{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,9,24]],"date-time":"2025-09-24T09:08:20Z","timestamp":1758704900070,"version":"3.40.3"},"publisher-location":"Cham","reference-count":21,"publisher":"Springer Nature Switzerland","isbn-type":[{"type":"print","value":"9783031756221"},{"type":"electronic","value":"9783031756238"}],"license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"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":[[2025]]},"DOI":"10.1007\/978-3-031-75623-8_20","type":"book-chapter","created":{"date-parts":[[2025,1,2]],"date-time":"2025-01-02T19:17:30Z","timestamp":1735845450000},"page":"254-268","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["How Evolutionary Algorithms Consume Energy Depending on\u00a0the\u00a0Language and\u00a0Its Level"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-1385-9741","authenticated-orcid":false,"given":"Juan J.","family":"Merelo-Guerv\u00f3s","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2593-1114","authenticated-orcid":false,"given":"Mario","family":"Garc\u00eda-Valdez","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2025,1,3]]},"reference":[{"issue":"10","key":"20_CR1","doi-asserted-by":"publisher","first-page":"6194","DOI":"10.1007\/s11227-019-02843-4","volume":"75","author":"A Abdelhafez","year":"2019","unstructured":"Abdelhafez, A., Alba, E., Luque, G.: A component-based study of energy consumption for sequential and parallel genetic algorithms. J. Supercomput. 75(10), 6194\u20136219 (2019). https:\/\/doi.org\/10.1007\/s11227-019-02843-4","journal-title":"J. Supercomput."},{"key":"20_CR2","doi-asserted-by":"crossref","unstructured":"Connolly\u00a0Bree, D., \u00d3\u00a0Cinn\u00e9ide, M.: Energy efficiency of the visitor pattern: contrasting Java and C++ implementations. Empirical Softw. Eng. 28(6), 145 (2023)","DOI":"10.1007\/s10664-023-10387-8"},{"key":"20_CR3","doi-asserted-by":"publisher","unstructured":"Corne, D., Lones, M.A.: Evolutionary Algorithms, pp. 1\u201322. Springer, Cham (2018). https:\/\/doi.org\/10.1007\/978-3-319-07153-4_27-1","DOI":"10.1007\/978-3-319-07153-4_27-1"},{"key":"20_CR4","doi-asserted-by":"crossref","unstructured":"D\u00edaz-\u00c1lvarez, J., Castillo, P.A., Fernandez\u00a0de Vega, F., Ch\u00e1vez, F., Alvarado, J.: Population size influence on the energy consumption of genetic programming. Meas. Control 55(1-2), 102\u2013115 (2022)","DOI":"10.1177\/00202940211064471"},{"issue":"1","key":"20_CR5","first-page":"2171","volume":"13","author":"FA Fortin","year":"2012","unstructured":"Fortin, F.A., De Rainville, F.M., Gardner, M.A.G., Parizeau, M., Gagn\u00e9, C.: DEAP: evolutionary algorithms made easy. J. Mach. Learn. Res. 13(1), 2171\u20132175 (2012)","journal-title":"J. Mach. Learn. Res."},{"key":"20_CR6","unstructured":"Garg, K., Jindal, C., Kumar, S., Juneja, S.: Analyzing and rating greenness of nature-inspired algorithms. In: 6th International Conference on Innovative Computing and Communication (ICICC 2023) (2023)"},{"key":"20_CR7","doi-asserted-by":"crossref","unstructured":"Hidalgo, I., et al.: Sustainable artificial intelligence systems: an energy efficiency approach (2023)","DOI":"10.36227\/techrxiv.24610899.v1"},{"key":"20_CR8","doi-asserted-by":"crossref","unstructured":"Holl\u00f3-Szab\u00f3, \u00c1., Albert, I., Botzheim, J.: Statistical racing crossover based genetic algorithm for vehicle routing problem. In: 2021 IEEE 21st International Symposium on Computational Intelligence and Informatics (CINTI), pp. 000267\u2013000272. IEEE (2021)","DOI":"10.1109\/CINTI53070.2021.9668496"},{"key":"20_CR9","doi-asserted-by":"crossref","unstructured":"Ierusalimschy, R., de\u00a0Figueiredo, L.H., Celes, W.: The evolution of Lua. In: Proceedings of the Third ACM SIGPLAN Conference on History of Programming Languages, p.\u00a02-1 (2007)","DOI":"10.1145\/1238844.1238846"},{"key":"20_CR10","doi-asserted-by":"publisher","unstructured":"K\u00f6hler, S., et al.: Pinpoint the Joules: unifying runtime-support for energy measurements on heterogeneous systems. In: 2020 IEEE\/ACM International Workshop on Runtime and Operating Systems for Supercomputers (ROSS), pp. 31\u201340 (2020). https:\/\/doi.org\/10.1109\/ROSS51935.2020.00009","DOI":"10.1109\/ROSS51935.2020.00009"},{"issue":"6","key":"20_CR11","doi-asserted-by":"publisher","first-page":"514","DOI":"10.1038\/s43588-023-00461-y","volume":"3","author":"L Lannelongue","year":"2023","unstructured":"Lannelongue, L., et al.: Greener principles for environmentally sustainable computational science. Nat. Comput. Sci. 3(6), 514\u2013521 (2023)","journal-title":"Nat. Comput. Sci."},{"key":"20_CR12","doi-asserted-by":"crossref","unstructured":"Lima, L.G., Soares-Neto, F., Lieuthier, P., Castor, F., Melfe, G., Fernandes, J.P.: Haskell in green land: analyzing the energy behavior of a purely functional language. In: 2016 IEEE 23rd International Conference on Software Analysis, Evolution, and Reengineering (SANER), vol.\u00a01, pp. 517\u2013528. IEEE (2016)","DOI":"10.1109\/SANER.2016.85"},{"key":"20_CR13","doi-asserted-by":"crossref","unstructured":"Merelo-Guerv\u00f3s, J.J., et al.: Ranking the performance of compiled and interpreted languages in genetic algorithms. In: Proceedings of the International Conference on Evolutionary Computation Theory and Applications, Porto, Portugal, vol.