Abstract
Based on the small world phenomenon in social networks, a local search operator and a random long-range search operator with decimal-coding are proposed, then a decimal-coding small world optimization algorithm (DSWA) is explored, which validity and feasibility are testified by the simulation of PID parameters tuning. Compared with the corresponding genetic algorithm (GA) and particle swarm optimization algorithm (PSO), the simulation results indicate that DSWA can avoid trapping to local optimum in a certain extend, and it also can find high quality parameters for PID controller.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Cominos, P., Munro, N.: PID Controllers: Recent Tuning Methods and Design to Specification. IEEE Proceedings Control Theory and Applications 149, 46–53 (2002)
Meng, X.Z., Song, B.Y.: Fast Genetic Algorithm Used for PID Parameter Optimization. In: IEEE Proceedings of International Conference on Automation and Logistics, pp. 2144–2148. IEEE Press, New York (2007)
Ren, Z.W., San, Y., Chen, J.F.: Improved Particle Swarm Optimization and its Application Research in Tuning of PID Parameters. Journal of System Simulation 18, 2870–2873 (2006)
Watts, D.: Six Degrees: the Science of a Connected Age. W.W. Norton & Company, New York (2004)
Du, H.F., Zhuang, J., Zhang, J.H.: Small-world Phenomenon for Function Optimization. Journal of Xi’an Jiaotong University 39, 1011–1015 (2005)
Liu, J.K.: Advanced PID Control and MATLAB Simulation. Publishing House of Electronics Industry, Beijing (2003)
Kleinberg, J.M.: The Small-World Phenomenon and Decentralized Search. SIAM News 37, 1–2 (2004)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2008 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Li, X., Du, H., Zhuang, J., Wang, S. (2008). A PID Parameters Tuning Algorithm Inspired by the Small World Phenomenon. In: Huang, DS., Wunsch, D.C., Levine, D.S., Jo, KH. (eds) Advanced Intelligent Computing Theories and Applications. With Aspects of Theoretical and Methodological Issues. ICIC 2008. Lecture Notes in Computer Science, vol 5226. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-87442-3_100
Download citation
DOI: https://doi.org/10.1007/978-3-540-87442-3_100
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-87440-9
Online ISBN: 978-3-540-87442-3
eBook Packages: Computer ScienceComputer Science (R0)