{"id":"https://openalex.org/W4409310988","doi":"https://doi.org/10.1109/ojcoms.2025.3559172","title":"Hybrid Feed Forward Neural Networks and Particle Swarm Optimization for Intelligent Self-Organization in the Industrial Communication Networks","display_name":"Hybrid Feed Forward Neural Networks and Particle Swarm Optimization for Intelligent Self-Organization in the Industrial Communication Networks","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4409310988","doi":"https://doi.org/10.1109/ojcoms.2025.3559172"},"language":"en","primary_location":{"id":"doi:10.1109/ojcoms.2025.3559172","is_oa":true,"landing_page_url":"https://doi.org/10.1109/ojcoms.2025.3559172","pdf_url":null,"source":{"id":"https://openalex.org/S4210202420","display_name":"IEEE Open Journal of the Communications Society","issn_l":"2644-125X","issn":["2644-125X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310316002","host_organization_name":"IEEE Communications Society","host_organization_lineage":["https://openalex.org/P4310316002","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Communications Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Open Journal of the Communications Society","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/ojcoms.2025.3559172","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5029727094","display_name":"M. Maragatharajan","orcid":null},"institutions":[{"id":"https://openalex.org/I464993","display_name":"Barkatullah University","ror":"https://ror.org/02ax13658","country_code":"IN","type":"education","lineage":["https://openalex.org/I464993"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"M. Maragatharajan","raw_affiliation_strings":["School of Computing Science and Engineering, VIT Bhopal University, Sehore, India","School of Computing Science and Engineering, VIT Bhopal University, Kothrikalan, Sehore, Madhya Pradesh"],"affiliations":[{"raw_affiliation_string":"School of Computing Science and Engineering, VIT Bhopal University, Sehore, India","institution_ids":["https://openalex.org/I464993"]},{"raw_affiliation_string":"School of Computing Science and Engineering, VIT Bhopal University, Kothrikalan, Sehore, Madhya Pradesh","institution_ids":["https://openalex.org/I464993"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003924183","display_name":"Aanjankumar Sureshkumar","orcid":null},"institutions":[{"id":"https://openalex.org/I244572783","display_name":"Symbiosis International University","ror":"https://ror.org/005r2ww51","country_code":"IN","type":"education","lineage":["https://openalex.org/I244572783"]},{"id":"https://openalex.org/I464993","display_name":"Barkatullah University","ror":"https://ror.org/02ax13658","country_code":"IN","type":"education","lineage":["https://openalex.org/I464993"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Aanjankumar Sureshkumar","raw_affiliation_strings":["Symbiosis Institute of Computer Studies and Research, Symbiosis International (Deemed University), Pune, India","School of Computing Science and Engineering, VIT Bhopal University, Kothrikalan, Sehore, Madhya Pradesh"],"affiliations":[{"raw_affiliation_string":"Symbiosis Institute of Computer Studies and Research, Symbiosis International (Deemed University), Pune, India","institution_ids":["https://openalex.org/I244572783"]},{"raw_affiliation_string":"School of Computing Science and Engineering, VIT Bhopal University, Kothrikalan, Sehore, Madhya Pradesh","institution_ids":["https://openalex.org/I464993"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083548267","display_name":"Rajesh Kumar Dhanaraj","orcid":"https://orcid.org/0000-0002-2038-7359"},"institutions":[{"id":"https://openalex.org/I244572783","display_name":"Symbiosis International University","ror":"https://ror.org/005r2ww51","country_code":"IN","type":"education","lineage":["https://openalex.org/I244572783"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Rajesh Kumar Dhanaraj","raw_affiliation_strings":["Symbiosis Institute of Computer Studies and Research, Symbiosis International (Deemed University), Pune, India","Symbiosis Institute of Computer Studies and Research (SICSR), Symbiosis International (Deemed University), Pune, India"],"affiliations":[{"raw_affiliation_string":"Symbiosis Institute of Computer Studies and Research, Symbiosis International (Deemed University), Pune, India","institution_ids":["https://openalex.org/I244572783"]},{"raw_affiliation_string":"Symbiosis Institute of Computer Studies and Research (SICSR), Symbiosis International (Deemed University), Pune, India","institution_ids":["https://openalex.org/I244572783"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086126461","display_name":"E. Nirmala","orcid":null},"institutions":[{"id":"https://openalex.org/I4210136004","display_name":"University of