\u00a011, pp. 164\u2013170 (2016)","DOI":"10.5220\/0006048101640170"},{"key":"20_CR14","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"689","DOI":"10.1007\/978-3-319-55849-3_44","volume-title":"Applications of Evolutionary Computation","author":"J-J Merelo-Guerv\u00f3s","year":"2017","unstructured":"Merelo-Guerv\u00f3s, J.-J., et al.: Ranking programming languages for evolutionary algorithm operations. In: Squillero, G., Sim, K. (eds.) EvoApplications 2017. LNCS, vol. 10199, pp. 689\u2013704. Springer, Cham (2017). https:\/\/doi.org\/10.1007\/978-3-319-55849-3_44"},{"key":"20_CR15","doi-asserted-by":"publisher","unstructured":"Merelo-Guerv\u00f3s, J.J., Garc\u00eda-Valdez, M., Castillo, P.A.: An analysis of energy consumption of JavaScript interpreters with evolutionary algorithm workloads. In: Fill, H., Mayo, F.J.D., van Sinderen, M., Maciaszek, L.A. (eds.) Proceedings of the 18th International Conference on Software Technologies, ICSOFT 2023, Rome, Italy, 10\u201312 July 2023, pp. 175\u2013184. SCITEPRESS (2023). https:\/\/doi.org\/10.5220\/0012128100003538","DOI":"10.5220\/0012128100003538"},{"key":"20_CR16","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"333","DOI":"10.1007\/978-3-642-21498-1_42","volume-title":"Advances in Computational Intelligence","author":"JJ Merelo","year":"2011","unstructured":"Merelo, J.J., Romero, G., Arenas, M.G., Castillo, P.A., Mora, A.M., Laredo, J.L.J.: Implementation matters: programming best practices for evolutionary algorithms. In: Cabestany, J., Rojas, I., Joya, G. (eds.) IWANN 2011. LNCS, vol. 6692, pp. 333\u2013340. Springer, Heidelberg (2011). https:\/\/doi.org\/10.1007\/978-3-642-21498-1_42"},{"key":"20_CR17","doi-asserted-by":"crossref","unstructured":"Pereira, R., et al.: Ranking programming languages by energy efficiency. Sci. Comput. Program. 205, 102609 (2021)","DOI":"10.1016\/j.scico.2021.102609"},{"issue":"12","key":"20_CR18","doi-asserted-by":"publisher","first-page":"68","DOI":"10.1145\/3154384","volume":"60","author":"G Pinto","year":"2017","unstructured":"Pinto, G., Castor, F.: Energy efficiency: a new concern for application software developers. Commun. ACM 60(12), 68\u201375 (2017)","journal-title":"Commun. ACM"},{"issue":"2","key":"20_CR19","doi-asserted-by":"publisher","first-page":"41","DOI":"10.1109\/MCSE.2017.29","volume":"19","author":"TN Theis","year":"2017","unstructured":"Theis, T.N., Wong, H.S.P.: The end of Moore\u2019s Law: a new beginning for information technology. Comput. Sci. Eng. 19(2), 41\u201350 (2017)","journal-title":"Comput. Sci. Eng."},{"key":"20_CR20","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"548","DOI":"10.1007\/978-3-319-45823-6_51","volume-title":"Parallel Problem Solving from Nature \u2013 PPSN XIV","author":"FF de Vega","year":"2016","unstructured":"de Vega, F.F., et al.: A cross-platform assessment of energy consumption in evolutionary algorithms. In: Handl, J., Hart, E., Lewis, P.R., L\u00f3pez-Ib\u00e1\u00f1ez, M., Ochoa, G., Paechter, B. (eds.) PPSN 2016. LNCS, vol. 9921, pp. 548\u2013557. Springer, Cham (2016). https:\/\/doi.org\/10.1007\/978-3-319-45823-6_51"},{"key":"20_CR21","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"97","DOI":"10.1007\/BFb0056853","volume-title":"Parallel Problem Solving from Nature \u2014 PPSN V","author":"RA Watson","year":"1998","unstructured":"Watson, R.A., Hornby, G.S., Pollack, J.B.: Modeling building-block interdependency. In: Eiben, A.E., B\u00e4ck, T., Schoenauer, M., Schwefel, H.-P. (eds.) PPSN 1998. LNCS, vol. 1498, pp. 97\u2013106. Springer, Heidelberg (1998). https:\/\/doi.org\/10.1007\/BFb0056853"}],"container-title":["Lecture Notes in Computer Science","Learning and Intelligent Optimization"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-75623-8_20","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,3,11]],"date-time":"2025-03-11T09:08:47Z","timestamp":1741684127000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-75623-8_20"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"ISBN":["9783031756221","9783031756238"],"references-count":21,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-75623-8_20","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2025]]},"assertion":[{"value":"3 January 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"LION","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Learning and Intelligent Optimization","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Ischia Island","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Italy","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2024","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"9 June 2024","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"13 June 2024","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"18","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"lion2024","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/www.lion18.unina.it\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}