{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,23]],"date-time":"2026-03-23T12:03:05Z","timestamp":1774267385626,"version":"3.50.1"},"reference-count":122,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"funder":[{"name":"European Union\u2019s Horizon 2020 Research and Innovation Program for the Project COmprehensive cyber-intelligence framework for resilient coLLABorative manufacturing Systems","award":["871518"],"award-info":[{"award-number":["871518"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2022]]},"DOI":"10.1109\/access.2022.3220622","type":"journal-article","created":{"date-parts":[[2022,11,7]],"date-time":"2022-11-07T22:40:40Z","timestamp":1667860840000},"page":"121173-121192","source":"Crossref","is-referenced-by-count":113,"title":["Machine and Deep Learning Solutions for Intrusion Detection and Prevention in IoTs: A Survey"],"prefix":"10.1109","volume":"10","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7590-371X","authenticated-orcid":false,"given":"P. L. S.","family":"Jayalaxmi","sequence":"first","affiliation":[{"name":"School of Computer Science and Engineering, Lovely Professional University, Phagwara, Punjab, India"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3921-9512","authenticated-orcid":false,"given":"Rahul","family":"Saha","sequence":"additional","affiliation":[{"name":"School of Computer Science and Engineering, Lovely Professional University, Phagwara, Punjab, India"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0026-149X","authenticated-orcid":false,"given":"Gulshan","family":"Kumar","sequence":"additional","affiliation":[{"name":"School of Computer Science and Engineering, Lovely Professional University, Phagwara, Punjab, India"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3612-1934","authenticated-orcid":false,"given":"Mauro","family":"Conti","sequence":"additional","affiliation":[{"name":"Department of Mathematics, University of Padua, Padua, Italy"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0117-8102","authenticated-orcid":false,"given":"Tai-Hoon","family":"Kim","sequence":"additional","affiliation":[{"name":"Glocal Campus, Konkuk University, Chungju-si, South Korea"}]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1145\/3395352.3402621"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1007\/s11277-019-06986-8"},{"key":"ref33","author":"wu","year":"2008","journal-title":"Signature based network intrusion detection system and method"},{"key":"ref32","author":"kozushko","year":"2003","journal-title":"Intrusion detection Host-based and network-based intrusion detection systems independent study"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/IoT-SIU.2019.8777504"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1093\/comjnl\/bxz082"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1016\/j.cose.2008.08.003"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.5120\/3399-4730"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1088\/1742-6596\/1000\/1\/012049"},{"key":"ref34","author":"teal","year":"2002","journal-title":"Intrusion detection system and method having dynamically loaded signatures"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1155\/2017\/1750637"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/WiSPNET.2016.7566473"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/ICDCS.2017.104"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2019.2896380"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/PACIIA.2008.143"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1145\/3341105.3373867"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1145\/2508859.2512494"},{"key":"ref23","first-page":"196","article-title":"Poster: State of the art IDS Design for IoT","author":"aris","year":"2017","journal-title":"Proc Int Conf Embedded Wireless Syst Netw"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/INM.2015.7140344"},{"key":"ref101","doi-asserted-by":"publisher","DOI":"10.1109\/CSNet47905.2019.9108938"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/ICMTMA.2014.57"},{"key":"ref100","doi-asserted-by":"publisher","DOI":"10.1007\/s11277-019-07022-5"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.3390\/sym12050754"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-15-6648-6_10"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1109\/MPRV.2018.03367731"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/GLOBECOM38437.2019.9014337"},{"key":"ref57","author":"putchala","year":"2017","journal-title":"Deep learning approach for intrusion detection system (ids) in the internet of things (iot) network using gated recurrent neural networks (gru)"},{"key":"ref56","doi-asserted-by":"crossref","first-page":"3803e","DOI":"10.1002\/ett.3803","article-title":"DL-IDS: A deep learning&#x2013;based intrusion detection framework for securing IoT","volume":"33","author":"otoum","year":"2019","journal-title":"Trans Emerg Telecommun Technol"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2988359"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.3390\/sym12020203"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1016\/j.scs.2020.102324"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1109\/TNSM.2020.3014929"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.3390\/s20020461"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1016\/j.istr.2005.08.001"},{"key":"ref3","author":"ghorbani","year":"2009","journal-title":"Network Intrusion Detection and Prevention Concepts and Techniques"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/ICCCSP.2018.8452820"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-79698-5"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/ASPDAC.2016.7428064"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.3390\/s21020446"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-16184-2_40"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2017.2767291"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.18178\/ijmlc.2021.11.6.1068"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.3390\/s21020656"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1186\/s13638-021-01893-8"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1016\/j.micpro.2020.103741"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/CENIM51130.2020.9297958"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.36548\/jismac.2020.4.002"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-021-10567-y"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3107337"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3109081"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-22871-2_7"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1016\/j.comnet.2020.107784"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1155\/2021\/5579851"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1016\/j.adhoc.2020.102177"},{"key":"ref77","first-page":"790","article-title":"Implementation of IDS using snort on Bayesian network","volume":"4","author":"sekhar","year":"2015","journal-title":"Int J Comput Sci Mobile Comput"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1007\/s12652-019-01611-9"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1109\/ICMLA.2016.0040"},{"key":"ref78","first-page":"101","article-title":"Network