Bisha","ror":"https://ror.org/040548g92","country_code":"SA","type":"education","lineage":["https://openalex.org/I4210136004"]},{"id":"https://openalex.org/I464993","display_name":"Barkatullah University","ror":"https://ror.org/02ax13658","country_code":"IN","type":"education","lineage":["https://openalex.org/I464993"]}],"countries":["IN","SA"],"is_corresponding":false,"raw_author_name":"E. Nirmala","raw_affiliation_strings":["Department of Computer Science and Artificial Intelligence, College of Computing and Information Technology, University of Bisha, Bisha, Saudi Arabia","School of Computing Science and Engineering, VIT Bhopal University, Kothrikalan, Sehore, Madhya Pradesh"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Artificial Intelligence, College of Computing and Information Technology, University of Bisha, Bisha, Saudi Arabia","institution_ids":["https://openalex.org/I4210136004"]},{"raw_affiliation_string":"School of Computing Science and Engineering, VIT Bhopal University, Kothrikalan, Sehore, Madhya Pradesh","institution_ids":["https://openalex.org/I464993"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025712916","display_name":"Md Shohel Sayeed","orcid":"https://orcid.org/0000-0002-0052-4870"},"institutions":[{"id":"https://openalex.org/I173029219","display_name":"Multimedia University","ror":"https://ror.org/04zrbnc33","country_code":"MY","type":"education","lineage":["https://openalex.org/I173029219"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Md Shohel Sayeed","raw_affiliation_strings":["Faculty of Information Science and Technology, Multimedia University, Melaka, Malaysia","Faculty of Information Science and Technology, Multimedia University, Jalan Ayer Keroh Lama, Bukit Beruang, Melaka, Malaysia"],"affiliations":[{"raw_affiliation_string":"Faculty of Information Science and Technology, Multimedia University, Melaka, Malaysia","institution_ids":["https://openalex.org/I173029219"]},{"raw_affiliation_string":"Faculty of Information Science and Technology, Multimedia University, Jalan Ayer Keroh Lama, Bukit Beruang, Melaka, Malaysia","institution_ids":["https://openalex.org/I173029219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005804750","display_name":"Mohammad Tabrez Quasim","orcid":"https://orcid.org/0000-0002-5546-0405"},"institutions":[{"id":"https://openalex.org/I4210136004","display_name":"University of Bisha","ror":"https://ror.org/040548g92","country_code":"SA","type":"education","lineage":["https://openalex.org/I4210136004"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Mohammad Tabrez Quasim","raw_affiliation_strings":["Department of Computer Science and Artificial Intelligence, College of Computing and Information Technology, University of Bisha, Bisha, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Artificial Intelligence, College of Computing and Information Technology, University of Bisha, Bisha, Saudi Arabia","institution_ids":["https://openalex.org/I4210136004"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084680817","display_name":"Shakila Basheer","orcid":"https://orcid.org/0000-0001-9032-9560"},"institutions":[{"id":"https://openalex.org/I106778892","display_name":"Princess Nourah bint Abdulrahman University","ror":"https://ror.org/05b0cyh02","country_code":"SA","type":"education","lineage":["https://openalex.org/I106778892"]},{"id":"https://openalex.org/I74319210","display_name":"Chitkara University","ror":"https://ror.org/057d6z539","country_code":"IN","type":"education","lineage":["https://openalex.org/I74319210"]}],"countries":["IN","SA"],"is_corresponding":false,"raw_author_name":"Shakila Basheer","raw_affiliation_strings":["Department of Information Systems, College of computer and Information science, Princess Nourah bint Abdulrahman University, Riyadh, Saudi Arabia","Centre for Research Impact and Outcome, Chitkara University Institute of Engineering and Technology, Chitkara University, Rajpura, Punjab, India"],"affiliations":[{"raw_affiliation_string":"Department of Information Systems, College of computer and Information science, Princess Nourah bint Abdulrahman University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I106778892"]},{"raw_affiliation_string":"Centre for Research Impact and Outcome, Chitkara University Institute of Engineering and Technology, Chitkara University, Rajpura, Punjab, India","institution_ids":["https://openalex.org/I74319210"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5029727094"],"corresponding_institution_ids":["https://openalex.org/I464993"],"apc_list":{"value":1750,"currency":"USD","value_usd":1750},"apc_paid":{"value":1750,"currency":"USD","value_usd":1750},"fwci":15.6742,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.98694162,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"6","issue":null,"first_page":"3816","last_page":"3833"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.8188999891281128,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.8188999891281128,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14474","display_name":"Industrial