{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,25]],"date-time":"2025-03-25T16:43:01Z","timestamp":1742920981869,"version":"3.40.3"},"publisher-location":"Cham","reference-count":33,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319051697"},{"type":"electronic","value":"9783319051703"}],"license":[{"start":{"date-parts":[[2014,1,1]],"date-time":"2014-01-01T00:00:00Z","timestamp":1388534400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2014,1,1]],"date-time":"2014-01-01T00:00:00Z","timestamp":1388534400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2014]]},"DOI":"10.1007\/978-3-319-05170-3_13","type":"book-chapter","created":{"date-parts":[[2014,3,26]],"date-time":"2014-03-26T13:53:08Z","timestamp":1395841988000},"page":"177-189","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Optimization of Benchmark Mathematical Functions Using the Firefly Algorithm"],"prefix":"10.1007","author":[{"given":"Cinthya","family":"Solano-Arag\u00f3n","sequence":"first","affiliation":[]},{"given":"Oscar","family":"Castillo","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2014,3,27]]},"reference":[{"key":"13_CR1","unstructured":"Liu, Y., Passino, K.M.: Swarm intelligence: a survey. In: International Conference of Swarm Intelligence (2005)"},{"key":"13_CR2","unstructured":"Li, L.X., Shao, Z.J., Qian, J.X.: An optimizing method based on autonomous animals: fish swarm algorithm. Syst. Eng. Theory Pract (2002)"},{"key":"13_CR3","unstructured":"Yang, X.S.: Nature-Inspired Metaheuristic Algorithms. Luniver Press (2008)"},{"key":"13_CR4","doi-asserted-by":"crossref","unstructured":"Yang, X.S.: Firefly algorithms for multimodal optimization. In: Stochastic Algorithms Foundations and Applications, Stochastic Algorithms: foundations and Applications (SAGA\u201909). Lecture Notes in Computing Sciences, vol. 5792, pp. 169\u2013178. Springer, Berlin (2009)","DOI":"10.1007\/978-3-642-04944-6_14"},{"key":"13_CR5","doi-asserted-by":"crossref","unstructured":"Sombra, A., Valdez, F., Melin, P., Castillo, O.: A new gravitational search algorithm using fuzzy logic to parameter adaptation. IEEE Congr. Evol. Comput. 1068\u20131074 (2013)","DOI":"10.1109\/CEC.2013.6557685"},{"key":"13_CR6","doi-asserted-by":"crossref","unstructured":"Valdez, F., Melin, P., Castillo, O.: Evolutionary method combining particle swarm optimization and genetic algorithms using fuzzy logic for decision making. In: Proceedings of the IEEE International Conference on Fuzzy Systems, pp. 2114\u20132119. (2009)","DOI":"10.1109\/FUZZY.2009.5277165"},{"key":"13_CR7","doi-asserted-by":"crossref","unstructured":"Valdez, F., Melin, P., Castillo, O.: Parallel particle swarm optimization with parameters adaptation using fuzzy logic. In: MICAI, vol. 2, pp. 374\u2013385 (2012)","DOI":"10.1007\/978-3-642-37798-3_33"},{"key":"13_CR8","volume-title":"Adaptation in Natural and Artificial Systems","author":"H Holland","year":"1975","unstructured":"Holland, H.: Adaptation in Natural and Artificial Systems. University of Michigan Press, Ann Arbor (1975)"},{"key":"13_CR9","unstructured":"Kennedy, J., Eberhart, R.C.: Particle swarm optimization. In: IEEE International Conference on Neural Networks, pp. 942\u20131948. Piscataway, NJ (1995)"},{"key":"13_CR10","volume-title":"Genetic Programming: on the Programming of Computers by Means of Natural Selection","author":"JR Koza","year":"1992","unstructured":"Koza, J.R.: Genetic Programming: on the Programming of Computers by Means of Natural Selection. MIT Press, Cambridge (1992)"},{"issue":"1997","key":"13_CR11","doi-asserted-by":"publisher","first-page":"53","DOI":"10.1109\/4235.585892","volume":"1","author":"M Dorigo","year":"1997","unstructured":"Dorigo, M., Gambardella, L.M.: Ant colony system: a cooperative learning approach to the traveling salesman problem. IEEE Trans. Evol. Comput. 