intrusion detection system using fuzzy logic","volume":"2","author":"shanmugavadivu","year":"2011","journal-title":"Indian J Comput Sci Eng"},{"key":"ref79","first-page":"2828","article-title":"Decision tree based algorithm for intrusion detection","volume":"7","author":"rai","year":"2016","journal-title":"Int J Adv Netw Appl"},{"key":"ref60","article-title":"Faulty node detection in wireless sensor networks using a recurrent neural network","volume":"10696","author":"atiga","year":"2018","journal-title":"Proc SPIE"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1109\/CCWC.2019.8666588"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2903723"},{"key":"ref63","first-page":"1","article-title":"Attack classification analysis of IoT network via deep learning approach","volume":"3","author":"tama","year":"2017","journal-title":"Proc Res Briefs Inf Commun Technol Evol (ReBICTE)"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.3390\/s19091977"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1109\/CBD.2014.41"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1016\/j.iot.2019.100112"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.3390\/electronics9071120"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.3390\/fi12030044"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1155\/2020\/6689134"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.5120\/1811-2439"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/CSCI.2015.130"},{"key":"ref95","doi-asserted-by":"publisher","DOI":"10.35940\/ijrte.E4839.018520"},{"key":"ref109","doi-asserted-by":"publisher","DOI":"10.1016\/j.swevo.2019.100631"},{"key":"ref94","doi-asserted-by":"publisher","DOI":"10.1109\/ICIMIA48430.2020.9074940"},{"key":"ref108","doi-asserted-by":"publisher","DOI":"10.1016\/j.sysarc.2019.101701"},{"key":"ref93","doi-asserted-by":"publisher","DOI":"10.1109\/RTEICT52294.2021.9573869"},{"key":"ref107","doi-asserted-by":"publisher","DOI":"10.1016\/j.cose.2019.06.005"},{"key":"ref92","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-13-9574-1_5"},{"key":"ref106","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2019.105124"},{"key":"ref91","doi-asserted-by":"publisher","DOI":"10.1109\/NTMS.2019.8763842"},{"key":"ref105","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2018.2847722"},{"key":"ref90","doi-asserted-by":"publisher","DOI":"10.1109\/ICCWorkshops49005.2020.9145103"},{"key":"ref104","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2018.2844742"},{"key":"ref103","doi-asserted-by":"publisher","DOI":"10.1016\/j.adhoc.2018.10.002"},{"key":"ref102","first-page":"386","article-title":"A new model of intelligent hybrid network intrusion detection system","author":"yu","year":"2010","journal-title":"Proc Int Conf Bioinf Biomed Technol"},{"key":"ref111","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2019.2912022"},{"key":"ref112","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2019.2953364"},{"key":"ref110","doi-asserted-by":"publisher","DOI":"10.1016\/j.comnet.2019.01.023"},{"key":"ref98","doi-asserted-by":"publisher","DOI":"10.1007\/s10586-017-1187-7"},{"key":"ref99","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.3002333"},{"key":"ref96","doi-asserted-by":"publisher","DOI":"10.1109\/ICESC48915.2020.9155711"},{"key":"ref97","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2981162"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/GIOTS.2019.8766434"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.3390\/s21175931"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1007\/s12652-017-0494-4"},{"key":"ref13","first-page":"1183","article-title":"Shattered chain of trust: Understanding security risks in cross-cloud IoT access delegation","author":"yuan","year":"2020","journal-title":"Proc 29th USENIX Secur Symp (USENIX Security)"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/MCE.2019.2953740"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/j.comnet.2020.107333"},{"key":"ref82","article-title":"Network intrusion detection based on support vector machine","author":"hui","year":"0","journal-title":"J Comput Res Develop"},{"key":"ref118","doi-asserted-by":"publisher","DOI":"10.1109\/WiSPNET.2017.8300169"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/ICCCIS48478.2019.8974544"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-30111-7_70"},{"key":"ref117","first-page":"1","article-title":"Intrusion detection system and intrusion prevention system: A comparative study","volume":"4","author":"chakraborty","year":"2013","journal-title":"International Journal of Computing and Business Research"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/EST.2012.15"},{"key":"ref84","doi-asserted-by":"publisher","DOI":"10.1109\/GCWCN.2018.8668618"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1016\/j.jnca.2017.02.009"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.1109\/LES.2018.2823906"},{"key":"ref119","doi-asserted-by":"publisher","DOI":"10.2139\/ssrn.3428211"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1016\/S1389-1286(98)00017-6"},{"key":"ref114","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.3000179"},{"key":"ref113","doi-asserted-by":"publisher","DOI":"10.3390\/sym13061011"},{"key":"ref80","first-page":"109","article-title":"An implementation of intrusion detection system using genetic algorithm","volume":"4","author":"hoque","year":"2012","journal-title":"Int J Netw Security Appl"},{"key":"ref116","author":"hassan","year":"2021","journal-title":"A survey on SDN-based intrusion detection systems on the Internet of Thing Concepts issues and blockchain applications"},{"key":"ref115","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2020.2988293"},{"key":"ref89","doi-asserted-by":"publisher","DOI":"10.1109\/NOMS47738.2020.9110473"},{"key":"ref120","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-32-9949-8_48"},{"key":"ref121","doi-asserted-by":"publisher","DOI":"10.1016\/j.jnca.2012.08.007"},{"key":"ref122","doi-asserted-by":"publisher","DOI":"10.1109\/Confluence51648.2021.9377202"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.1109\/CONECCT50063.2020.9198508"},{"key":"ref86","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3066620"},{"key":"ref87","first-page":"153","article-title":"A specification-based intrusion prevention system for malicious payloads","author":"werth","year":"2019","journal-title":"National Cyber Summit"},{"key":"ref88","first-page":"251","article-title":"Research on intelligent intrusion prevention system based on snort","author":"li","year":"2010","journal-title":"Proc Int Conf Comput Mechatronics Control Electron Eng"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6287639\/9668973\/09941074.pdf?arnumber=9941074","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,11,30]],"date-time":"2023-11-30T11:10:09Z","timestamp":1701342609000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9941074\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022]]},"references-count":122,"URL":"https:\/\/doi.org\/10.1109\/access.2022.3220622","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022]]}}}