{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,10]],"date-time":"2025-11-10T21:06:12Z","timestamp":1762808772327},"publisher-location":"Cham","reference-count":26,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783030166809"},{"type":"electronic","value":"9783030166816"}],"license":[{"start":{"date-parts":[[2019,1,1]],"date-time":"2019-01-01T00:00:00Z","timestamp":1546300800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2019]]},"DOI":"10.1007\/978-3-030-16681-6_19","type":"book-chapter","created":{"date-parts":[[2019,5,22]],"date-time":"2019-05-22T17:26:26Z","timestamp":1558545986000},"page":"192-201","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["Comparative Analysis of Chaotic Variant of Firefly Algorithm, Flower Pollination Algorithm and Dragonfly Algorithm for High Dimension Non-linear Test Functions"],"prefix":"10.1007","author":[{"given":"Amrit Pal","family":"Singh","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Arvinder","family":"Kaur","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2019,5,21]]},"reference":[{"issue":"8","key":"19_CR1","doi-asserted-by":"publisher","first-page":"937","DOI":"10.1016\/j.ins.2005.02.003","volume":"176","author":"F Bergh Van den","year":"2006","unstructured":"Van den Bergh, F., Engelbrecht, A.P.: A study of particle swarm optimization particle trajectories. Inf. Sci. 176(8), 937\u2013971 (2006)","journal-title":"Inf. Sci."},{"key":"19_CR2","unstructured":"Yang, X.-S.: Nature-Inspired Metaheuristic Algorithms. Luniver Press, Cambridge (2010)"},{"key":"19_CR3","unstructured":"Eberhart, R., Kennedy, J.: A new optimizer using particle swarm theory. In: Proceedings of the Sixth International Symposium on Micro Machine and Human Science, MHS 1995, pp. 39\u201343. IEEE (1995)"},{"key":"19_CR4","unstructured":"Yang, X.-S.: Firefly algorithm. In: Nature-Inspired Metaheuristic Algorithms, vol. 20, pp. 79\u201390 (2008)"},{"issue":"12","key":"19_CR5","doi-asserted-by":"publisher","first-page":"4831","DOI":"10.1016\/j.cnsns.2012.05.010","volume":"17","author":"AH Gandomi","year":"2012","unstructured":"Gandomi, A.H., Alavi, A.H.: Krill herd: a new bio-inspired optimization algorithm. Commun. Nonlinear Sci. Numer. Simul. 17(12), 4831\u20134845 (2012)","journal-title":"Commun. Nonlinear Sci. Numer. Simul."},{"key":"19_CR6","doi-asserted-by":"publisher","first-page":"861","DOI":"10.1016\/j.procs.2013.05.251","volume":"18","author":"X-S Yang","year":"2013","unstructured":"Yang, X.-S., Karamanoglu, M., He, X.: Multi-objective flower algorithm for optimization. Procedia Comput. Sci. 18, 861\u2013868 (2013)","journal-title":"Procedia Comput. Sci."},{"issue":"4","key":"19_CR7","doi-asserted-by":"publisher","first-page":"1053","DOI":"10.1007\/s00521-015-1920-1","volume":"27","author":"S Mirjalili","year":"2016","unstructured":"Mirjalili, S.: Dragonfly algorithm: a new meta-heuristic optimization technique for solving single-objective, discrete, and multi-objective problems. Neural Comput. Appl. 27(4), 1053\u20131073 (2016)","journal-title":"Neural Comput. Appl."},{"issue":"10","key":"19_CR8","first-page":"50","volume":"4","author":"SK Pal","year":"2012","unstructured":"Pal, S.K., Rai, C., Singh, A.P.: Comparative study of firefly algorithm and particle swarm optimization for noisy non-linear optimization problems. Int. J. Intell. Syst. Appl. 4(10), 50 (2012)","journal-title":"Int. J. Intell. Syst. Appl."},{"issue":"4","key":"19_CR9","doi-asserted-by":"publisher","first-page":"853","DOI":"10.1007\/s13198-017-0664-y","volume":"9","author":"A Kaur","year":"2018","unstructured":"Kaur, A., Pal, S.K., Singh, A.P.: New chaotic flower pollination algorithm for unconstrained non-linear optimization functions. Int. J. Syst. Assurance Eng. Manag. 