Technology and Control Systems","score":0.7110000252723694,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.7754160165786743},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6701809167861938},{"id":"https://openalex.org/keywords/self-organization","display_name":"Self-organization","score":0.6014342308044434},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5775660872459412},{"id":"https://openalex.org/keywords/feedforward-neural-network","display_name":"Feedforward neural network","score":0.466278076171875},{"id":"https://openalex.org/keywords/multi-swarm-optimization","display_name":"Multi-swarm optimization","score":0.44661304354667664},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.434509813785553},{"id":"https://openalex.org/keywords/telecommunications-network","display_name":"Telecommunications network","score":0.4136492609977722},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.20059576630592346},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.18967965245246887}],"concepts":[{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.7754160165786743},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6701809167861938},{"id":"https://openalex.org/C106960710","wikidata":"https://www.wikidata.org/wiki/Q609408","display_name":"Self-organization","level":2,"score":0.6014342308044434},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5775660872459412},{"id":"https://openalex.org/C47702885","wikidata":"https://www.wikidata.org/wiki/Q5441227","display_name":"Feedforward neural network","level":3,"score":0.466278076171875},{"id":"https://openalex.org/C122357587","wikidata":"https://www.wikidata.org/wiki/Q6934508","display_name":"Multi-swarm optimization","level":3,"score":0.44661304354667664},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.434509813785553},{"id":"https://openalex.org/C192126672","wikidata":"https://www.wikidata.org/wiki/Q1068715","display_name":"Telecommunications network","level":2,"score":0.4136492609977722},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.20059576630592346},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.18967965245246887}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/ojcoms.2025.3559172","is_oa":true,"landing_page_url":"https://doi.org/10.1109/ojcoms.2025.3559172","pdf_url":null,"source":{"id":"https://openalex.org/S4210202420","display_name":"IEEE Open Journal of the Communications Society","issn_l":"2644-125X","issn":["2644-125X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310316002","host_organization_name":"IEEE Communications Society","host_organization_lineage":["https://openalex.org/P4310316002","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Communications Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Open Journal of the Communications Society","raw_type":"journal-article"},{"id":"pmh:oai:shdl.mmu.edu.my:13715","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4377196753","display_name":"Siti Hasmah Digital Library-MMU Institutiona Repository (Multimedia University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I173029219","host_organization_name":"Multimedia University","host_organization_lineage":["https://openalex.org/I173029219"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"NonPeerReviewed"},{"id":"pmh:oai:doaj.org/article:247bd6c19a2d4a08a2f92ca1d03288d7","is_oa":true,"landing_page_url":"https://doaj.org/article/247bd6c19a2d4a08a2f92ca1d03288d7","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Open Journal of the Communications Society, Vol 6, Pp 3816-3833 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/ojcoms.2025.3559172","is_oa":true,"landing_page_url":"https://doi.org/10.1109/ojcoms.2025.3559172","pdf_url":null,"source":{"id":"https://openalex.org/S4210202420","display_name":"IEEE Open Journal of the Communications Society","issn_l":"2644-125X","issn":["2644-125X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310316002","host_organization_name":"IEEE Communications Society","host_organization_lineage":["https://openalex.org/P4310316002","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Communications Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Open Journal of the Communications