{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,2]],"date-time":"2026-05-02T13:41:07Z","timestamp":1777729267036,"version":"3.51.4"},"reference-count":33,"publisher":"Springer Science and Business Media LLC","issue":"10","license":[{"start":{"date-parts":[[2023,7,26]],"date-time":"2023-07-26T00:00:00Z","timestamp":1690329600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2023,7,26]],"date-time":"2023-07-26T00:00:00Z","timestamp":1690329600000},"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":["J Ambient Intell Human Comput"],"published-print":{"date-parts":[[2023,10]]},"DOI":"10.1007\/s12652-023-04625-6","type":"journal-article","created":{"date-parts":[[2023,7,26]],"date-time":"2023-07-26T15:49:10Z","timestamp":1690386550000},"page":"14163-14187","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["Web service location-allocation using discrete NSGA-II with matrix based genetic operations and a repair mechanism"],"prefix":"10.1007","volume":"14","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7725-1946","authenticated-orcid":false,"given":"Shanu","family":"Verma","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7668-7887","authenticated-orcid":false,"given":"Millie","family":"Pant","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9600-8319","authenticated-orcid":false,"given":"Vaclav","family":"Snasel","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2023,7,26]]},"reference":[{"key":"4625_CR1","doi-asserted-by":"publisher","first-page":"103586","DOI":"10.1016\/J.CSI.2021.103586","volume":"80","author":"A Abdelli","year":"2022","unstructured":"Abdelli A, Serrai W, Mokdad L (2022) A novel and efficient index based web service discovery approach. Comput Stand Interfaces 80:103586. https:\/\/doi.org\/10.1016\/J.CSI.2021.103586","journal-title":"Comput Stand Interfaces"},{"issue":"1","key":"4625_CR2","doi-asserted-by":"publisher","first-page":"64","DOI":"10.1016\/j.ejor.2007.11.057","volume":"194","author":"R Aboolian","year":"2009","unstructured":"Aboolian R, Sun Y, Koehler GJ (2009) A location-allocation problem for a web services provider in a competitive market. Eur J Oper Res 194(1):64\u201377. https:\/\/doi.org\/10.1016\/j.ejor.2007.11.057","journal-title":"Eur J Oper Res"},{"issue":"1","key":"4625_CR3","doi-asserted-by":"publisher","first-page":"445","DOI":"10.1007\/S12652-021-02910-W","volume":"13","author":"MAB Al-Tarawneh","year":"2022","unstructured":"Al-Tarawneh MAB (2022) Bi-objective optimization of application placement in fog computing environments. J Ambient Intell Humaniz Comput 13(1):445\u2013468. https:\/\/doi.org\/10.1007\/S12652-021-02910-W","journal-title":"J Ambient Intell Humaniz Comput"},{"issue":"2\u20134","key":"4625_CR4","doi-asserted-by":"publisher","first-page":"311","DOI":"10.1016\/S0045-7825(99)00389-8","volume":"186","author":"K Deb","year":"2000","unstructured":"Deb K (2000) An efficient constraint handling method for genetic algorithms. Comput Methods Appl Mech Eng 186(2\u20134):311\u2013338. https:\/\/doi.org\/10.1016\/S0045-7825(99)00389-8","journal-title":"Comput Methods Appl Mech Eng"},{"issue":"2","key":"4625_CR5","doi-asserted-by":"publisher","first-page":"182","DOI":"10.1109\/4235.996017","volume":"6","author":"K Deb","year":"2002","unstructured":"Deb K, Pratap A, Agarwal S, Meyarivan T (2002) A fast and elitist multiobjective genetic algorithm: NSGA-II. IEEE Trans Evol Comput 6(2):182\u2013197. https:\/\/doi.org\/10.1109\/4235.996017","journal-title":"IEEE Trans Evol Comput"},{"issue":"1","key":"4625_CR6","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1016\/J.SWEVO.2011.02.002","volume":"1","author":"J Derrac","year":"2011","unstructured":"Derrac J, Garc\u00eda S, Molina D, Herrera F (2011) A practical tutorial on the use of nonparametric statistical tests as a methodology for comparing evolutionary and swarm intelligence algorithms. Swarm Evol Comput 1(1):3\u201318. https:\/\/doi.org\/10.1016\/J.SWEVO.2011.02.002","journal-title":"Swarm Evol Comput"},{"key":"4625_CR7","doi-asserted-by":"publisher","unstructured":"Goiri \u00cd, Le K, Guitart J, Torres J, Bianchini R (2011) Intelligent placement of datacenters for internet services. Proceedings\u2014International Conference on Distributed Computing Systems, 131\u2013142. https:\/\/doi.org\/10.1109\/ICDCS.2011.19","DOI":"10.1109\/ICDCS.2011.19"},{"key":"4625_CR8","doi-asserted-by":"publisher","unstructured":"Huang H, Ma H, Zhang M (2014) An enhanced genetic algorithm for web service location-allocation. Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 8645 LNCS(PART 2), 223\u2013230. https:\/\/doi.org\/10.1007\/978-3-319-10085-2_20","DOI":"10.1007\/978-3-319-10085-2_20"},{"key":"4625_CR9","doi-asserted-by":"publisher","DOI":"10.1007\/S12652-021-03388-2\/FIGURES\/10","author":"V Jafari","year":"2021","unstructured":"Jafari V, Rezvani MH (2021) Joint optimization of energy consumption and time delay in IoT-fog-cloud computing environments using NSGA-II metaheuristic algorithm. J Ambient Intell Humaniz Comput. https:\/\/doi.org\/10.1007\/S12652-021-03388-2\/FIGURES\/10","journal-title":"J Ambient Intell Humaniz Comput"},{"issue":"3","key":"4625_CR10","doi-asserted-by":"publisher","first-page":"183","DOI":"10.1023\/A:1019121024410","volume":"1","author":"J Johansson","year":"2000","unstructured":"Johansson J (2000) On the impact of network latency on distributed systems design. Inf Technol Manag 1(3):183\u2013194. https:\/\/doi.org\/10.1023\/A:1019121024410","journal-title":"Inf Technol Manag"},{"key":"4625_CR11","volume-title":"Proceedings of ICNN\u201995\u2014international conference on neural networks","author":"J Kennedy","year":"1995","unstructured":"Kennedy J, Eberhart R (1995) Particle swarm optimization. In: Proceedings of ICNN\u201995\u2014international conference on neural networks, vol 4. IEEE. https:\/\/ieeexplore.ieee.org\/document\/488968"},{"key":"4625_CR12","doi-asserted-by":"publisher","unstructured":"Knowles J, Corne D (2002) On metrics for comparing nondominated sets. Proceedings of the 2002 Congress on Evolutionary Computation, CEC 2002, 1: 711\u2013716. https:\/\/doi.org\/10.1109\/CEC.2002.1007013","DOI":"10.1109\/CEC.2002.1007013"},{"key":"4625_CR13","doi-asserted-by":"publisher","unstructured":"Kumawat IR, Nanda SJ, Maddila RK (2017) Multi-objective whale optimization. IEEE Region 10 Annual International Conference, Proceedings\/TENCON, 2017-Decem, 2747\u20132752. https:\/\/doi.org\/10.1109\/TENCON.2017.8228329","DOI":"10.1109\/TENCON.2017.8228329"},{"issue":"5","key":"4625_CR14","doi-asserted-by":"publisher","first-page":"3749","DOI":"10.1007\/S10462-020-09940-4","volume":"54","author":"M Masdari","year":"2021","unstructured":"Masdari M, Nozad Bonab M, Ozdemir S (2021) QoS-driven metaheuristic service composition schemes: a comprehensive overview. Artif Intell Rev 54(5):3749\u20133816. https:\/\/doi.org\/10.1007\/S10462-020-09940-4","journal-title":"Artif Intell Rev"},{"key":"4625_CR15","doi-asserted-by":"publisher","first-page":"51","DOI":"10.1016\/J.ADVENGSOFT.2016.01.008","volume":"95","author":"S Mirjalili","year":"2016","unstructured":"Mirjalili S, Lewis A (2016) The whale optimization algorithm. Adv Eng Softw 95:51\u201367. https:\/\/doi.org\/10.1016\/J.ADVENGSOFT.2016.01.008","journal-title":"Adv Eng Softw"},{"key":"4625_CR16","doi-asserted-by":"publisher","first-page":"46","DOI":"10.1016\/J.ADVENGSOFT.2013.12.007","volume":"69","author":"S Mirjalili","year":"2014","unstructured":"Mirjalili S, Mirjalili SM, Lewis A (2014) Grey wolf optimizer. Adv Eng Softw 69:46\u201361. https:\/\/doi.org\/10.1016\/J.ADVENGSOFT.2013.12.007","journal-title":"Adv Eng Softw"},{"key":"4625_CR17","doi-asserted-by":"publisher","first-page":"106","DOI":"10.1016\/J.ESWA.2015.10.039","volume":"47","author":"S Mirjalili","year":"2016","unstructured":"Mirjalili S, Saremi S, Mirjalili SM, Coelho LDS (2016) Multi-objective grey wolf optimizer: a novel algorithm for multi-criterion optimization. Expert Syst Appl 47:106\u2013119. https:\/\/doi.org\/10.1016\/J.ESWA.2015.10.039","journal-title":"Expert