Distributed consensus control for multi‐agent systems using terminal sliding mode and Chebyshev neural networks. (6th December 2011)
- Record Type:
- Journal Article
- Title:
- Distributed consensus control for multi‐agent systems using terminal sliding mode and Chebyshev neural networks. (6th December 2011)
- Main Title:
- Distributed consensus control for multi‐agent systems using terminal sliding mode and Chebyshev neural networks
- Authors:
- Zou, An‐Min
Kumar, Krishna Dev
Hou, Zeng‐Guang - Abstract:
- <abstract abstract-type="main" id="rnc1829-abs-0001"> <title>SUMMARY</title> <p id="rnc1829-para-0001">This paper investigates the problem of consensus tracking control for second‐order multi‐agent systems in the presence of uncertain dynamics and bounded external disturbances. The communication flow among neighbor agents is described by an undirected connected graph. A fast terminal sliding manifold based on lumped state errors that include absolute and relative state errors is proposed, and then a distributed finite‐time consensus tracking controller is developed by using terminal sliding mode and Chebyshev neural networks. In the proposed control scheme, Chebyshev neural networks are used as universal approximators to learn unknown nonlinear functions in the agent dynamics online, and a robust control term using the hyperbolic tangent function is applied to counteract neural‐network approximation errors and external disturbances, which makes the proposed controller be continuous and hence chattering‐free. Meanwhile, a smooth projection algorithm is employed to guarantee that estimated parameters remain within some known bounded sets. Furthermore, the proposed control scheme for each agent only employs the information of its neighbor agents and guarantees a group of agents to track a time‐varying reference trajectory even when the reference signals are available to only a subset of the group members. Most importantly, finite‐time stability in both the reaching phase and the<abstract abstract-type="main" id="rnc1829-abs-0001"> <title>SUMMARY</title> <p id="rnc1829-para-0001">This paper investigates the problem of consensus tracking control for second‐order multi‐agent systems in the presence of uncertain dynamics and bounded external disturbances. The communication flow among neighbor agents is described by an undirected connected graph. A fast terminal sliding manifold based on lumped state errors that include absolute and relative state errors is proposed, and then a distributed finite‐time consensus tracking controller is developed by using terminal sliding mode and Chebyshev neural networks. In the proposed control scheme, Chebyshev neural networks are used as universal approximators to learn unknown nonlinear functions in the agent dynamics online, and a robust control term using the hyperbolic tangent function is applied to counteract neural‐network approximation errors and external disturbances, which makes the proposed controller be continuous and hence chattering‐free. Meanwhile, a smooth projection algorithm is employed to guarantee that estimated parameters remain within some known bounded sets. Furthermore, the proposed control scheme for each agent only employs the information of its neighbor agents and guarantees a group of agents to track a time‐varying reference trajectory even when the reference signals are available to only a subset of the group members. Most importantly, finite‐time stability in both the reaching phase and the sliding phase is guaranteed by a Lyapunov‐based approach. Finally, numerical simulations are presented to demonstrate the performance of the proposed controller and show that the proposed controller exceeds to a linear hyperplane‐based sliding mode controller. Copyright © 2011 John Wiley &amp; Sons, Ltd.</p> </abstract> … (more)
- Is Part Of:
- International journal of robust and nonlinear control. Volume 23:Number 3(2013)
- Journal:
- International journal of robust and nonlinear control
- Issue:
- Volume 23:Number 3(2013)
- Issue Display:
- Volume 23, Issue 3 (2013)
- Year:
- 2013
- Volume:
- 23
- Issue:
- 3
- Issue Sort Value:
- 2013-0023-0003-0000
- Page Start:
- 334
- Page End:
- 357
- Publication Date:
- 2011-12-06
- Subjects:
- Automatic control -- Periodicals
Control theory -- Periodicals
Nonlinear systems -- Periodicals
629.836 - Journal URLs:
- http://onlinelibrary.wiley.com/ ↗
- DOI:
- 10.1002/rnc.1829 ↗
- Languages:
- English
- ISSNs:
- 1049-8923
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4542.538900
British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 3965.xml