{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,18]],"date-time":"2026-06-18T16:53:47Z","timestamp":1781801627674,"version":"3.54.5"},"publisher-location":"Cham","reference-count":57,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783319302331","type":"print"},{"value":"9783319302355","type":"electronic"}],"license":[{"start":{"date-parts":[[2016,1,1]],"date-time":"2016-01-01T00:00:00Z","timestamp":1451606400000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2016]]},"DOI":"10.1007\/978-3-319-30235-5_1","type":"book-chapter","created":{"date-parts":[[2016,3,19]],"date-time":"2016-03-19T13:34:01Z","timestamp":1458394441000},"page":"1-20","source":"Crossref","is-referenced-by-count":34,"title":["Nature-Inspired Optimization Algorithms in Engineering: Overview and Applications"],"prefix":"10.1007","author":[{"given":"Xin-She","family":"Yang","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xingshi","family":"He","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2016,3,20]]},"reference":[{"key":"1_CR1","volume-title":"Nature-Inspired Optimization Algorithms","author":"XS Yang","year":"2014","unstructured":"Yang, X.S.: Nature-Inspired Optimization Algorithms. Elsevier, London (2014)"},{"issue":"2","key":"1_CR2","doi-asserted-by":"publisher","first-page":"137","DOI":"10.1162\/106454699568728","volume":"5","author":"M Dorigo","year":"1999","unstructured":"Dorigo, M., Di Caro, G., Gambardella, L.M.: Ant algorithms for discrite optimization. Artif. Life 5(2), 137\u2013172 (1999)","journal-title":"Artif. Life"},{"key":"1_CR3","doi-asserted-by":"crossref","unstructured":"Kennedy, J., Eberhart, R.C.: Particle swarm optimization. In: Proceedings of IEEE International Conference on Neural Networks, pp. 1942\u20131948. Piscataway, NJ (1995)","DOI":"10.1109\/ICNN.1995.488968"},{"key":"1_CR4","volume-title":"Nat.-Inspir. Metaheuristic Algorithms","author":"XS Yang","year":"2008","unstructured":"Yang, X.S.: Nat.-Inspir. Metaheuristic Algorithms. Luniver Press, Bristol (2008)"},{"issue":"1","key":"1_CR5","doi-asserted-by":"publisher","first-page":"19","DOI":"10.1016\/j.swevo.2011.02.001","volume":"1","author":"AE Eiben","year":"2011","unstructured":"Eiben, A.E., Smit, S.K.: Parameter tuning for configuring and analyzing evolutionary algorithms. Swarm Evol. Comput. 1(1), 19\u201331 (2011)","journal-title":"Swarm Evol. Comput."},{"issue":"1","key":"1_CR6","doi-asserted-by":"publisher","first-page":"1","DOI":"10.4018\/jsir.2010010101","volume":"1","author":"KM Passino","year":"2010","unstructured":"Passino, K.M.: Bactorial foraging optimization. Int. J. Swarm Intell. Res. 1(1), 1\u201316 (2010)","journal-title":"Int. J. Swarm Intell. Res."},{"key":"1_CR7","doi-asserted-by":"crossref","DOI":"10.1093\/oso\/9780198250791.001.0001","volume-title":"The Essential Turing","author":"BJ Copeland","year":"2004","unstructured":"Copeland, B.J.: The Essential Turing. Oxford University Press, Oxford (2004)"},{"key":"1_CR8","volume-title":"Adaptation in Natural and Artificial Systems","author":"J Holland","year":"1975","unstructured":"Holland, J.: Adaptation in Natural and Artificial Systems. University of Michigan Press, Ann Anbor (1975)"},{"key":"1_CR9","volume-title":"Artificial Intelligence Through Simulated Evolution","author":"LJ Fogel","year":"1966","unstructured":"Fogel, L.J., Owens, A.J., Walsh, M.J.: Artificial Intelligence Through Simulated Evolution. Wiley, New York (1966)"},{"key":"1_CR10","volume-title":"Heuristics","author":"P Judea","year":"1984","unstructured":"Judea, P.: Heuristics. Addison-Wesley, New York (1984)"},{"key":"1_CR11","first-page":"1","volume-title":"Discrete Optimization","author":"Alexander Schrijver","year":"2005","unstructured":"Schrijver, A.: On the history of combinatorial optimization (till 1960). In: Aardal, K., Nemhauser, G.L., Weismantel, R. (eds.) Handbook of Discrete Optimization, pp. 1\u201368. Elsevier, Amsterdam (2005)"},{"key":"1_CR12","unstructured":"Turing, A.M.: Intelligent Machinery. National Physical Laboratory, Technical report (1948)"},{"key":"1_CR13","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4757-2440-0","volume-title":"Nat. Stat. Learn. Theory","author":"V Vapnik","year":"1995","unstructured":"Vapnik, V.: Nat. Stat. Learn. Theory. Springer, New York (1995)"},{"key":"1_CR14","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4615-6089-0","volume-title":"Tabu Search","author":"F Glover","year":"1997","unstructured":"Glover, F., Laguna, M.: Tabu Search. Kluwer Academic Publishers, Boston (1997)"},{"key":"1_CR15","volume-title":"Genetic Programming: one the Programming of Computers by Means of Natural Selection","author":"JR Koza","year":"1992","unstructured":"Koza, J.R.: Genetic Programming: one the Programming of Computers by Means of Natural Selection. MIT Press, MA (1992)"},{"issue":"4","key":"1_CR16","doi-asserted-by":"publisher","first-page":"341","DOI":"10.1023\/A:1008202821328","volume":"11","author":"R Storn","year":"1997","unstructured":"Storn, R., Price, K.: Differential evolution\u2014a simple and efficient heuristic for global optimization over continuous spaces. J. Glob. Optim. 11(4), 341\u2013359 (1997)","journal-title":"J. Glob. Optim."},{"issue":"1","key":"1_CR17","doi-asserted-by":"publisher","first-page":"67","DOI":"10.1109\/4235.585893","volume":"1","author":"DH Wolpert","year":"1997","unstructured":"Wolpert, D.H., Macready, W.G.: No free lunch theorems for optimization. IEEE Trans. Evol. Comput. 1(1), 67\u201382 (1997)","journal-title":"IEEE Trans. Evol. Comput."},{"issue":"6","key":"1_CR18","doi-asserted-by":"publisher","first-page":"721","DOI":"10.1109\/TEVC.2005.856205","volume":"9","author":"DH Wolpert","year":"2005","unstructured":"Wolpert, D.H., Macready, W.G.: Coevolutonary free lunches. IEEE Trans. Evol. Comput. 9(6), 721\u2013735 (2005)","journal-title":"IEEE Trans. Evol. Comput."},{"issue":"2","key":"1_CR19","doi-asserted-by":"publisher","first-page":"60","DOI":"10.1177\/003754970107600201","volume":"76","author":"ZW Geem","year":"2001","unstructured":"Geem, Z.W., Kim, J.H., Loganathan, G.V.: A new heuristic optimization: harmony search. Simulation 76(2), 60\u201368 (2001)","journal-title":"Simulation"},{"issue":"3","key":"1_CR20","doi-asserted-by":"publisher","first-page":"223","DOI":"10.1177\/105971230401200308","volume":"12","author":"S Nakrani","year":"2004","unstructured":"Nakrani, S., Tovey, C.: On honey bees and dynamic server allocation in Internet hostubg centers. Adapt. Behav. 12(3), 223\u2013240 (2004)","journal-title":"Adapt. Behav."