Syst Appl"},{"key":"4625_CR18","doi-asserted-by":"publisher","unstructured":"Nacer AA, Bessai K, Youcef S, Godart C (2015) A Multi-criteria Based Approach for Web Service Selection Using Quality of Service (QoS). Proceedings2015 IEEE International Conference on Services Computing, SCC 2015, 570\u2013577. https:\/\/doi.org\/10.1109\/SCC.2015.83","DOI":"10.1109\/SCC.2015.83"},{"key":"4625_CR19","doi-asserted-by":"publisher","first-page":"1092","DOI":"10.1016\/J.PROCS.2021.08.112","volume":"192","author":"A Oloieri","year":"2021","unstructured":"Oloieri A, Diac P (2021) Throughput-based service composition. Procedia Comput Sci 192:1092\u20131101. https:\/\/doi.org\/10.1016\/J.PROCS.2021.08.112","journal-title":"Procedia Comput Sci"},{"key":"4625_CR20","doi-asserted-by":"publisher","unstructured":"Papazoglou MP (2003) Service -oriented computing: concepts, characteristics and directions. Proceedings\u20144th International Conference on Web Information Systems Engineering, WISE 2003, 3\u201312. https:\/\/doi.org\/10.1109\/WISE.2003.1254461","DOI":"10.1109\/WISE.2003.1254461"},{"issue":"1","key":"4625_CR21","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/844357.844360","volume":"4","author":"S Ran","year":"2003","unstructured":"Ran S (2003) A model for web services discovery with QoS. ACM SIGecom Exchanges 4(1):1\u201310. https:\/\/doi.org\/10.1145\/844357.844360","journal-title":"ACM SIGecom Exchanges"},{"key":"4625_CR22","doi-asserted-by":"publisher","unstructured":"Riquelme N, Von L\u00fccken C, Bar\u00e1n B (2015) Performance metrics in multi-objective optimization. Proceedings-2015 41st Latin American Computing Conference, CLEI 2015. https:\/\/doi.org\/10.1109\/CLEI.2015.7360024","DOI":"10.1109\/CLEI.2015.7360024"},{"issue":"1","key":"4625_CR23","doi-asserted-by":"publisher","first-page":"221","DOI":"10.1016\/j.dss.2004.11.016","volume":"42","author":"Y Sun","year":"2006","unstructured":"Sun Y, Koehler GJ (2006) A location model for a web service intermediary. Decis Support Syst 42(1):221\u2013236. https:\/\/doi.org\/10.1016\/j.dss.2004.11.016","journal-title":"Decis Support Syst"},{"key":"4625_CR24","doi-asserted-by":"publisher","unstructured":"Tan B, Ma H, Zhang M (2016a) Optimization of location allocation of web services using a modified non-dominated sorting genetic algorithm. Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 9592, 246\u2013257. https:\/\/doi.org\/10.1007\/978-3-319-28270-1_21","DOI":"10.1007\/978-3-319-28270-1_21"},{"key":"4625_CR25","doi-asserted-by":"publisher","unstructured":"Tan B, Mei Y, Ma H, Zhang M (2016b) Particle swarm optimization for multi-objective web service location allocation. Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 9595, 219\u2013234. https:\/\/doi.org\/10.1007\/978-3-319-30698-8_15","DOI":"10.1007\/978-3-319-30698-8_15"},{"key":"4625_CR26","doi-asserted-by":"publisher","unstructured":"Tan B, Huang H, Ma H, Zhang M (2017) Binary PSO for web service location-allocation. Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 10142 LNAI, 366\u2013377. https:\/\/doi.org\/10.1007\/978-3-319-51691-2_31","DOI":"10.1007\/978-3-319-51691-2_31"},{"issue":"2","key":"4625_CR27","doi-asserted-by":"publisher","first-page":"458","DOI":"10.1109\/TSC.2018.2793266","volume":"14","author":"B Tan","year":"2021","unstructured":"Tan B, Ma H, Mei Y, Zhang M (2021) Evolutionary multi-objective optimization for web service location allocation problem. IEEE Trans Serv Comput 14(2):458\u2013471. https:\/\/doi.org\/10.1109\/TSC.2018.2793266","journal-title":"IEEE Trans Serv Comput"},{"key":"4625_CR28","doi-asserted-by":"publisher","unstructured":"Tupsamudre H, Saurabh S, Ramamurthy A, Gharote M, Lodha S (2021) A divide and conquer approach for web services location allocation problem. GECCO 2021 Companion\u2014Proceedings of the 2021 Genetic and Evolutionary Computation Conference Companion, 1346\u20131354. https:\/\/doi.org\/10.1145\/3449726.3463127","DOI":"10.1145\/3449726.3463127"},{"key":"4625_CR29","doi-asserted-by":"publisher","first-page":"57757","DOI":"10.1109\/ACCESS.2021.3070634","volume":"9","author":"S