2020-0160-2020-0000
- Page Start:
- Page End:
- Publication Date:
- 2020-08
- Subjects:
- Nonlinear Active Disturbance Rejection Controller -- Freight train -- Artificial bee colony algorithm -- Speed tracking
Weights and measures -- Periodicals
Measurement -- Periodicals
Measurement
Weights and measures
Periodicals
530.8 - Journal URLs:
- http://www.sciencedirect.com/science/journal/02632241 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.measurement.2020.107812 ↗
- Languages:
- English
- ISSNs:
- 0263-2241
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5413.544700
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