Skip to main content

2016 | OriginalPaper | Buchkapitel

InterCriteria Analysis by Pairs and Triples of Genetic Algorithms Application for Models Identification

verfasst von : Olympia Roeva, Tania Pencheva, Maria Angelova, Peter Vassilev

Erschienen in: Recent Advances in Computational Optimization

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

In this investigation the InterCriteria Analysis (ICrA) approach is applied. The apparatuses of index matrices and intuitionistic fuzzy sets are at the core of ICrA. They are used to examine the influences of two main genetic algorithms (GA) parameters—the rates of crossover (xovr) and mutation (mutr). A series of parameter identification procedures for S. cerevisiae and E. coli fermentation process models is fulfilled. Twenty GA with different xovr and mutr values are applied. Relations between ICrA criteria—GA parameters and outcomes, on the one hand, and fermentation process model parameters, on the other hand, are investigated. The ICrA approach is applied by pairs, as well as by triples. The obtained results are thoroughly analysed towards computation time and model accuracy and some conclusions about the derived criteria interactions are reported.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

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!

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!

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!

Literatur
1.
Zurück zum Zitat Angelova, M.: Modified genetic algorithms and intuitionistic fuzzy logic for parameter identification of fed-batch cultivation Model. Ph.D. Thesis. Sofia (2014) (in Bulgarian) Angelova, M.: Modified genetic algorithms and intuitionistic fuzzy logic for parameter identification of fed-batch cultivation Model. Ph.D. Thesis. Sofia (2014) (in Bulgarian)
2.
Zurück zum Zitat Angelova, M., Tzonkov, St., Pencheva, T.: Modified multi-population genetic algorithm for yeast fed-batch cultivation parameter identification. Int. J. Bioautomation 13(4), 163–172 (2009) Angelova, M., Tzonkov, St., Pencheva, T.: Modified multi-population genetic algorithm for yeast fed-batch cultivation parameter identification. Int. J. Bioautomation 13(4), 163–172 (2009)
3.
Zurück zum Zitat Atanassov, K.: A new topological operator over intuitionistic fuzzy sets. Notes Intuit. Fuzzy Sets 21(3), 90–92 (2015) Atanassov, K.: A new topological operator over intuitionistic fuzzy sets. Notes Intuit. Fuzzy Sets 21(3), 90–92 (2015)
4.
Zurück zum Zitat Atanassov, K.: Generalized index matrices. Compt. rend. Acad. Bulg. Sci. 40(11), 15–18 (1987)MathSciNetMATH Atanassov, K.: Generalized index matrices. Compt. rend. Acad. Bulg. Sci. 40(11), 15–18 (1987)MathSciNetMATH
5.
Zurück zum Zitat Atanassov, K.: Index Matrices: Towards an Augmented Matrix Calculus. Springer International Publishing, Switzerland (2014) Atanassov, K.: Index Matrices: Towards an Augmented Matrix Calculus. Springer International Publishing, Switzerland (2014)
7.
Zurück zum Zitat Atanassov, K.: On index matrices, part 1: standard cases. Adv. Stud. Contemp. Math. 20(2), 291–302 (2010)MathSciNetMATH Atanassov, K.: On index matrices, part 1: standard cases. Adv. Stud. Contemp. Math. 20(2), 291–302 (2010)MathSciNetMATH
8.
Zurück zum Zitat Atanassov, K.: On index matrices, part 2: intuitionistic fuzzy case. Proc. Jangjeon Math. Soc. 13(2), 121–126 (2010)MathSciNetMATH Atanassov, K.: On index matrices, part 2: intuitionistic fuzzy case. Proc. Jangjeon Math. Soc. 13(2), 121–126 (2010)MathSciNetMATH
9.
Zurück zum Zitat Atanassov, K.: On index matrices. part 5: 3-dimensional index matrices. Adv. Stud. Contemp. Math. 24(4), 423–432 (2014)MathSciNetMATH Atanassov, K.: On index matrices. part 5: 3-dimensional index matrices. Adv. Stud. Contemp. Math. 24(4), 423–432 (2014)MathSciNetMATH
10.
Zurück zum Zitat Atanassov, K., Atanassova, V., Gluhchev, G.: InterCriteria analysis: ideas and problems. Notes Intuit. Fuzzy Sets 21(1), 81–88 (2015) Atanassov, K., Atanassova, V., Gluhchev, G.: InterCriteria analysis: ideas and problems. Notes Intuit. Fuzzy Sets 21(1), 81–88 (2015)
11.
Zurück zum Zitat Atanassov, K., Mavrov, D., Atanassova, V.: Intercriteria decision making: a new approach for multicriteria decision making, based on index matrices and intuitionistic fuzzy sets. Issues Intuit. Fuzzy Sets Gen. Nets 11, 1–8 (2014) Atanassov, K., Mavrov, D., Atanassova, V.: Intercriteria decision making: a new approach for multicriteria decision making, based on index matrices and intuitionistic fuzzy sets. Issues Intuit. Fuzzy Sets Gen. Nets 11, 1–8 (2014)