Verma","year":"2021","unstructured":"Verma S, Pant M, Snasel V (2021) A comprehensive review on NSGA-II for multi-objective combinatorial optimization problems. IEEE Access 9:57757\u201357791. https:\/\/doi.org\/10.1109\/ACCESS.2021.3070634","journal-title":"IEEE Access"},{"issue":"5","key":"4625_CR30","doi-asserted-by":"publisher","first-page":"344","DOI":"10.1287\/MNSC.13.5.344","volume":"13","author":"WI Zangwill","year":"1967","unstructured":"Zangwill WI (1967) Non-linear programming via penalty functions. Manag Sci 13(5):344\u2013358. https:\/\/doi.org\/10.1287\/MNSC.13.5.344","journal-title":"Manag Sci"},{"issue":"1","key":"4625_CR31","doi-asserted-by":"publisher","first-page":"e6531","DOI":"10.1002\/CPE.6531","volume":"34","author":"R Zeyneb Yasmina","year":"2022","unstructured":"Zeyneb Yasmina R, Fethallah H, Fadoua L (2022) Web service selection and composition based on uncertain quality of service. Concurr Comput 34(1):e6531. https:\/\/doi.org\/10.1002\/CPE.6531","journal-title":"Concurr Comput"},{"key":"4625_CR32","doi-asserted-by":"publisher","unstructured":"Zheng Z, Lyu MR (2008) WS-DREAM: a distributed reliability assessment mechanism for web services. Proceedings of the International Conference on Dependable Systems and Networks, 392\u2013397. https:\/\/doi.org\/10.1109\/DSN.2008.4630108","DOI":"10.1109\/DSN.2008.4630108"},{"issue":"1","key":"4625_CR33","doi-asserted-by":"publisher","first-page":"32","DOI":"10.1109\/TSC.2012.34","volume":"7","author":"Z Zheng","year":"2014","unstructured":"Zheng Z, Zhang Y, Lyu MR (2014) Investigating QoS of real-world web services. IEEE Trans Serv Comput 7(1):32\u201339. https:\/\/doi.org\/10.1109\/TSC.2012.34","journal-title":"IEEE Trans Serv Comput"}],"updated-by":[{"DOI":"10.1007\/s12652-023-04731-5","type":"correction","label":"Correction","source":"publisher","updated":{"date-parts":[[2023,11,29]],"date-time":"2023-11-29T00:00:00Z","timestamp":1701216000000}}],"container-title":["Journal of Ambient Intelligence and Humanized Computing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s12652-023-04625-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s12652-023-04625-6\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s12652-023-04625-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,11,29]],"date-time":"2023-11-29T16:38:41Z","timestamp":1701275921000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s12652-023-04625-6"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,7,26]]},"references-count":33,"journal-issue":{"issue":"10","published-print":{"date-parts":[[2023,10]]}},"alternative-id":["4625"],"URL":"https:\/\/doi.org\/10.1007\/s12652-023-04625-6","relation":{"correction":[{"id-type":"doi","id":"10.1007\/s12652-023-04731-5","asserted-by":"object"}]},"ISSN":["1868-5137","1868-5145"],"issn-type":[{"value":"1868-5137","type":"print"},{"value":"1868-5145","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,7,26]]},"assertion":[{"value":"28 September 2021","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"2 May 2023","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"26 July 2023","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"29 November 2023","order":4,"name":"change_date","label":"Change Date","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"Correction","order":5,"name":"change_type","label":"Change Type","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"A Correction to this paper has been published:","order":6,"name":"change_details","label":"Change Details","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"https:\/\/doi.org\/10.1007\/s12652-023-04731-5","URL":"https:\/\/doi.org\/10.1007\/s12652-023-04731-5","order":7,"name":"change_details","label":"Change Details","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"On behalf of all authors, the corresponding author states that there is no conflict of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}