A GA-based parameters tuning method for an ADRC controller of ISP for aerial remote sensing applications. (October 2018)
- Record Type:
- Journal Article
- Title:
- A GA-based parameters tuning method for an ADRC controller of ISP for aerial remote sensing applications. (October 2018)
- Main Title:
- A GA-based parameters tuning method for an ADRC controller of ISP for aerial remote sensing applications
- Authors:
- Zhou, Xiangyang
Gao, Hao
Zhao, Beilei
Zhao, Libo - Abstract:
- Abstract: This paper presents a parameters tuning method based on the genetic algorithm (GA) for an active disturbance rejection control (ADRC) of a three-axis inertially stabilized platform (ISP) with imaging sensors. To improve the stabilization accuracy and robustness of an aerial ISP under multi-source disturbances environment, an ADRC control scheme is first proposed. Then, to accurately identify and tune the parameters in the ADRC controller, a GA-based parameters tuning method is proposed. In this way, the performance of the ADRC is superior to the empirical method. To validate the proposed method, the simulations and experiments are carried out. The results show that the proposed ADRC with GA-based parameters tuning method has significant disturbance rejection ability which can improve the stabilization accuracy obviously. Compared with the ADRC with empirically tuning method, the stabilization error (RMS) under movable base is decreased up to 50.09%. Highlights: An ADRC control scheme is proposed to improve the stabilization accuracy and disturbance rejection ability of an ISP. A GA-based parameters tuning method is proposed to accurately identify and tune the parameters of the ADRC controller. The empirical parameters tuning method and the proposed GA-based method are both applied in the work as a comparison. Simulations and experiments are carried out to validate the proposed method.
- Is Part Of:
- ISA transactions. Volume 81(2018)
- Journal:
- ISA transactions
- Issue:
- Volume 81(2018)
- Issue Display:
- Volume 81, Issue 2018 (2018)
- Year:
- 2018
- Volume:
- 81
- Issue:
- 2018
- Issue Sort Value:
- 2018-0081-2018-0000
- Page Start:
- 318
- Page End:
- 328
- Publication Date:
- 2018-10
- Subjects:
- Inertially stabilized platform -- Active disturbance rejection control -- Disturbance rejection -- Parameters tuning -- Genetic algorithm
Engineering instruments -- Periodicals
Engineering instruments
Periodicals
Electronic journals
629.805 - Journal URLs:
- http://www.sciencedirect.com/science/journal/00190578 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.isatra.2018.08.001 ↗
- Languages:
- English
- ISSNs:
- 0019-0578
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4582.700000
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