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2015 | 5 | 501--506
Tytuł artykułu

InterCriteria Analysis of a Model Parameters Identification using Genetic Algorithm

Warianty tytułu
Języki publikacji
EN
Abstrakty
EN
In this paper we apply an approach based on the apparatus of the Index Matrices and the Intuitionistic Fuzzy Sets - namely InterCriteria Analysis. The main idea is to use the InterCriteria Analysis to establish the existing relations and dependencies of defined parameters in non-linear model of an E. coli fed-batch cultivation process. Moreover, based on results of series of identification procedures we observe the mutual relations between model parameters and considered optimization techniques outcomes, such as execution time and objective function value. Based on InterCriteria Analysis we examine the obtained identification results and discuss the conclusions about existing relations and dependencies between defined, in terms of InterCriteria Analysis, criteria.(original abstract)
Słowa kluczowe
Rocznik
Tom
5
Strony
501--506
Opis fizyczny
Twórcy
  • Bulgarian Academy of Science
  • Bulgarian Academy of Science
  • Bulgarian Academy of Science
autor
  • Intel Corporation, Pipers Way
Bibliografia
  • G. Bastin and D. Dochain, On-line Estimation and Adaptive Control of Bioreactors, Els. Sc. Publ., 1991.
  • O. Roeva, T. Pencheva, B. Hitzmann and St. Tzonkov, "A Genetic Algorithms Based Approach for Identification of Escherichia coli Fedbatch Fermentation", Int. J. Bioautomation, Vol. 1, 2004, pp. 30-41.
  • O. Roeva (Ed.), Real-World Application of Genetic Algorithms, InTech, 2012.
  • O. Roeva, "Improvement of Genetic Algorithm Performance for Identification of Cultivation Process Models", Advanced Topics on Evolutionary Computing, Book Series: Artificial Intelligence Series - WSEAS, 2008, pp. 34-39.
  • M. Arndt and B. Hitzmann, "Feed Forward/feedback Control of Glucose Concentration during Cultivation of Escherichia coli", 8th IFAC Int. Conf. on Comp. Appl. in Biotechn, Canada, 2001, pp. 425-429.
  • D. E. Goldberg, Genetic Algorithms in Search, Optimization and Machine Learning, Addison Wesley Longman, London, 2006.
  • O. Roeva, S. Fidanova and M. Paprzycki, "Influence of the Population Size on the Genetic Algorithm Performance in Case of Cultivation Process Modelling", Proceedings of the Federated Conference on Computer Science and Information Systems (FedCSIS), WCO 2013, Poland, pp. 371-376.
  • K. Atanassov, D. Mavrov and V. Atanassova, "Intercriteria Decision Making: A New Approach for Multicriteria Decision Making, Based on Index Matrices and Intuitionistic Fuzzy Sets", Issues in IFSs and GNs, Vol. 11, 2014, pp. 1-8
  • K. Atanassov, "Generalized index matrices", Comptes Rendus de l'Academie Bulgare des Sciences, Vol. 40, 1987, No. 11, pp. 15-18.
  • K. Atanassov," On index matrices, Part 1: Standard cases", Advanced Studies in Contemporary Mathematics, Vol. 20, 2010, No. 2, pp. 291- 302.
  • K. Atanassov, "On index matrices, Part 2: Intuitionistic fuzzy case", Proceedings of the Jangjeon Mathematical Society, Vol. 13, 2010, No. 2, pp. 121-126.
  • K. Atanassov, On Intuitionistic Fuzzy Sets Theory, Springer, Berlin, 2012.
  • K. Atanassov, E. Szmidt and J. Kacprzyk, "On intuitionistic fuzzy pairs", Notes on Intuitionistic Fuzzy Sets, Vol. 19, 2013, No. 3, pp. 1-13.
  • V. Atanassova, L. Doukovska, K. Atanassov and D. Mavrov, "InterCriteria Decision Making Approach to EU Member States Competitiveness Analysis", Proc. of the International Symposium on Business Modeling and Software Design - BMSD'14, 24-26 June 2014, Luxembourg, Grand Duchy of Luxembourg, 2014, pp. 289-294.
  • V. Atanassova, L. Doukovska, D. Mavrov and K. Atanassov, "InterCriteria Decision Making Approach to EU Member States Competitiveness Analysis: Temporal and Threshold Analysis", P. Angelov et al. (eds.), Intelligent Systems'2014, Advances in Intelligent Systems and Computing, 322, pp. 95-106.
  • V. Atanassova, D. Mavrov, L. Doukovska and K. Atanassov, "Discussion on the threshold values in the InterCriteria Decision Making approach", Int. J. Notes on Intuitionistic Fuzzy Sets, Volume 20, 2014, Number 2, pp. 94-99.
  • I. Boussaid, J. Lepagnot and P. Siarry, "A Survey on Optimization Metaheuristics", Information Sciences, Vol. 237, 2013, pp. 82-117.
  • O. Roeva, "Sensitivity Analysis of E. coli Fed-batch Cultivation Local Models", Mathematica Balkanica, New Series, Vol. 25, 2011, Fasc. 4, pp. 395-411.
Typ dokumentu
Bibliografia
Identyfikatory
Identyfikator YADDA
bwmeta1.element.ekon-element-000171422494

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