An Artificial Immune System Algorithm with Social Learning and Its Application in Industrial PID Controller Design
Joint Authors
He, Chunhui
Wang, Mingan
Feng, Shuo
Xue, Yu
Li, Zhonghua
Source
Mathematical Problems in Engineering
Issue
Vol. 2017, Issue 2017 (31 Dec. 2017), pp.1-13, 13 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2017-01-31
Country of Publication
Egypt
No. of Pages
13
Main Subjects
Abstract EN
A novel artificial immune system algorithm with social learning mechanisms (AIS-SL) is proposed in this paper.
In AIS-SL, candidate antibodies are marked with an elitist swarm (ES) or a common swarm (CS).
Correspondingly, these antibodies are named ES antibodies or CS antibodies.
In the mutation operator, ES antibodies experience self-learning, while CS antibodies execute two different social learning mechanisms, that is, stochastic social learning (SSL) and heuristic social learning (HSL), to accelerate the convergence process.
Moreover, a dynamic searching radius update strategy is designed to improve the solution accuracy.
In the numerical simulations, five benchmark functions and a practical industrial application of proportional-integral-differential (PID) controller tuning is selected to evaluate the performance of the proposed AIS-SL.
The simulation results indicate that AIS-SL has better solution accuracy and convergence speed than the canonical opt-aiNet, IA-AIS, and AAIS-2S.
American Psychological Association (APA)
Wang, Mingan& Feng, Shuo& He, Chunhui& Li, Zhonghua& Xue, Yu. 2017. An Artificial Immune System Algorithm with Social Learning and Its Application in Industrial PID Controller Design. Mathematical Problems in Engineering،Vol. 2017, no. 2017, pp.1-13.
https://search.emarefa.net/detail/BIM-1190303
Modern Language Association (MLA)
Wang, Mingan…[et al.]. An Artificial Immune System Algorithm with Social Learning and Its Application in Industrial PID Controller Design. Mathematical Problems in Engineering No. 2017 (2017), pp.1-13.
https://search.emarefa.net/detail/BIM-1190303
American Medical Association (AMA)
Wang, Mingan& Feng, Shuo& He, Chunhui& Li, Zhonghua& Xue, Yu. An Artificial Immune System Algorithm with Social Learning and Its Application in Industrial PID Controller Design. Mathematical Problems in Engineering. 2017. Vol. 2017, no. 2017, pp.1-13.
https://search.emarefa.net/detail/BIM-1190303
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1190303