},{"key":"1_CR21","doi-asserted-by":"crossref","unstructured":"Yang, X.S., Deb, S.: Cuckoo search via L\u00e9vy flights. In: Proceeings of World Congress on Nature and Biologically Inspired Computing (NaBIC 2009), pp. 210\u2013214. IEEE Publications, USA (2009)","DOI":"10.1109\/NABIC.2009.5393690"},{"issue":"4","key":"1_CR22","doi-asserted-by":"publisher","first-page":"330","DOI":"10.1504\/IJMMNO.2010.035430","volume":"1","author":"XS Yang","year":"2010","unstructured":"Yang, X.S., Deb, S.: Engineering optimization by cuckoo search. Int. J. Math. Model. Numer. Optisation 1(4), 330\u2013343 (2010)","journal-title":"Int. J. Math. Model. Numer. Optisation"},{"key":"1_CR23","doi-asserted-by":"crossref","first-page":"65","DOI":"10.1007\/978-3-642-12538-6_6","volume-title":"Nature Inspired Cooperative Strategies for Optimization (NICSO 2010)","author":"Xin-She Yang","year":"2010","unstructured":"Yang, X.S.: A new metaheuristic bat-inspired algorithm. In: Nature Inspired Cooperative Strategies for Optimisation (NICSO 2010). Springer, Studies in Computational Intelligence, vol. 284, pp. 65\u201374 (2010)"},{"issue":"1","key":"1_CR24","doi-asserted-by":"publisher","first-page":"34","DOI":"10.1016\/j.swevo.2013.06.001","volume":"13","author":"I Fister","year":"2013","unstructured":"Fister, I., Fister Jr., I., Yang, X.S., Brest, J.: A comprehensive review of firefly algorithms. Swarm Evol. Comput. 13(1), 34\u201346 (2013)","journal-title":"Swarm Evol. Comput."},{"key":"1_CR25","doi-asserted-by":"publisher","first-page":"268","DOI":"10.1145\/937503.937505","volume":"35","author":"C Blum","year":"2003","unstructured":"Blum, C., Roli, A.: Metaheuristics in combinatorial optimisation: overview and conceptural comparision. ACM Comput. Surv. 35, 268\u2013308 (2003)","journal-title":"ACM Comput. Surv."},{"key":"1_CR26","doi-asserted-by":"crossref","DOI":"10.1093\/oso\/9780195162929.001.0001","volume-title":"Perspectives on Adaptation in Natural and Artificial Systems","author":"L Booker","year":"2005","unstructured":"Booker, L., Forrest, S., Mitchell, M., Riolo, R.: Perspectives on Adaptation in Natural and Artificial Systems. Oxford University Press, Oxford (2005)"},{"issue":"7\u20138","key":"1_CR27","doi-asserted-by":"publisher","first-page":"2051","DOI":"10.1007\/s00521-013-1498-4","volume":"23","author":"XS Yang","year":"2013","unstructured":"Yang, X.S., Deb, S., Loomes, M., Karamanoglu, M.: A framework for self-tuning optimization algorithm. Neural Comput. Appl. 23(7\u20138), 2051\u20132057 (2013)","journal-title":"Neural Comput. Appl."},{"issue":"1","key":"1_CR28","doi-asserted-by":"publisher","first-page":"58","DOI":"10.1109\/4235.985692","volume":"6","author":"M Clerc","year":"2002","unstructured":"Clerc, M., Kennedy, J.: The particle swarm\u2014explosion, stability, and convergence in a multidimensional complex space. IEEE Trans. Evol. Comput. 6(1), 58\u201373 (2002)","journal-title":"IEEE Trans. Evol. Comput."