9(4), 853\u2013865 (2018)","journal-title":"Int. J. Syst. Assurance Eng. Manag."},{"issue":"3","key":"19_CR10","doi-asserted-by":"publisher","first-page":"38","DOI":"10.5815\/ijmecs.2014.03.05","volume":"6","author":"O Abdel-Raouf","year":"2014","unstructured":"Abdel-Raouf, O., El-Henawy, I., Abdel-Baset, M., et al.: A novel hybrid flower pollination algorithm with chaotic harmony search for solving sudoku puzzles. Int. J. Modern Educ. Comput. Sci. 6(3), 38 (2014)","journal-title":"Int. J. Modern Educ. Comput. Sci."},{"issue":"1","key":"19_CR11","doi-asserted-by":"publisher","first-page":"89","DOI":"10.1016\/j.cnsns.2012.06.009","volume":"18","author":"AH Gandomi","year":"2013","unstructured":"Gandomi, A.H., Yang, X.-S., Talatahari, S., Alavi, A.H.: Firefly algorithm with chaos. Commun. Nonlinear Sci. Numer. Simul. 18(1), 89\u201398 (2013)","journal-title":"Commun. Nonlinear Sci. Numer. Simul."},{"issue":"3","key":"19_CR12","doi-asserted-by":"publisher","first-page":"1019","DOI":"10.1016\/j.asoc.2006.10.006","volume":"7","author":"H Liu","year":"2007","unstructured":"Liu, H., Abraham, A., Clerc, M.: Chaotic dynamic characteristics in swarm intelligence. Appl. Soft Comput. 7(3), 1019\u20131026 (2007)","journal-title":"Appl. Soft Comput."},{"issue":"5","key":"19_CR13","first-page":"1282","volume":"9","author":"A Ouyang","year":"2014","unstructured":"Ouyang, A., Pan, G., Yue, G., Du, J.: Chaotic cuckoo search algorithm for high-dimensional functions. JCP 9(5), 1282\u20131290 (2014)","journal-title":"JCP"},{"key":"19_CR14","doi-asserted-by":"crossref","unstructured":"He, X., Huang, J., Rao, Y., Gao, L.: Chaotic teaching-learning-based optimization with l\u00e9vy flight for global numerical optimization. Comput. Intell. Neurosci. 2016, 43 (2016)","DOI":"10.1155\/2016\/8341275"},{"key":"19_CR15","doi-asserted-by":"publisher","first-page":"192","DOI":"10.1016\/j.eswa.2016.03.047","volume":"57","author":"E Nabil","year":"2016","unstructured":"Nabil, E.: A modified flower pollination algorithm for global optimization. Expert Syst. Appl. 57, 192\u2013203 (2016)","journal-title":"Expert Syst. Appl."},{"key":"19_CR16","first-page":"451","volume-title":"Advances in Intelligent Systems and Computing","author":"Szymon \u0141ukasik","year":"2015","unstructured":"\u0141ukasik, S., Kowalski, P.A.: Study of flower pollination algorithm for continuous optimization. In: Intelligent Systems 2014, pp. 451\u2013459. Springer, Heidelberg (2015)"},{"issue":"1","key":"19_CR17","doi-asserted-by":"publisher","first-page":"31","DOI":"10.1007\/s12293-013-0128-0","volume":"6","author":"JC Bansal","year":"2014","unstructured":"Bansal, J.C., Sharma, H., Jadon, S.S., Clerc, M.: Spider monkey optimization algorithm for numerical optimization. Memetic Comput. 6(1), 31\u201347 (2014). \n                  https:\/\/doi.org\/10.1007\/s12293-013-0128-0","journal-title":"Memetic Comput."},{"issue":"3","key":"19_CR18","doi-asserted-by":"publisher","first-page":"589","DOI":"10.1007\/s13198-014-0286-6","volume":"9","author":"SS Jadon","year":"2018","unstructured":"Jadon, S.S., Bansal, J.C., Tiwari, R., Sharma, H.: Artificial bee colony algorithm with global and local neighborhoods. Int. J. Syst. Assurance Eng. Manag. 9(3), 589\u2013601 (2018)","journal-title":"Int. J. Syst. Assurance Eng. Manag."},{"key":"19_CR19","doi-asserted-by":"crossref","unstructured":"Jamil, M., Yang, X.-S., Zepernick, H.