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The considered model is a nonlinear one inspired from the well-known ASM1. Nature-inspired algorithms have gained significant attention over the last years as useful means to solve parameter identification problem. The proposed approach in this paper is the cuckoo search algorithm based on both the fascinating brood parasitic behavior and the l\u00e9vy flights. The advantages of this method are its simplicity and robustness, but it requires a good tuning of its parameters to have the best results. The comparison of the simulation results with the Nelder-Mead method, genetic algorithm, and particle swarm optimization proves the capability of this method to identify the model\u2019s parameters with high precision.<\/jats:p>","DOI":"10.1177\/0142331218824384","type":"journal-article","created":{"date-parts":[[2019,2,7]],"date-time":"2019-02-07T00:37:11Z","timestamp":1549499831000},"page":"3352-3363","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":8,"title":["Parameter identification of a reduced nonlinear model for an activated sludge process based on cuckoo search algorithm"],"prefix":"10.1177","volume":"41","author":[{"given":"Taoufik","family":"Ladhari","sequence":"first","affiliation":[{"name":"Research Unit: Industrial systems study and renewable energy (ESIER), the National Engineering School of Monastir (ENIM), University of Monastir, Tunisia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Intissar","family":"Khoja","sequence":"additional","affiliation":[{"name":"Research Unit: Industrial systems study and renewable energy (ESIER), the National Engineering School of Monastir (ENIM), University of Monastir, Tunisia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Faouzi","family":"Msahli","sequence":"additional","affiliation":[{"name":"Research Unit: Industrial systems study and renewable energy (ESIER), the National Engineering School of Monastir (ENIM), University of Monastir, Tunisia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Anis","family":"Sakly","sequence":"additional","affiliation":[{"name":"Research Unit: Industrial systems study and renewable energy (ESIER), the National Engineering School of Monastir (ENIM), University of Monastir, Tunisia"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"179","published-online":{"date-parts":[[2019,2,6]]},"reference":[{"key":"bibr1-0142331218824384","doi-asserted-by":"publisher","DOI":"10.1016\/j.isatra.2014.04.007"},{"key":"bibr2-0142331218824384","doi-asserted-by":"publisher","DOI":"10.1016\/j.energy.2013.07.011"},{"key":"bibr3-0142331218824384","doi-asserted-by":"publisher","DOI":"10.1109\/AQTR.2016.7501327"},{"key":"bibr4-0142331218824384","doi-asserted-by":"publisher","DOI":"10.1109\/AQTR.2008.4588790"},{"key":"bibr5-0142331218824384","doi-asserted-by":"publisher","DOI":"10.1109\/AQTR.2006.254631"},{"key":"bibr6-0142331218824384","doi-asserted-by":"publisher","DOI":"10.1016\/j.jprocont.2007.12.006"},{"issue":"1","key":"bibr7-0142331218824384","first-page":"223","volume":"8","author":"El-Fergany AA","year":"2013","journal-title":"IET Generation, Transmission & Distribution"},{"key":"bibr8-0142331218824384","doi-asserted-by":"publisher","DOI":"10.15439\/2014F373"},{"key":"bibr9-0142331218824384","doi-asserted-by":"publisher","DOI":"10.1016\/j.envsoft.2003.03.005"},{"key":"bibr10-0142331218824384","unstructured":"Gomez-Quintero C (2002) Mod\u00e9lisation et estimation robuste pour un proc\u00e9d\u00e9 boues activ\u00e9es en alternance de phases. 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