},{"key":"1_CR29","unstructured":"Shi, Y.H., Eberhart, R.: A modified particle swarm optimizer. In: Proceedings of the 1998 IEEE World Congress on Computational Intelligence, 4\u20139 May 1998. IEEE Press, Anchorage, pp. 69\u201373 (1998)"},{"key":"1_CR30","doi-asserted-by":"crossref","first-page":"53","DOI":"10.1007\/978-3-642-22185-9_6","volume-title":"Networked Digital Technologies","author":"Xin-She Yang","year":"2011","unstructured":"Yang, X.S., Deb, S., Fong, S.: Accelerated particle swarm optimization and support vector machine for business optimization and applications. In: Networked Digital Technologies 2011, Communications in Computer and Information Science, vol. 136, pp. 53\u201366 (2011)"},{"key":"1_CR31","doi-asserted-by":"crossref","unstructured":"Fister Jr., I., Yang, X.S., Ljubi\u010d, K., Fister, D., Brest, J., Fister, I.: Towards the novel reasoning among particles in PSO by the use of RDF and SPARQL. Sci. World J. 2014, article ID. 121782, (2014). http:\/\/dx.doi.org\/10.1155\/2014\/121782","DOI":"10.1155\/2014\/121782"},{"issue":"3","key":"1_CR32","doi-asserted-by":"publisher","first-page":"164","DOI":"10.1016\/j.swevo.2011.06.003","volume":"1","author":"J Senthilnath","year":"2011","unstructured":"Senthilnath, J., Omkar, S.N., Mani, V.: Clustering using firely algorithm: performance study. Swarm Evol. Comput. 1(3), 164\u2013171 (2011)","journal-title":"Swarm Evol. Comput."},{"key":"1_CR33","unstructured":"Yousif, A., Abdullah, A.H., Nor, S.M., Abdelaziz, A.A.: Scheduling jobs on grid computing using firefly algorithm. J. Theor. Appl. Inform. Technol. 33(2), 155\u2013164 (2011)"},{"key":"1_CR34","first-page":"347","volume-title":"Cuckoo Search and Firefly Algorithm","author":"Iztok Fister","year":"2013","unstructured":"Fister, I., Yang, X.S., Fister, D., Fister Jr., I.: Firefly algorithm: a brief review of the expanding literature. In: Cuckoo Search and Firefly Algorithm: Theory and Applications, Studies in Computational Intelligence, vol. 516, pp. 347\u2013360. Springer, Heidelberg (2014)"},{"issue":"18","key":"1_CR35","doi-asserted-by":"publisher","first-page":"7220","DOI":"10.1016\/j.eswa.2013.06.070","volume":"40","author":"I Fister","year":"2013","unstructured":"Fister, I., Yang, X.-S., Brest, J., Fister Jr., I.: Modified firefly algorithm using quaternion representation. Expert Syst. Appl. 40(18), 7220\u20137230 (2013)","journal-title":"Expert Syst. Appl."},{"issue":"6","key":"1_CR36","doi-asserted-by":"crossref","first-page":"1616","DOI":"10.1016\/j.cor.2011.09.026","volume":"40","author":"Xin-She Yang","year":"2013","unstructured":"Yang, X.S., Deb, S.: Multiobjective cuckoo search for design optimization. Compute. Oper. Res. 40(6), 1616\u20131624 (2013)","journal-title":"Computers & Operations Research"},{"issue":"12","key":"1_CR37","doi-asserted-by":"publisher","first-page":"1830","DOI":"10.1016\/j.jcp.2007.06.008","volume":"226","author":"I Pavlyukevich","year":"2007","unstructured":"Pavlyukevich, I.: L\u00e9vy flights, non-local search and simulated annealing. J. Comput. Phys. 226(12), 1830\u20131844 (2007)","journal-title":"J. Comput. Phys."},{"issue":"1","key":"1_CR38","doi-asserted-by":"publisher","first-page":"169","DOI":"10.1007\/s00521-013-1367-1","volume":"24","author":"XS Yang","year":"2014","unstructured":"Yang, X.S., Deb, S.: Cuckoo search: recent advances and applications. Neural Comput. Appl. 24(1), 169\u2013174 (2014)","journal-title":"Neural Comput. Appl."