A variable sampling period scheduling method for networked control system under resource constraints. Issue 4 (2nd October 2019)
- Record Type:
- Journal Article
- Title:
- A variable sampling period scheduling method for networked control system under resource constraints. Issue 4 (2nd October 2019)
- Main Title:
- A variable sampling period scheduling method for networked control system under resource constraints
- Authors:
- Tian, Zhongda
Ren, Yi
Wang, Gang - Abstract:
- ABSTRACT: In order to improve the performance of networked control system, a variable sampling period scheduling method for networked control system under resource constraints is presented based on network operation state. First, the scheduler obtains the current and past network utilisation, and packet transmission delay online. Based on the acquired network state, the improved particle swarm optimisation algorithm is used to optimise Gaussian process regression model to predict the network utilisation and packet transmission delay in the next sampling period. According to the error and error change rate of system control loop, the weight of the control loop is calculated based on fuzzy rules. Then, in accordance with the needs of network performance and control performance, the network bandwidth is allocated based on the predictive value of network utilisation and packet transmission delay. Finally, the new sampling period of each control loop is calculated. The simulation experiments are performed out based on True time toolbox. The simulation results show that the proposed variable sampling period scheduling methodcan improve output control performance of the system, reduce the packet transmission delay and integral absolute error value of the control loops, and improve network utilisation. The overall control performance of the system is improved. The variable sampling period scheduling method in this paper is effective.
- Is Part Of:
- Australian journal of electrical & electronics engineering. Volume 16:Issue 4(2019)
- Journal:
- Australian journal of electrical & electronics engineering
- Issue:
- Volume 16:Issue 4(2019)
- Issue Display:
- Volume 16, Issue 4 (2019)
- Year:
- 2019
- Volume:
- 16
- Issue:
- 4
- Issue Sort Value:
- 2019-0016-0004-0000
- Page Start:
- 289
- Page End:
- 304
- Publication Date:
- 2019-10-02
- Subjects:
- Networked control system (NCS) -- variable sampling period -- scheduling -- network utilisation -- packet transmission delay
Electrical engineering -- Periodicals
Electronics -- Periodicals
Periodicals
621.305 - Journal URLs:
- http://www.tandfonline.com/toc/tele20/current ↗
http://search.informit.com.au/search;res=e-library ↗
http://www.tandfonline.com/ ↗ - DOI:
- 10.1080/1448837X.2019.1661335 ↗
- Languages:
- English
- ISSNs:
- 1448-837X
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 1807.625000
British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 21618.xml