{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,25]],"date-time":"2026-02-25T14:50:28Z","timestamp":1772031028782,"version":"3.50.1"},"reference-count":45,"publisher":"World Scientific Pub Co Pte Ltd","issue":"08","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["J CIRCUIT SYST COMP"],"published-print":{"date-parts":[[2023,5,30]]},"abstract":"<jats:p> The Spiking Neural Network (SNN) model is a third-generation neural network model that uses spike pulse trains to detect and classify electrical problems in the electrical equipment under consideration. To diagnose the thermal issue in the early stages, it is required to evaluate and monitor the electrical components. The detection method in Infrared Thermography (IRT) is hybrid optimization, which is a Dragonfly Algorithm (DA)\u2013Ant Colony Optimization (ACO) technique that produces a higher exploration and exploitation rate while moving toward an optimal solution with a higher convergence rate. The innovative hybrid DA\u2013ACO method used in this study aims to find the best weights for the SNN model while also extracting the most useful characteristics for defect detection in electrical equipment. To improve classification accuracy, the optimum features picked using the created hybrid DA\u2013ACO are provided to the SNN model. Based on conventional and other optimization methods, the proposed method provided superior results from the execution results. <\/jats:p>","DOI":"10.1142\/s0218126623501396","type":"journal-article","created":{"date-parts":[[2022,10,27]],"date-time":"2022-10-27T02:22:31Z","timestamp":1666837351000},"source":"Crossref","is-referenced-by-count":4,"title":["Fault Detection in Electrical Equipment by Infrared Thermography Images Using Spiking Neural Network Through Hybrid Feature Selection"],"prefix":"10.1142","volume":"32","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7506-3968","authenticated-orcid":false,"given":"Shanmugam","family":"Chellamuthu","sequence":"first","affiliation":[{"name":"Jansons Institute of Technology, Coimbatore, Tamil Nadu, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"E. Chandira","family":"Sekaran","sequence":"additional","affiliation":[{"name":"Coimbatore Institute of Technology, Coimbatore, Tamil Nadu, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sivakumar","family":"Annamalai","sequence":"additional","affiliation":[{"name":"Department of Mechanical Engineering, Kongu Engineering College, Perundurai, Erode, Tamil Nadu, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"A. R.","family":"Palanisamy","sequence":"additional","affiliation":[{"name":"Park College of Technology, Coimbatore, Tamil Nadu, India"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2022,12,8]]},"reference":[{"key":"S0218126623501396BIB001","doi-asserted-by":"crossref","first-page":"184","DOI":"10.1016\/j.infrared.2013.04.012","volume":"61","author":"Huda A. S. N.","year":"2013","journal-title":"Infrared Phys. Technol."},{"key":"S0218126623501396BIB002","doi-asserted-by":"crossref","first-page":"120","DOI":"10.1016\/j.engappai.2014.11.010","volume":"39","author":"Ahmed M. M.","year":"2015","journal-title":"J. Eng. Appl. Artif. Intell."},{"key":"S0218126623501396BIB003","doi-asserted-by":"crossref","first-page":"1735","DOI":"10.1007\/s11042-016-4312-3","volume":"77","author":"Sujatha K.","year":"2018","journal-title":"Multimedia Tools Appl."},{"key":"S0218126623501396BIB004","first-page":"117","volume":"9","author":"Sundararaj V.","year":"2016","journal-title":"Int. J. Intell. Eng. Syst."},{"key":"S0218126623501396BIB005","doi-asserted-by":"crossref","first-page":"15","DOI":"10.1016\/j.measurement.2014.07.010","volume":"57","author":"Jadin M. S.","year":"2014","journal-title":"J. Meas."},{"key":"S0218126623501396BIB006","doi-asserted-by":"crossref","first-page":"2604","DOI":"10.1016\/j.egypro.2017.12.199","volume":"142","author":"Zhang B.","year":"2017","journal-title":"Energy Procedia"},{"key":"S0218126623501396BIB007","doi-asserted-by":"crossref","first-page":"465","DOI":"10.1016\/j.asoc.2017.05.017","volume":"58","author":"Titri S.","year":"2017","journal-title":"Appl. Soft Comput."