Microcontroller implementation of a multi objective genetic algorithm for real-time intelligent control

  • Martin Dendaluce
  • , Juan José Valera
  • , Vicente Gómez-Garay
  • , Eloy Irigoyen
  • , Ekaitz Larzabal

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

12 Citations (Scopus)

Abstract

This paper presents an approach to merge three elements that are usually not thought to be combined in one application: evolutionary computing running on reasonably priced microcontrollers (μC) for real-time fast control systems. A Multi Objective Genetic Algorithm (MOGA) is implemented on a 180MHz μC.A fourth element, a Neural Network (NN) for supporting the evaluation function by predicting the response of the controlled system, is also implemented. Computational performance and the influence of a variety of factors are discussed. The results open a whole new spectrum of applications with great potential to benefit from multivariable and multiobjective intelligent control methods in which the hybridization of different soft-computing techniques could be present. The main contribution of this paper is to prove that advanced soft-computing techniques are a feasible solution to be implemented on reasonably priced μC -based embedded platforms.

Original languageEnglish
Title of host publicationInternational Joint Conference SOCO’13-CISIS’13-ICEUTE’13, Proceedings
EditorsAjith Abraham, Emilio Corchado, Václav Snášel, Ivan Zelinka, Pablo García Bringas, Álvaro Herrero, Bruno Baruque, Héctor Quintián, Emilio Corchado, André C.P.L.F. de Carvalho, Fanny Klett, Ivan Zelinka
PublisherSpringer Verlag
Pages71-80
Number of pages10
ISBN (Electronic)9783319018539
DOIs
Publication statusPublished - 2014
Externally publishedYes
EventInternational Joint Conference on 8th International Conference on Soft Computing Models in Industrial and Environmental Applications, SOCO 2013, 6th International Conference on Computational Intelligence in Security for Information Systems, CISIS 2013 and 4th International Conference on European Transnational Education, ICEUTE 2013 - Salamanca, Spain
Duration: 11 Sept 201313 Sept 2013

Publication series

NameAdvances in Intelligent Systems and Computing
Volume239
ISSN (Print)2194-5357

Conference

ConferenceInternational Joint Conference on 8th International Conference on Soft Computing Models in Industrial and Environmental Applications, SOCO 2013, 6th International Conference on Computational Intelligence in Security for Information Systems, CISIS 2013 and 4th International Conference on European Transnational Education, ICEUTE 2013
Country/TerritorySpain
CitySalamanca
Period11/09/1313/09/13

Keywords

  • Artificial neural network
  • Intelligent control
  • Microcontroller
  • Multi objective genetic algorithm
  • NSGA-II
  • Soft-Computing

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