Society","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":55,"referenced_works":["https://openalex.org/W2955338161","https://openalex.org/W3135028703","https://openalex.org/W3169655941","https://openalex.org/W3171439488","https://openalex.org/W3176105111","https://openalex.org/W3187869452","https://openalex.org/W3204252674","https://openalex.org/W3208385305","https://openalex.org/W3216039381","https://openalex.org/W4205129187","https://openalex.org/W4221070793","https://openalex.org/W4225611656","https://openalex.org/W4280569779","https://openalex.org/W4285212255","https://openalex.org/W4286383540","https://openalex.org/W4289526160","https://openalex.org/W4292348061","https://openalex.org/W4292653773","https://openalex.org/W4311108124","https://openalex.org/W4320018468","https://openalex.org/W4320487295","https://openalex.org/W4321437800","https://openalex.org/W4328053478","https://openalex.org/W4383504043","https://openalex.org/W4385144882","https://openalex.org/W4385401149","https://openalex.org/W4385569618","https://openalex.org/W4386380036","https://openalex.org/W4386476151","https://openalex.org/W4390187147","https://openalex.org/W4390446265","https://openalex.org/W4391019520","https://openalex.org/W4391341737","https://openalex.org/W4392594314","https://openalex.org/W4392847142","https://openalex.org/W4393198079","https://openalex.org/W4398170558","https://openalex.org/W4399343329","https://openalex.org/W4400076968","https://openalex.org/W4400265591","https://openalex.org/W4401325270","https://openalex.org/W4401607588","https://openalex.org/W4403879126","https://openalex.org/W4404144272","https://openalex.org/W4406098777","https://openalex.org/W4407822320","https://openalex.org/W4409190069","https://openalex.org/W6800393971","https://openalex.org/W6838992030","https://openalex.org/W6841127590","https://openalex.org/W6851324626","https://openalex.org/W6857340324","https://openalex.org/W6871034891","https://openalex.org/W6875017469","https://openalex.org/W6875533396"],"related_works":["https://openalex.org/W2006324351","https://openalex.org/W2965421953","https://openalex.org/W2349895019","https://openalex.org/W2116074880","https://openalex.org/W2950423922","https://openalex.org/W2070977815","https://openalex.org/W2121780490","https://openalex.org/W2137136732","https://openalex.org/W2972744589","https://openalex.org/W2132113279"],"abstract_inverted_index":{"In":[0,89],"recent":[1],"times,":[2],"the":[3,21,48,95,102,117,127,139,159,163,185,198,208],"Industrial":[4],"Communication":[5],"Networks":[6],"(ICNets)":[7],"have":[8],"been":[9],"playing":[10],"a":[11,29,131,192],"vital":[12],"role":[13],"in":[14,20,55,61,116,184,197],"advancing":[15],"mobile":[16],"generation":[17],"networks,":[18],"especially":[19],"evolution":[22],"of":[23,99,106,135],"6G":[24,64,120,186,199],"networks.":[25],"This":[26,189],"research":[27],"proposes":[28],"novel":[30],"technique":[31],"for":[32,179],"self-organization":[33,59,182,196],"that":[34,126],"integrates":[35],"Feed":[36],"Forward":[37],"Neural":[38],"Network":[39],"(FFNN)":[40],"and":[41,52,63,71,85,101,114,153,170,181,187,201],"Particle":[42],"Swarm":[43],"Optimization":[44,156],"(PSO)":[45],"to":[46,108,195,207],"enhance":[47],"network":[49,167,220],"management,":[50],"optimization":[51,73,104,172],"adaptive":[53],"learning":[54,70,97,148],"6G.":[56],"The":[57,122],"traditional":[58],"models":[60,141,210],"ICNets":[62],"depends":[65],"on":[66],"rule-based":[67],"heuristic,":[68],"reinforcement":[69],"classical":[72],"techniques,":[74],"which":[75,173],"often":[76],"struggle":[77],"with":[78,218],"high":[79],"computational":[80],"complexity,":[81],"slow":[82],"convergence":[83],"rates,":[84],"suboptimal":[86],"decision":[87],"making.":[88],"contrast,":[90],"FFNN+PSO":[91],"fusion":[92],"model":[93,183],"leverages":[94],"predictive":[96],"capability":[98],"FFNN":[100],"global":[103],"strength":[105],"PSO":[107],"ensure":[109],"intelligent":[110,219],"self-optimization,":[111],"real-time":[112],"adaptability,":[113],"ultra-low-latency":[115],"dynamically":[118],"changing":[119],"environments.":[121],"experimental":[123],"results":[124],"demonstrate":[125],"proposed":[128,160],"method":[129,161],"achieves":[130],"significantly":[132],"higher":[133],"accuracy":[134],"98.25%":[136],"by":[137],"outperforming":[138],"existing":[140],"such":[142],"as":[143,211],"Random":[144],"Forest":[145],"(80%),":[146],"Reinforcement":[147],"(90%),":[149],"Max":[150],"Overlapping":[151],"(88%),":[152],"Ant":[154],"Colony":[155],"(92%),":[157],"Further,":[158],"enhances":[162],"energy":[164],"efficiency,":[165],"complex":[166],"function":[168],"approximation,":[169],"collaborative":[171],"make":[174],"it":[175,202,213],"an":[176],"ideal":[177],"choice":[178],"scalable":[180],"ICNets.":[188],"study":[190],"provides":[191],"transformative":[193],"contribution":[194],"networks":[200],"offers":[203],"robust,":[204],"high-performance":[205],"alternative":[206],"conventional":[209],"well":[212],"ensures":[214],"massive":[215],"device":[216],"connectivity":[217],"adaptation.":[221]},"counts_by_year":[{"year":2025,"cited_by_count":6}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