1(1997), 53\u201366 (1997)","journal-title":"IEEE Trans. Evol. Comput."},{"issue":"2","key":"13_CR12","doi-asserted-by":"publisher","first-page":"78","DOI":"10.1504\/IJBIC.2010.032124","volume":"2","author":"XS Yang","year":"2010","unstructured":"Yang, X.S.: Firefly algorithm stochastic test functions and design optimization. Int. J. Bio-Inspired Comput. 2(2), 78\u201384 (2010)","journal-title":"Int. J. Bio-Inspired Comput."},{"key":"13_CR13","doi-asserted-by":"crossref","unstructured":"Yang, X.-S.: Firefly algorithm, L\u00e9vy flights and global optimization. In: Bramer, M., Ellis, R., Petridis, M. (eds.) Research and Development in Intelligent Systems, vol. XXVI, pp. 209\u2013218. Springer, London (2010)","DOI":"10.1007\/978-1-84882-983-1_15"},{"key":"13_CR14","unstructured":"Valdez, F., Melin, P.: Comparative study of particle swarm optimization and genetic algorithms for mathematical complex functions. J. Autom. Mob. Rob. Intell. Syst. JAMRIS (2008)"},{"key":"13_CR15","doi-asserted-by":"crossref","unstructured":"Melendez, A., Castillo, O.: Evolutionary optimization of the fuzzy integrator in a navigation system for a mobile robot. Recent Adv. Hybrid Intell. Syst. 21\u201331 (2013)","DOI":"10.1007\/978-3-642-33021-6_2"},{"key":"13_CR16","unstructured":"Goldberg, D.E.: Genetic algorithms in search, optimization and machine learning, reading, mass. Addison Wesley, Boston (1989)"},{"issue":"6","key":"13_CR17","doi-asserted-by":"publisher","first-page":"702","DOI":"10.1109\/TEVC.2008.919004","volume":"12","author":"D Simon","year":"2008","unstructured":"Simon, D.: Biogeography-based optimization. IEEE Trans. Evol. Comput. 12(6), 702\u2013713 (2008)","journal-title":"IEEE Trans. Evol. Comput."},{"issue":"2","key":"13_CR18","doi-asserted-by":"publisher","first-page":"2625","DOI":"10.1016\/j.asoc.2010.10.010","volume":"11","author":"F Valdez","year":"2011","unstructured":"Valdez, F., Melin, P., Castillo, O.: An improved evolutionary method with fuzzy logic for combining particle swarm optimization and genetic algorithms. Appl. Soft Comput. 11(2), 2625\u20132632 (2011)","journal-title":"Appl. Soft Comput."},{"key":"13_CR19","doi-asserted-by":"crossref","unstructured":"Valdez, F., Melin, P., Castillo, O.: Bio-inspired optimization methods on graphic processing unit for minimization of complex mathematical functions. Recent Adv. Hybrid Intell. Syst. 313\u2013322 (2013)","DOI":"10.1007\/978-3-642-33021-6_25"},{"key":"13_CR20","unstructured":"Kennedy, J., Eberhart, J.R., Shi, Y.: Swarm intelligence. Academic Press, Massachusetts (2001)"},{"key":"13_CR21","unstructured":"Rodriguez, K.V.: Multiobjective evolutionary algorithms in non-linear system identification, in automatic control and systems engineering, p. 185. The University of Sheffield, Sheffield (1999)"},{"key":"13_CR22","unstructured":"Zadeh, L.A.: Foreword. In: Cordon, O., Herrera, F., Hoffman, F., Magdalena, y L. (eds.) Genetic Fuzzy Systems: evolutionary Tuning And Learning Of Fuzzy Knowledge Bases. (2001)"},{"key":"13_CR23","doi-asserted-by":"crossref","unstructured":"Astudillo, L., Melin, P., Castillo, O.: Optimization of a fuzzy tracking controller for an autonomous mobile robot under perturbed torques by means of a chemical optimization paradigm. Recent Adv Hybrid Intell. Syst. 3\u201320 (2013)","DOI":"10.1007\/978-3-642-33021-6_1"},{"key":"13_CR24","doi-asserted-by":"crossref","unstructured":"Cervantes, L., Castillo, O.: Genetic optimization of membership functions in modular fuzzy controllers for complex problems. Recent Adv. Hybrid Intell. Syst. 51\u201362 (2013)","DOI":"10.1007\/978-3-642-33021-6_4"},{"key":"13_CR25","unstructured":"Dorigo, M.: Optimization, learning and natural algorithms. Ph.D. Thesis, Politecnico di Milano, Milano (1992)"},{"key":"13_CR26","doi-asserted-by":"publisher","first-page":"106","DOI":"10.1016\/j.advengsoft.2005.04.005","volume":"37","author":"OK Erol","year":"2006","unstructured":"Erol, O.K., Eksin, I.: A new optimization method: big bang-big crunch. Adv. Eng. Softw. 