-J.: Test functions for global optimization: a comprehensive survey. In: Swarm Intelligence and Bio-Inspired Computation, pp. 193\u2013222. Elsevier (2013)","DOI":"10.1016\/B978-0-12-405163-8.00008-9"},{"issue":"2","key":"19_CR20","doi-asserted-by":"publisher","first-page":"595","DOI":"10.1109\/TNN.2006.890809","volume":"18","author":"Y Song","year":"2007","unstructured":"Song, Y., Chen, Z., Yuan, Z.: New chaotic PSO-based neural network predictive control for nonlinear process. IEEE Trans. Neural Netw. 18(2), 595\u2013601 (2007)","journal-title":"IEEE Trans. Neural Netw."},{"key":"19_CR21","doi-asserted-by":"crossref","unstructured":"Hongwu, L.: An adaptive chaotic particle swarm optimization. In: ISECS International Colloquium on Computing, Communication, Control, and Management, CCCM 2009, vol. 2, pp. 324\u2013327. IEEE (2009)","DOI":"10.1109\/CCCM.2009.5270407"},{"key":"19_CR22","doi-asserted-by":"crossref","unstructured":"Yang, X.-S.: Chaos-enhanced firefly algorithm with automatic parameter tuning. In: Recent Algorithms and Applications in Swarm Intelligence Research, pp. 125\u2013136. IGI Global (2013)","DOI":"10.4018\/978-1-4666-2479-5.ch007"},{"issue":"3","key":"19_CR23","first-page":"72","volume":"8","author":"I El-henawy","year":"2014","unstructured":"El-henawy, I., Ismail, M.: An improved chaotic flower pollination algorithm for solving large integer programming problems. Int. J. Digit. Content Technol. Appl. 8(3), 72 (2014)","journal-title":"Int. J. Digit. Content Technol. Appl."},{"key":"19_CR24","unstructured":"Ashwin, P.: Cycles homoclinic to chaotic sets; robustness and resonance. Chaos: Interdisciplinary J. Nonlinear Sci. 7(2), 207\u2013 220 (1997)"},{"key":"19_CR25","doi-asserted-by":"publisher","first-page":"240","DOI":"10.1007\/978-3-642-32894-7_27","volume-title":"Unconventional Computation and Natural Computation","author":"Xin-She Yang","year":"2012","unstructured":"Yang, X.-S.: Flower pollination algorithm for global optimization. In: International Conference on Unconventional Computing and Natural Computation, pp. 240\u2013249. Springer, Heidelberg (2012)"},{"key":"19_CR26","doi-asserted-by":"crossref","unstructured":"Sayed, G.I., Tharwat, A., Hassanien, A.E.: Chaotic dragonfly algorithm: an improved metaheuristic algorithm for feature selection. Appl. Intell., 1\u201318 (2018)","DOI":"10.1007\/s10489-018-1261-8"}],"container-title":["Advances in Intelligent Systems and Computing","Innovations in Bio-Inspired Computing and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-16681-6_19","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,5,22]],"date-time":"2019-05-22T17:32:51Z","timestamp":1558546371000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-030-16681-6_19"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019]]},"ISBN":["9783030166809","9783030166816"],"references-count":26,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-16681-6_19","relation":{},"ISSN":["2194-5357","2194-5365"],"issn-type":[{"type":"print","value":"2194-5357"},{"type":"electronic","value":"2194-5365"}],"subject":[],"published":{"date-parts":[[2019]]},"assertion":[{"value":"21 May 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"IBICA","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Innovations in Bio-Inspired Computing and Applications","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Kochi","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"India","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2018","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"17 December 2018","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"19 December 2018","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"9","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"ibica2018","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.mirlabs.net\/ibica18","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}