},{"key":"1_CR39","first-page":"49","volume-title":"Cuckoo Search and Firefly Algorithm","author":"Iztok Fister","year":"2013","unstructured":"Fister Jr., I., Yang, X.S., Fister, D., Fister, I.: Cuckoo search: a brief literature review. In: Cuckoo Search and Firefly Algorithm: Theory and Applications, Studies in Computational Intelligence, vol. 516, pp. 49\u201362. Springer, Heidelberg (2014)"},{"key":"1_CR40","unstructured":"Wang, F., He, X.S., Wang, Y., Yang, S.M.: Markov model and convergence analysis based on cuckoo search algorithm. Comput. Eng. 38(11), 180\u2013185 (2012) (in Chinese)"},{"issue":"5","key":"1_CR41","doi-asserted-by":"publisher","first-page":"267","DOI":"10.1504\/IJBIC.2011.042259","volume":"3","author":"XS Yang","year":"2011","unstructured":"Yang, X.S.: Bat algorithm for multi-objective optimisation. Int. J. Bio-Inspir. Comput. 3(5), 267\u2013274 (2011)","journal-title":"Int. J. Bio-Inspir. Comput."},{"issue":"5","key":"1_CR42","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1108\/02644401211235834","volume":"29","author":"XS Yang","year":"2012","unstructured":"Yang, X.S., Gandomi, A.H.: Bat algorithm: a novel approach for global engineering optimization. Eng. Comput. 29(5), 1\u201318 (2012)","journal-title":"Eng. Comput."},{"key":"1_CR43","doi-asserted-by":"crossref","unstructured":"Fister Jr. I., Fong, S., Brest, J., Fister, I.: A novel hybrid self-adaptive bat algorithm. Sci. World J. 2014, article ID 709738 (2014). http:\/\/dx.doi.org\/10.1155\/2014\/709738","DOI":"10.1155\/2014\/709738"},{"issue":"1\u20132","key":"1_CR44","first-page":"1","volume":"80","author":"I Fister Jr","year":"2013","unstructured":"Fister Jr., I., Fister, D., Yang, X.S.: A hybrid bat algorithm. Elektrotehniski Vestn. 80(1\u20132), 1\u20137 (2013)","journal-title":"Elektrotehniski Vestn."},{"key":"1_CR45","unstructured":"Storn, R.: On the usage of differential evolution for function optimization. Biennial Conference of the North American Fuzzy Information Processing Society (NAFIPS). Berkeley, CA 1996, 519\u2013523 (1996)"},{"key":"1_CR46","volume-title":"Differential Evolution: a Practical Approach to Global Optimization","author":"K Price","year":"2005","unstructured":"Price, K., Storn, R., Lampinen, J.: Differential Evolution: a Practical Approach to Global Optimization. Springer, Berlin (2005)"},{"key":"1_CR47","doi-asserted-by":"crossref","unstructured":"Yang, X.S.: Flower pollination algorithm for global optimization. In: Unconventional Computation and Natural Computation, pp. 240\u2013249. Springer (2012)","DOI":"10.1007\/978-3-642-32894-7_27"},{"issue":"9","key":"1_CR48","doi-asserted-by":"publisher","first-page":"1222","DOI":"10.1080\/0305215X.2013.832237","volume":"46","author":"XS Yang","year":"2014","unstructured":"Yang, X.S., Karamanoglu, M., He, X.S.: Flower pollination algorithm: a novel approach for multiobjective optimization. Eng. Optim. 46(9), 1222\u20131237 (2014)","journal-title":"Eng. Optim."},{"issue":"1","key":"1_CR49","doi-asserted-by":"publisher","first-page":"322","DOI":"10.1016\/j.asoc.2015.08.037","volume":"37","author":"G Bekdas","year":"2015","unstructured":"Bekdas, G., Nigdeli, S.M., Yang, X.S.: Sizing optimization of truss structures using flower pollination algorithm. Appl. Soft Comput. 37(1), 322\u2013331 (2015)","journal-title":"Appl. Soft Comput."},{"issue":"1","key":"1_CR50","doi-asserted-by":"publisher","first-page":"93","DOI":"10.1016\/j.asoc.2014.02.005","volume":"19","author":"MK Marichelvam","year":"2014","unstructured":"Marichelvam, M.K., Prahaharan, T., Yang, X.S.: Improved cuckoo search algorithm for hybrid flow shop scheduling problems to minimize makespan. Appl. Soft Comput. 