{"id":"https://openalex.org/W4390660323","doi":"https://doi.org/10.1109/access.2024.3350642","title":"A Novel QoS Prediction Model for Web Services Based on an Adaptive Neuro-Fuzzy Inference System Using COOT Optimization","display_name":"A Novel QoS Prediction Model for Web Services Based on an Adaptive Neuro-Fuzzy Inference System Using COOT Optimization","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4390660323","doi":"https://doi.org/10.1109/access.2024.3350642"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3350642","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3350642","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10382510.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10382510.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5091952418","display_name":"Thandra Jithendra","orcid":"https://orcid.org/0000-0003-1103-9050"},"institutions":[{"id":"https://openalex.org/I876193797","display_name":"Vellore Institute of Technology University","ror":"https://ror.org/00qzypv28","country_code":"IN","type":"education","lineage":["https://openalex.org/I876193797"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Thandra Jithendra","raw_affiliation_strings":["School of Advanced Sciences, Vellore Institute of Technology, Vellore, Tamil Nadu, India","Vellore Institute of Technology, School of Advanced Sciences, Research Scholar, Vellore, Tamil Nadu, India"],"raw_orcid":"https://orcid.org/0000-0003-1103-9050","affiliations":[{"raw_affiliation_string":"School of Advanced Sciences, Vellore Institute of Technology, Vellore, Tamil Nadu, India","institution_ids":["https://openalex.org/I876193797"]},{"raw_affiliation_string":"Vellore Institute of Technology, School of Advanced Sciences, Research Scholar, Vellore, Tamil Nadu, India","institution_ids":["https://openalex.org/I876193797"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018144959","display_name":"Mohammad Zubair Khan","orcid":"https://orcid.org/0000-0002-2409-7172"},"institutions":[{"id":"https://openalex.org/I23075662","display_name":"Taibah University","ror":"https://ror.org/01xv1nn60","country_code":"SA","type":"education","lineage":["https://openalex.org/I23075662"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Mohammad Zubair Khan","raw_affiliation_strings":["Department of Computer Science, Taibah University, Medina, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-2409-7172","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Taibah University, Medina, Saudi Arabia","institution_ids":["https://openalex.org/I23075662"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111115073","display_name":"S. Sharief Basha","orcid":null},"institutions":[{"id":"https://openalex.org/I876193797","display_name":"Vellore Institute of Technology University","ror":"https://ror.org/00qzypv28","country_code":"IN","type":"education","lineage":["https://openalex.org/I876193797"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"S. Sharief Basha","raw_affiliation_strings":["Department of Mathematics, Vellore Institute of Technology, Vellore, Tamil Nadu, India"],"raw_orcid":"https://orcid.org/0000-0002-3866-246X","affiliations":[{"raw_affiliation_string":"Department of Mathematics, Vellore Institute of Technology, Vellore, Tamil Nadu, India","institution_ids":["https://openalex.org/I876193797"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000864309","display_name":"Raja Das","orcid":"https://orcid.org/0000-0001-9945-5969"},"institutions":[{"id":"https://openalex.org/I876193797","display_name":"Vellore Institute of Technology University","ror":"https://ror.org/00qzypv28","country_code":"IN","type":"education","lineage":["https://openalex.org/I876193797"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Raja Das","raw_affiliation_strings":["Department of Mathematics, Vellore Institute of Technology, Vellore, Tamil Nadu, India"],"raw_orcid":"https://orcid.org/0000-0001-9945-5969","affiliations":[{"raw_affiliation_string":"Department of Mathematics, Vellore Institute of Technology, Vellore, Tamil Nadu, India","institution_ids":["https://openalex.org/I876193797"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111107994","display_name":"A. Divya","orcid":null},"institutions":[{"id":"https://openalex.org/I876193797","display_name":"Vellore Institute of Technology