},{"key":"S0218126623501396BIB008","doi-asserted-by":"crossref","first-page":"195","DOI":"10.1016\/j.sigpro.2017.03.022","volume":"138","author":"Brajovi\u0107 M.","year":"2017","journal-title":"Signal Process."},{"key":"S0218126623501396BIB009","doi-asserted-by":"crossref","first-page":"216","DOI":"10.1016\/j.asoc.2017.10.007","volume":"62","author":"Blondin M. J.","year":"2018","journal-title":"Appl. Soft Comput."},{"key":"S0218126623501396BIB010","doi-asserted-by":"crossref","first-page":"1723","DOI":"10.1016\/j.epsr.2011.03.010","volume":"81","author":"Church C.","year":"2011","journal-title":"Electr. Power Syst. Res."},{"key":"S0218126623501396BIB011","doi-asserted-by":"crossref","first-page":"196","DOI":"10.1016\/j.asoc.2015.02.047","volume":"31","author":"Fetana A.","year":"2015","journal-title":"Appl. Soft Comput."},{"key":"S0218126623501396BIB012","doi-asserted-by":"crossref","first-page":"457","DOI":"10.1016\/j.compeleceng.2018.01.040","volume":"77","author":"Tirkolaee E. B.","year":"2019","journal-title":"Comput. Electr. Eng."},{"key":"S0218126623501396BIB013","doi-asserted-by":"crossref","first-page":"149","DOI":"10.1016\/j.enconman.2014.12.037","volume":"92","author":"Kefayat M.","year":"2015","journal-title":"Energy Convers. Manage."},{"key":"S0218126623501396BIB014","doi-asserted-by":"crossref","first-page":"15","DOI":"10.1016\/j.neunet.2018.04.002","volume":"104","author":"P\u00e9rez J.","year":"2018","journal-title":"Neural Netw."},{"key":"S0218126623501396BIB015","volume":"17","author":"dos Santos P\u00eas B.","year":"2018","journal-title":"Nano Commun. Netw."},{"key":"S0218126623501396BIB016","doi-asserted-by":"crossref","first-page":"31","DOI":"10.1016\/j.neucom.2018.03.054","volume":"308","author":"Grzesiak L. M.","year":"2018","journal-title":"Neurocomputing"},{"key":"S0218126623501396BIB017","doi-asserted-by":"crossref","first-page":"32","DOI":"10.1016\/j.chaos.2016.01.009","volume":"85","author":"Bonacini E.","year":"2016","journal-title":"Chaos Solitons Fractals"},{"key":"S0218126623501396BIB018","doi-asserted-by":"crossref","first-page":"3628","DOI":"10.1016\/j.asoc.2013.04.007","volume":"13","author":"Kulkarni S.","year":"2013","journal-title":"Appl. Soft Comput."},{"key":"S0218126623501396BIB019","doi-asserted-by":"crossref","first-page":"187","DOI":"10.1016\/j.swevo.2018.03.004","volume":"44","author":"Kahar N. H. A.","year":"2019","journal-title":"Swarm Evol. Comput."},{"key":"S0218126623501396BIB020","doi-asserted-by":"crossref","first-page":"228","DOI":"10.1016\/j.eswa.2018.11.029","volume":"120","author":"Alharbi F.","year":"2019","journal-title":"Expert Syst. Appl."},{"key":"S0218126623501396BIB021","doi-asserted-by":"crossref","first-page":"690","DOI":"10.1016\/j.neucom.2014.07.061","volume":"149","author":"Oniz Y.","year":"2015","journal-title":"Neurocomputing"},{"key":"S0218126623501396BIB022","doi-asserted-by":"crossref","first-page":"380","DOI":"10.1016\/j.ins.2016.08.055","volume":"372","author":"Song T.","year":"2016","journal-title":"Inf. Sci."},{"key":"S0218126623501396BIB023","doi-asserted-by":"crossref","first-page":"1227","DOI":"10.23919\/DATE54114.2022.9774662","volume-title":"2022 Design, Automation & Test in Europe Conf. Exhibition (DATE)","author":"Cui Y.","year":"2022"},{"key":"S0218126623501396BIB024","first-page":"1","volume-title":"2020 31st Irish Signals and Systems Conf. (ISSC)","author":"Farooq M. A.","year":"2020"},{"key":"S0218126623501396BIB025","doi-asserted-by":"crossref","first-page":"470","DOI":"10.1016\/j.ifacol.2018.09.380","volume":"51","author":"Heo S.","year":"2018","journal-title":"IFAC-PapersOnLine"},{"key":"S0218126623501396BIB026","doi-asserted-by":"crossref","first-page":"427","DOI":"10.1016\/j.cja.2019.08.014","volume":"33","author":"Li Y.","year":"2020","journal-title":"Chin. J. Aeronaut."