12.
Zurück zum Zitat Atanassov, K., Szmidt, E., Kacprzyk, J.: On intuitionistic fuzzy pairs. Notes Intuit. Fuzzy Sets 19(3), 1–13 (2013)MATH Atanassov, K., Szmidt, E., Kacprzyk, J.: On intuitionistic fuzzy pairs. Notes Intuit. Fuzzy Sets 19(3), 1–13 (2013)MATH
13.
Zurück zum Zitat Bastin, G., Dochain, D.: On-line Estimation and Adaptive Control of Bioreactors. Elsevier Scientific Publications, Amsterdam (1991) Bastin, G., Dochain, D.: On-line Estimation and Adaptive Control of Bioreactors. Elsevier Scientific Publications, Amsterdam (1991)
15.
Zurück zum Zitat Dickinson, R.J., Schweizer, M.: Metabolism and Molecular Physiology of Saccharomyces cerevisiae, 2nd edn. CRC Press, Florida (2004) Dickinson, R.J., Schweizer, M.: Metabolism and Molecular Physiology of Saccharomyces cerevisiae, 2nd edn. CRC Press, Florida (2004)
16.
Zurück zum Zitat Goldberg, D.E.: Genetic algorithms in search, optimization and machine learning. Addison Wesley Longman, London (2006) Goldberg, D.E.: Genetic algorithms in search, optimization and machine learning. Addison Wesley Longman, London (2006)
17.
Zurück zum Zitat Lin, W., Lee, W., Hong, T.: Adapting crossover and mutation rates in genetic algorithms. J. Inf. Sci. Eng. 19, 889–903 (2003) Lin, W., Lee, W., Hong, T.: Adapting crossover and mutation rates in genetic algorithms. J. Inf. Sci. Eng. 19, 889–903 (2003)
18.
Zurück zum Zitat Matsuoka, Y., Shimizu, K.: Importance of understanding the main metabolic regulation in response to the specific pathway mutation for metabolic engineering of Escherichia coli. Comput. Struct. Biotechnol. J. 3(4), e201210018 (2012)CrossRef Matsuoka, Y., Shimizu, K.: Importance of understanding the main metabolic regulation in response to the specific pathway mutation for metabolic engineering of Escherichia coli. Comput. Struct. Biotechnol. J. 3(4), e201210018 (2012)CrossRef
20.
Zurück zum Zitat Pencheva, T., Angelova, M., Atanassova, V., Roeva, O.: InterCriteria analysis of genetic algorithm parameters in parameter identification. Notes Intuit. Fuzzy Sets 21(2), 99–110 (2015) Pencheva, T., Angelova, M., Atanassova, V., Roeva, O.: InterCriteria analysis of genetic algorithm parameters in parameter identification. Notes Intuit. Fuzzy Sets 21(2), 99–110 (2015)
21.
Zurück zum Zitat Pencheva, T., Hristozov, I., Huell, D., Hitzmann, B., Tzonkov, St.: Modelling of functional states during Saccharomyces cerevisiae fed-batch cultivation. Int. J. Bioautomation 2, 8–16 (2005) Pencheva, T., Hristozov, I., Huell, D., Hitzmann, B., Tzonkov, St.: Modelling of functional states during Saccharomyces cerevisiae fed-batch cultivation. Int. J. Bioautomation 2, 8–16 (2005)
22.
Zurück zum Zitat Roeva, O., Pencheva, T., Hitzmann, B., Tzonkov, St.: A genetic algorithms based approach for identification of Escherichia coli fed-batch fermentation. Int. J. Bioautomation 1, 30–41 (2004) Roeva, O., Pencheva, T., Hitzmann, B., Tzonkov, St.: A genetic algorithms based approach for identification of Escherichia coli fed-batch fermentation. Int. J. Bioautomation 1, 30–41 (2004)
23.
Zurück zum Zitat Roeva, O., Fidanova, S.: Chapter 13. Application of genetic algorithms and ant colony optimization for modeling of E. coli cultivation process, In: Real-World Application of Genetic Algorithms. In Tech (2012) Roeva, O., Fidanova, S.: Chapter 13. Application of genetic algorithms and ant colony optimization for modeling of E. coli cultivation process, In: Real-World Application of Genetic Algorithms. In Tech (2012)
24.
Zurück zum Zitat Roeva, O.: Sensitivity analysis of E. coli fed-batch cultivation local models. Mathematica Balkanica. New Series 25(4), 395–411 (2011)MATH Roeva, O.: Sensitivity analysis of E. coli fed-batch cultivation local models. Mathematica Balkanica. New Series 25(4), 395–411 (2011)MATH
25.
Zurück zum Zitat Vassilev, P., Todorova, L., Andonov, V.: An auxiliary technique for InterCriteria Analysis via a three dimensional index matrix. Notes Intuit. Fuzzy Sets 21(2), 71–76 (2015) Vassilev, P., Todorova, L., Andonov, V.: An auxiliary technique for InterCriteria Analysis via a three dimensional index matrix. Notes Intuit. Fuzzy Sets 21(2), 71–76 (2015)
Metadaten
Titel
InterCriteria Analysis by Pairs and Triples of Genetic Algorithms Application for Models Identification
verfasst von
Olympia Roeva
Tania Pencheva
Maria Angelova
Peter Vassilev
Copyright-Jahr
2016
DOI
https://doi.org/10.1007/978-3-319-40132-4_12