University","ror":"https://ror.org/00qzypv28","country_code":"IN","type":"education","lineage":["https://openalex.org/I876193797"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"A. Divya","raw_affiliation_strings":["Department of Mathematics, Vellore Institute of Technology, Vellore, Tamil Nadu, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematics, Vellore Institute of Technology, Vellore, Tamil Nadu, India","institution_ids":["https://openalex.org/I876193797"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059555462","display_name":"Chiranji Lal Chowdhary","orcid":"https://orcid.org/0000-0002-5476-1468"},"institutions":[{"id":"https://openalex.org/I876193797","display_name":"Vellore Institute of Technology University","ror":"https://ror.org/00qzypv28","country_code":"IN","type":"education","lineage":["https://openalex.org/I876193797"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Chiranji Lal Chowdhary","raw_affiliation_strings":["School of Computer Science Engineering and Information Systems, Vellore Institute of Technology, Vellore, Tamil Nadu, India"],"raw_orcid":"https://orcid.org/0000-0002-5476-1468","affiliations":[{"raw_affiliation_string":"School of Computer Science Engineering and Information Systems, Vellore Institute of Technology, Vellore, Tamil Nadu, India","institution_ids":["https://openalex.org/I876193797"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000345106","display_name":"Abdulrahman Alahmadi","orcid":"https://orcid.org/0000-0001-6039-7730"},"institutions":[{"id":"https://openalex.org/I23075662","display_name":"Taibah University","ror":"https://ror.org/01xv1nn60","country_code":"SA","type":"education","lineage":["https://openalex.org/I23075662"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Abdulrahman Alahmadi","raw_affiliation_strings":["Department of Computer Science, Taibah University, Medina, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0001-6039-7730","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Taibah University, Medina, Saudi Arabia","institution_ids":["https://openalex.org/I23075662"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045768252","display_name":"Ahmed Alahmadi","orcid":"https://orcid.org/0000-0001-6613-6822"},"institutions":[{"id":"https://openalex.org/I23075662","display_name":"Taibah University","ror":"https://ror.org/01xv1nn60","country_code":"SA","type":"education","lineage":["https://openalex.org/I23075662"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Ahmed H. Alahmadi","raw_affiliation_strings":["Department of Computer Science, Taibah University, Medina, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0001-6613-6822","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Taibah University, Medina, Saudi Arabia","institution_ids":["https://openalex.org/I23075662"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":9.6534,"has_fulltext":true,"cited_by_count":14,"citation_normalized_percentile":{"value":0.97828406,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"12","issue":null,"first_page":"6993","last_page":"7008"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10679","display_name":"Service-Oriented Architecture and Web Services","score":0.9610999822616577,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10679","display_name":"Service-Oriented Architecture and Web Services","score":0.9610999822616577,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T13731","display_name":"Advanced Computing and Algorithms","score":0.9200999736785889,"subfield":{"id":"https://openalex.org/subfields/3322","display_name":"Urban Studies"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7324671745300293},{"id":"https://openalex.org/keywords/adaptive-neuro-fuzzy-inference-system","display_name":"Adaptive neuro fuzzy inference system","score":0.6388803720474243},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.5672810077667236},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.4958086907863617},{"id":"https://openalex.org/keywords/inference-system","display_name":"Inference system","score":0.47917571663856506},{"id":"https://openalex.org/keywords/web-service","display_name":"Web service","score":0.41573601961135864},{"id":"https://openalex.org/keywords/fuzzy-inference-system","display_name":"Fuzzy inference