19(1), 93\u2013101 (2014)","journal-title":"Appl. Soft Comput."},{"issue":"7\u20138","key":"1_CR51","doi-asserted-by":"publisher","first-page":"1659","DOI":"10.1007\/s00521-013-1402-2","volume":"24","author":"A Ouaarab","year":"2014","unstructured":"Ouaarab, A., Ahiod, B., Yang, X.S.: Discrete cuckoo search algorithm for the travelling salesman problem. Neural Comput. Appl. 24(7\u20138), 1659\u20131669 (2014)","journal-title":"Neural Comput. Appl."},{"issue":"4","key":"1_CR52","doi-asserted-by":"publisher","first-page":"1099","DOI":"10.1007\/s00500-014-1322-9","volume":"19","author":"A Ouaarab","year":"2015","unstructured":"Ouaarab, A., Ahiod, B., Yang, X.S.: Random-key cuckoo search for the travelling salesman problem. Soft. Comput. 19(4), 1099\u20131106 (2015)","journal-title":"Soft. Comput."},{"issue":"1","key":"1_CR53","first-page":"44","volume":"8","author":"PR Srivastava","year":"2013","unstructured":"Srivastava, P.R., Millikarjun, B., Yang, X.S.: Optimal test sequence generation using firefly algorithm. Swarm Evol. Comput. 8(1), 44\u201353 (2013)","journal-title":"Swarm Evol. Comput."},{"issue":"4","key":"1_CR54","doi-asserted-by":"publisher","first-page":"673","DOI":"10.1080\/10798587.2015.1025480","volume":"21","author":"S Nandy","year":"2015","unstructured":"Nandy, S., Yang, X.S., Sarkar, P.P., Das, A.: Color image segmentation by cuckoo search. Intell. Autom. Soft Comput. 21(4), 673\u2013685 (2015)","journal-title":"Intell. Autom. Soft Comput."},{"issue":"4","key":"1_CR55","first-page":"263","volume":"5","author":"J Senthilnath","year":"2014","unstructured":"Senthilnath, J., Yang, X.S., Benediktsson, J.A.: Automatic registration of multi-temporal remote sensing images based on nature-inspired techniques. Int. J. Image Data Fusion 5(4), 263\u2013284 (2014)","journal-title":"Int. J. Image Data Fusion"},{"issue":"4","key":"1_CR56","doi-asserted-by":"publisher","first-page":"24","DOI":"10.1109\/MITP.2014.50","volume":"16","author":"S Fong","year":"2014","unstructured":"Fong, S., Deb, S., Yang, X.S., Li, J.Y.: Metaheuristic swarm search for feature selection in life science classificaiton. IEEE IT Prof. 16(4), 24\u201329 (2014)","journal-title":"IEEE IT Prof."},{"key":"1_CR57","doi-asserted-by":"crossref","unstructured":"Yang, X.S.: Recent advances in swarm intelligence and evolutionary computation. In: Studies in Computational Intelligence, vol. 585. Springer (2015)","DOI":"10.1007\/978-3-319-13826-8"}],"container-title":["Studies in Computational Intelligence","Nature-Inspired Computation in Engineering"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-30235-5_1","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,1]],"date-time":"2025-06-01T21:21:32Z","timestamp":1748812892000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-30235-5_1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016]]},"ISBN":["9783319302331","9783319302355"],"references-count":57,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-30235-5_1","relation":{},"ISSN":["1860-949X","1860-9503"],"issn-type":[{"value":"1860-949X","type":"print"},{"value":"1860-9503","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016]]}}}