},{"key":"S0218126623501396BIB027","first-page":"102110","volume":"52","author":"Haidari P.","year":"2022","journal-title":"Sustain. Energy Technol. Assess."},{"key":"S0218126623501396BIB028","first-page":"329","volume":"17","author":"Shanmugam C.","year":"2020","journal-title":"Int. J. Bus. Intell. Data Min."},{"key":"S0218126623501396BIB029","doi-asserted-by":"crossref","first-page":"27333","DOI":"10.1007\/s11042-019-07847-z","volume":"78","author":"Shanmugam C.","year":"2019","journal-title":"Multimed. Tools Appl."},{"key":"S0218126623501396BIB030","author":"Zhang P.","year":"2022","journal-title":"J. Circuits Syst. Comput."},{"key":"S0218126623501396BIB031","doi-asserted-by":"publisher","DOI":"10.1142\/S0218126616501231"},{"key":"S0218126623501396BIB032","doi-asserted-by":"publisher","DOI":"10.1142\/S021812661750061X"},{"key":"S0218126623501396BIB033","doi-asserted-by":"publisher","DOI":"10.1142\/S0218126619501214"},{"key":"S0218126623501396BIB034","author":"Rezaee K.","year":"2022","journal-title":"J. Circuits Syst. Comput."},{"key":"S0218126623501396BIB035","doi-asserted-by":"crossref","first-page":"2250211","DOI":"10.1142\/S0218126622502115","volume":"31","author":"Gao M.","year":"2022","journal-title":"J. Circuits Syst. Comput."},{"key":"S0218126623501396BIB036","doi-asserted-by":"crossref","first-page":"228","DOI":"10.1016\/j.eswa.2018.11.029","volume":"120","author":"Alharbi F.","year":"2019","journal-title":"Expert Syst. Appl."},{"key":"S0218126623501396BIB037","doi-asserted-by":"crossref","first-page":"2132","DOI":"10.1016\/j.asoc.2012.03.012","volume":"12","author":"Rajasekar N.","year":"2012","journal-title":"Appl. Soft Comput."},{"issue":"8","key":"S0218126623501396BIB038","volume":"41","author":"Cui Y.","year":"2021","journal-title":"IEEE Trans. Comput.-Aided Des. Integr. Circuits Syst."},{"key":"S0218126623501396BIB039","doi-asserted-by":"crossref","first-page":"13","DOI":"10.1016\/j.neucom.2006.11.029","volume":"71","author":"Maguire L. P.","year":"2007","journal-title":"Neurocomputing"},{"key":"S0218126623501396BIB040","doi-asserted-by":"crossref","first-page":"211","DOI":"10.1016\/j.micpro.2004.08.012","volume":"29","author":"Upegui A.","year":"2005","journal-title":"Microprocess. Microsyst."},{"key":"S0218126623501396BIB041","doi-asserted-by":"crossref","first-page":"106","DOI":"10.1016\/j.ins.2012.07.015","volume":"235","author":"Peng H.","year":"2013","journal-title":"Inf. Sci."},{"key":"S0218126623501396BIB042","doi-asserted-by":"crossref","first-page":"1470","DOI":"10.1109\/CEC.1999.782657","volume-title":"Proc. 1999 Congress on Evolutionary Computation-CEC99 (Cat. No. 99TH8406)","volume":"2","author":"Dorigo M.","year":"1999"},{"key":"S0218126623501396BIB043","doi-asserted-by":"crossref","first-page":"1659","DOI":"10.1016\/S0893-6080(97)00011-7","volume":"10","author":"Maass W.","year":"1997","journal-title":"Neural Netw."},{"key":"S0218126623501396BIB044","doi-asserted-by":"crossref","first-page":"62","DOI":"10.1016\/j.neunet.2014.01.006","volume":"52","author":"Kasabov N. K.","year":"2014","journal-title":"Neural Netw."},{"key":"S0218126623501396BIB045","doi-asserted-by":"publisher","DOI":"10.1142\/S0129065709002002"}],"container-title":["Journal of Circuits, Systems and Computers"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0218126623501396","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,5,30]],"date-time":"2023-05-30T01:48:16Z","timestamp":1685411296000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/10.1142\/S0218126623501396"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,12,8]]},"references-count":45,"journal-issue":{"issue":"08","published-print":{"date-parts":[[2023,5,30]]}},"alternative-id":["10.1142\/S0218126623501396"],"URL":"https:\/\/doi.org\/10.1142\/s0218126623501396","relation":{},"ISSN":["0218-1266","1793-6454"],"issn-type":[{"value":"0218-1266","type":"print"},{"value":"1793-6454","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,12,8]]},"article-number":"2350139"}}