37, 106\u2013111 (2006)","journal-title":"Adv. Eng. Softw."},{"issue":"8","key":"13_CR27","doi-asserted-by":"publisher","first-page":"3196","DOI":"10.1016\/j.eswa.2012.12.033","volume":"40","author":"P Melin","year":"2013","unstructured":"Melin, P., Olivas, F., Castillo, O., Valdez, F., Soria, J., Garc\u00eda, J.M.: Valdez: optimal design of fuzzy classification systems using PSO with dynamic parameter adaptation through fuzzy logic. Expert Syst. Appl. 40(8), 3196\u20133206 (2013)","journal-title":"Expert Syst. Appl."},{"key":"13_CR28","doi-asserted-by":"crossref","unstructured":"Baeck, T., Fogel, D.B., Michalewicz, Z.: Handbook of Evolutionary Computation. Taylor & Francis, UK (1997)","DOI":"10.1201\/9780367802486"},{"key":"13_CR29","doi-asserted-by":"publisher","DOI":"10.1002\/9780470640425","volume-title":"Engineering Optimization: an Introduction with Metaheuristic Applications","author":"XS Yang","year":"2010","unstructured":"Yang, X.S.: Engineering Optimization: an Introduction with Metaheuristic Applications. Wiley, New Jersey (2010)"},{"key":"13_CR30","doi-asserted-by":"crossref","unstructured":"Maldonado, Y., Castillo, O., Melin, P.: Optimization of membership functions for an incremental fuzzy PD control based on genetic algorithms. Soft Comput. Intell. Control Mob. Rob. 195\u2013211 (2011)","DOI":"10.1007\/978-3-642-15534-5_12"},{"key":"13_CR31","doi-asserted-by":"crossref","unstructured":"Montiel, O., Sepulveda, R., Melin, P., Castillo, O., Porta, M., Meza, I.: Performance of a simple tuned fuzzy controller and a PID controller on a DC motor. FOCI. 531\u2013537 (2007)","DOI":"10.1109\/FOCI.2007.371523"},{"key":"13_CR32","doi-asserted-by":"publisher","first-page":"63","DOI":"10.1007\/978-3-540-72432-2_8","volume":"41","author":"O Castillo","year":"2007","unstructured":"Castillo, O., Martinez, A.I., Martinez, A.C.: Evolutionary computing for topology optimization of type-2 fuzzy systems. Adv. Soft Comput. 41, 63\u201375 (2007)","journal-title":"Adv. Soft Comput."},{"key":"13_CR33","doi-asserted-by":"publisher","first-page":"163","DOI":"10.1007\/978-3-540-37421-3_10","volume":"208","author":"O Castillo","year":"2008","unstructured":"Castillo, O., Huesca, G., Valdez, F.: Evolutionary computing for topology optimization of type-2 fuzzy controllers. Stud. Fuzziness Soft Comput. 208, 163\u2013178 (2008)","journal-title":"Stud. Fuzziness Soft Comput."}],"container-title":["Studies in Computational Intelligence","Recent Advances on Hybrid Approaches for Designing Intelligent Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-05170-3_13","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,2,17]],"date-time":"2023-02-17T23:48:40Z","timestamp":1676677720000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-319-05170-3_13"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014]]},"ISBN":["9783319051697","9783319051703"],"references-count":33,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-05170-3_13","relation":{},"ISSN":["1860-949X","1860-9503"],"issn-type":[{"type":"print","value":"1860-949X"},{"type":"electronic","value":"1860-9503"}],"subject":[],"published":{"date-parts":[[2014]]},"assertion":[{"value":"27 March 2014","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}}]}}