system","score":0.4118930995464325},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39307329058647156},{"id":"https://openalex.org/keywords/fuzzy-control-system","display_name":"Fuzzy control system","score":0.37337809801101685},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3491368889808655},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.34761738777160645},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.28933584690093994},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.17685216665267944},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.15201660990715027}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7324671745300293},{"id":"https://openalex.org/C186108316","wikidata":"https://www.wikidata.org/wiki/Q352530","display_name":"Adaptive neuro fuzzy inference system","level":4,"score":0.6388803720474243},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5672810077667236},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.4958086907863617},{"id":"https://openalex.org/C2988105877","wikidata":"https://www.wikidata.org/wiki/Q1341685","display_name":"Inference system","level":5,"score":0.47917571663856506},{"id":"https://openalex.org/C35578498","wikidata":"https://www.wikidata.org/wiki/Q193424","display_name":"Web service","level":2,"score":0.41573601961135864},{"id":"https://openalex.org/C2987376176","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy inference system","level":5,"score":0.4118930995464325},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39307329058647156},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.37337809801101685},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3491368889808655},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34761738777160645},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.28933584690093994},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.17685216665267944},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.15201660990715027}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2024.3350642","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3350642","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10382510.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:802ae19e45fc4aa5a3767fc175c1067c","is_oa":true,"landing_page_url":"https://doaj.org/article/802ae19e45fc4aa5a3767fc175c1067c","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 12, Pp 6993-7008 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3350642","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3350642","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10382510.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321161","display_name":"Taibah University","ror":"https://ror.org/01xv1nn60"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4390660323.pdf","grobid_xml":"https://content.openalex.org/works/W4390660323.grobid-xml"},"referenced_works_count":60,"referenced_works":["https://openalex.org/W1577517492","https://openalex.org/W1965040190","https://openalex.org/W1979806045","https://openalex.org/W2012753837","https://openalex.org/W2019207321","https://openalex.org/W2020495106","https://openalex.org/W2022469982","https://openalex.org/W2029647429","https://openalex.org/W2047094503","https://openalex.org/W2054251549","https://openalex.org/W2081774187","https://openalex.org/W2113498208","https://openalex.org/W2114209105","https://openalex.org/W2123476762","https://openalex.org/W2140597141","https://openalex.org/W2144721689","https://openalex.org/W2146356176","https://openalex.org/W2152195021","https://openalex.org/W2169970157","https://openalex.org/W2170090269","https://openalex.org/W2481425122","https://openalex.org/W2547233721","https://openalex.org/W2585645159","https://openalex.org/W2738900493","https://openalex.org/W2747515723","https://openalex.org/W2761830048","https://openalex.org/W2770532450","https://openalex.org/W2792771864","https://openalex.org/W2807511999","https://openalex.org/W2809684781","https://openalex.org/W2884113300","https://openalex.org/W2897176205","https://openalex.org/W2913227037","https://openalex.org/W2951864667","https://openalex.org/W2963283362","https://openalex.org/W2963929932","https://openalex.org/W2974724872","https://openalex.org/W2987740710","https://openalex.org/W2993134750","https://openalex.org/W2999620024","https://openalex.org/W3011380968","https://openalex.org/W3028305817","https://openalex.org