Top

Published in:

2019 | OriginalPaper | Chapter

An Evolutionary Intelligent Approach for the LTI Systems Identification in Continuous Time

Authors : Luis Morales, Oscar Camacho, Danilo Chávez, José Aguilar

Published in: Technology Trends

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config

AI-assisted search

Off

Abstract

Identification and modeling of systems are the first stage for development and design of controllers. For this purpose, as an alternative to conventional modeling approaches we propose using two methods of evolutionary computing: Genetic Algorithms (GA) and Particle Swarm Optimization (PSO to create an algorithm for modeling Linear Time Invariant (LTI) systems of different types. Integral Square Error (ISE) is the objective function to minimize, which is calculated between the outputs of the real system and the model. Unlike other works, the algorithms make a search of the most approximate model based on four of the most common ones found in industrial processes: systems of first order, first order plus time delay, second order and inverse response. The estimated models by our algorithms are compared with the obtained by other analytical and heuristic methods, in order to validate the results of our approach.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

über 102.000 Bücher
über 537 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Finance + Banking
Management + Führung
Marketing + Vertrieb
Maschinenbau + Werkstoffe
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 390 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Maschinenbau + Werkstoffe

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 340 Zeitschriften

aus folgenden Fachgebieten:

Bauwesen + Immobilien
Business IT + Informatik
Finance + Banking
Management + Führung
Marketing + Vertrieb
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

inform now

previous chapter Detection of Desertion Patterns in University Students Using Data Mining Techniques: A Case Study

next chapter Geographical Information System Based on Artificial Intelligence Techniques

Smith, C., Corripio, A.: Principles and Practice of Automatic Process Control, 3rd edn. Wiley, New York (2006)

Johnson, M., Moradi, M.: PID Control - New Identification and Design Methods. Springer, London (2005). https://doi.org/10.1007/1-84628-148-2

Kristinsson, K., Dumont, G.A.: System identification and control using genetic algorithms. IEEE Trans. Syst. Man. Cybern. 22(5), 1033–1046 (1992)

Johnson, T., Husbands, P.: System identification using genetic algorithms. In: Parallel Problem Solving from Nature, no. 1, pp. 85–89. Springer, Heidelberg (1991)

Zhang, R., Tao, J.: A nonlinear fuzzy neural network modeling approach using an improved genetic algorithm. IEEE Trans. Ind. Electron. 65(7), 5882–5892 (2018)

Alfi, A., Modares, H.: System identification and control using adaptive particle swarm optimization. Appl. Math. Model. 35(3), 1210–1221 (2011)

Dub, M., Stefek, A.: Mechatronics 2013. Springer, Cham (2014)

Hassan, R., Cohanim, B., de Weck, O., Venter, G.: A comparison of particle swarm optimization and the genetic algorithm. In: 46th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics and Materials Conference, no. April, pp. 1–13 (2005)

Marlin, T.: Process Control. Design Processes and Control System for Dynamic Performance. McGraw Hill, New York (1995)

10.

Balaguer, P., Alfaro, V., Arrieta, O.: Second order inverse response process identification from transient step response. ISA Trans. 50(2), 231–238 (2011)

11.

Aguilar, J., Cerrada, M.: Genetic programming-based approach for system identification. Adv. Fuzzy Syst. Evol. Comput. Artif. Intell. 329–324 (2001)

12.

Carabalí, C.A., Tituaña, L., Aguilar, J., Camacho, O., Chavez, D.: Inverse response systems identification using genetic programming. In: Proceedings of the 14th International Conference on Informatics in Control, Automation and Robotics, vol. 1, no. Icinco, pp. 238–245 (2017)

13.

Tang, H., Xue, S., Fan, C.: Differential evolution strategy for structural system identification. Comput. Struct. 86(21–22), 2004–2012 (2008)

14.

Venter, G., Sobieszczanski-Sobieski, J.: Particle swarm optimization. AIAA J. 41(8), 1583–1589 (2003)

15.

Aguilar, J.: The evolutionary programming in the identification of discreet events dynamic systems. IEEE Lat. Am. Trans. 5(5), 301–310 (2007)

16.

Garnier, H., Mensler, M., Richard, A.: Continuous-time model identification from sampled data: implementation issues and performance evaluation. Int. J. Control 76(13), 1337–1357 (2003)

17.

Seborg, D., Edgar, T., Mellichamp, D., Doyle, F.: Process Dynamics and Control, 3rd edn. Wiley, New York (2011)

Title: An Evolutionary Intelligent Approach for the LTI Systems Identification in Continuous Time
Authors: Luis Morales
Oscar Camacho
Danilo Chávez
José Aguilar
Publisher: Springer International Publishing
Book: Technology Trends
Print ISBN: 978-3-030-05531-8

Electronic ISBN: 978-3-030-05532-5

Copyright Year: 2019
DOI: https://doi.org/10.1007/978-3-030-05532-5_32

Springer Professional

Abstract

Please log in to get access to your license.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Springer Professional "Technik"

Springer Professional "Wirtschaft"

Premium Partner