/W3041619137","https://openalex.org/W3047753861","https://openalex.org/W3125658501","https://openalex.org/W3168104563","https://openalex.org/W3197403716","https://openalex.org/W3208323717","https://openalex.org/W4280546657","https://openalex.org/W4283589135","https://openalex.org/W4292083457","https://openalex.org/W4308148980","https://openalex.org/W4312259797","https://openalex.org/W4323897160","https://openalex.org/W4376456850","https://openalex.org/W4376631097","https://openalex.org/W4384695778","https://openalex.org/W4386424933","https://openalex.org/W6753689335","https://openalex.org/W6801407002"],"related_works":["https://openalex.org/W4319296131","https://openalex.org/W2181415496","https://openalex.org/W2389800468","https://openalex.org/W2889574165","https://openalex.org/W2741640651","https://openalex.org/W2392430664","https://openalex.org/W2350818295","https://openalex.org/W1848737848","https://openalex.org/W4322732584","https://openalex.org/W2120941411"],"abstract_inverted_index":{"The":[0],"adoption":[1],"of":[2,49,66,70,87,101,122,128,194,208,222,241,250,263],"adaptive":[3,76],"neuro-fuzzy":[4,77],"inference":[5,78],"systems":[6],"(ANFIS)":[7],"and":[8,106,120,152,179,215,234,248,271],"metaheuristic":[9],"optimization":[10,41,59],"approaches":[11],"has":[12],"been":[13],"widely":[14],"observed":[15],"in":[16,51],"recent":[17],"research.":[18],"Even":[19],"so,":[20],"integrating":[21],"these":[22],"methods":[23],"improves":[24],"the":[25,46,52,64,75,85,88,96,110,114,131,157,192,195,202,261,264],"model\u2019s":[26],"capability":[27],"to":[28,62,190,254],"solve":[29],"complex":[30,269],"problems.":[31],"A":[32],"novel":[33],"enhanced":[34],"prediction":[35,141],"method":[36,56],"based":[37],"on":[38,113,199],"COOT":[39,58,80],"bird":[40],"was":[42,93],"developed":[43],"for":[44,116,244],"selecting":[45],"optimal":[47,206],"parameters":[48],"ANFIS":[50,61],"current":[53],"study.":[54],"This":[55],"combines":[57],"with":[60],"model":[63,112,204],"quality":[65,86],"service":[67,90],"(QoS)":[68],"characteristics":[69],"web":[71,89,103,123,251],"services":[72,104],"by":[73],"using":[74,109,138],"system":[79],"(ANFIS-COOT).":[81],"In":[82],"this":[83,258],"instance,":[84],"(QWS)":[91],"dataset":[92,115],"obtained":[94],"from":[95],"GitHub":[97],"database,":[98],"which":[99],"consists":[100],"120":[102],"data,":[105],"then":[107],"evaluated":[108],"presented":[111,203],"estimating":[117],"response":[118,246],"time":[119,247],"throughput":[121,249],"services.":[124],"As":[125],"significant":[126],"evidence":[127],"ANFIS-COOT\u2019s":[129],"efficiency,":[130],"similar":[132],"QWS":[133],"data":[134],"set":[135],"is":[136],"analyzed":[137],"four":[139],"different":[140],"models:":[142],"ANFIS,":[143],"ANFIS-Beetle":[144],"Antennae":[145],"Search":[146,149],"(ANFIS-BAS),":[147],"ANFIS-Reptile":[148],"Algorithm":[150],"(ANFIS-RSA),":[151],"ANFIS-Snake":[153],"Optimizer":[154],"(ANFIS-SO).":[155],"Moreover,":[156],"exploratory":[158],"study":[159],"used":[160],"statistical":[161],"benchmarks":[162],"such":[163],"as":[164,225,227],"root":[165],"mean":[166,170,174],"squared":[167],"error":[168,172,177],"(RMSE),":[169],"absolute":[171,175],"(MAE),":[173],"percentage":[176],"(MAPE),":[178],"determination":[180],"coefficient":[181],"(":[182],"<italic":[183,216,235],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[184,187,217,220,236,239],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">R</i>":[185,218,237],"<sub":[186,219,238],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">2</sub>":[188,221,240],")":[189],"emphasize":[191],"accuracy":[193],"proposed":[196],"model.":[197],"Based":[198],"analysis":[200],"results,":[201],"achieved":[205],"values":[207],"RMSE":[209,228],"(59.7473),":[210],"MAE":[211,230],"(15.8531),":[212],"MAPE":[213,232],"(0.0705),":[214],"96.32":[223],"%,":[224],"well":[226],"(1.335),":[229],"(1.1255),":[231],"(0.1818),":[233],"97.12":[242],"%":[243],"modelling":[245],"services,":[252],"compared":[253],"other":[255],"models.":[256],"Eventually,":[257],"report":[259],"demonstrates":[260],"viability":[262],"ANFIS-COOT":[265],"while":[266],"tackling":[267],"a":[268],"problem":[270],"improving":[272],"predictive":[273],"performance.":[274]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":5}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}