{"id":"https://openalex.org/W3039611570","doi":"https://doi.org/10.1109/access.2020.3005614","title":"Optimized ANFIS Model Using Hybrid Metaheuristic Algorithms for Parkinson\u2019s Disease Prediction in IoT Environment","display_name":"Optimized ANFIS Model Using Hybrid Metaheuristic Algorithms for Parkinson\u2019s Disease Prediction in IoT Environment","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3039611570","doi":"https://doi.org/10.1109/access.2020.3005614","mag":"3039611570"},"language":"en","primary_location":{"id":"doi:10.1109/access.2020.3005614","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3005614","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09127458.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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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/ielx7/6287639/8948470/09127458.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5047244353","display_name":"Ibrahim M. El\u2010Hasnony","orcid":"https://orcid.org/0000-0002-9489-3449"},"institutions":[{"id":"https://openalex.org/I159247623","display_name":"Mansoura University","ror":"https://ror.org/01k8vtd75","country_code":"EG","type":"education","lineage":["https://openalex.org/I159247623"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Ibrahim M. El-Hasnony","raw_affiliation_strings":["Information Systems Department, Faculty of Computers and Information Sciences, Mansoura University, Mansoura, Egypt","Information Systems Department, Faculty of Computers and Information Sciences, Mansoura University, Mansoura 35516, Egypt"],"raw_orcid":"https://orcid.org/0000-0002-9489-3449","affiliations":[{"raw_affiliation_string":"Information Systems Department, Faculty of Computers and Information Sciences, Mansoura University, Mansoura, Egypt","institution_ids":["https://openalex.org/I159247623"]},{"raw_affiliation_string":"Information Systems Department, Faculty of Computers and Information Sciences, Mansoura University, Mansoura 35516, Egypt","institution_ids":["https://openalex.org/I159247623"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015669985","display_name":"Sherif Barakat","orcid":"https://orcid.org/0000-0003-4448-293X"},"institutions":[{"id":"https://openalex.org/I159247623","display_name":"Mansoura University","ror":"https://ror.org/01k8vtd75","country_code":"EG","type":"education","lineage":["https://openalex.org/I159247623"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Sherif I. Barakat","raw_affiliation_strings":["Information Systems Department, Faculty of Computers and Information Sciences, Mansoura University, Mansoura, Egypt","Information Systems Department, Faculty of Computers and Information Sciences, Mansoura University, Mansoura 35516, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information Systems Department, Faculty of Computers and Information Sciences, Mansoura University, Mansoura, Egypt","institution_ids":["https://openalex.org/I159247623"]},{"raw_affiliation_string":"Information Systems Department, Faculty of Computers and Information Sciences, Mansoura University, Mansoura 35516, Egypt","institution_ids":["https://openalex.org/I159247623"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021159901","display_name":"Reham R. Mostafa","orcid":"https://orcid.org/0000-0001-6917-7873"},"institutions":[{"id":"https://openalex.org/I159247623","display_name":"Mansoura University","ror":"https://ror.org/01k8vtd75","country_code":"EG","type":"education","lineage":["https://openalex.org/I159247623"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Reham R. Mostafa","raw_affiliation_strings":["Information Systems Department, Faculty of Computers and Information Sciences, Mansoura University, Mansoura, Egypt","Information Systems Department, Faculty of Computers and Information Sciences, Mansoura University, Mansoura 35516, Egypt"],"raw_orcid":"https://orcid.org/0000-0001-6917-7873","affiliations":[{"raw_affiliation_string":"Information Systems Department, Faculty of Computers and Information Sciences, Mansoura University, Mansoura, Egypt","institution_ids":["https://openalex.org/I159247623"]},{"raw_affiliation_string":"Information Systems Department, Faculty of Computers and Information Sciences, Mansoura University, Mansoura 35516, Egypt","institution_ids":["https://openalex.org/I159247623"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I159247623"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":7.2356,"has_fulltext":true,"cited_by_count":101,"citation_normalized_percentile":{"value":0.9797217,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"8","issue":null,"first_page":"119252","last_page":"119270"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10863","display_name":"Voice and Speech Disorders","score":0.9825999736785889,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10863","display_name":"Voice and Speech Disorders","score":0.9825999736785889,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10085","display_name":"Parkinson's Disease Mechanisms and Treatments","score":0.9341999888420105,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/adaptive-neuro-fuzzy-inference-system","display_name":"Adaptive neuro fuzzy inference system","score":0.7741689682006836},{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.7616369724273682},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.6944481730461121},{"id":"https://openalex.org/keywords/ant-colony-optimization-algorithms","display_name":"Ant colony optimization algorithms","score":0.6682568788528442},{"id":"https://openalex.org/keywords/initialization","display_name":"Initialization","score":0.6471941471099854},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6206456422805786},{"id":"https://openalex.org/keywords/differential-evolution","display_name":"Differential evolution","score":0.5590213537216187},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.499997615814209},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.45999157428741455},{"id":"https://openalex.org/keywords/metaheuristic","display_name":"Metaheuristic","score":0.4426299035549164},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.38878414034843445},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3776901960372925},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3559880554676056},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.2771759629249573},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.21998944878578186},{"id":"https://openalex.org/keywords/fuzzy-control-system","display_name":"Fuzzy control system","score":0.20315611362457275},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.20302355289459229}],"concepts":[{"id":"https://openalex.org/C186108316","wikidata":"https://www.wikidata.org/wiki/Q352530","display_name":"Adaptive neuro fuzzy inference system","level":4,"score":0.7741689682006836},{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.7616369724273682},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.6944481730461121},{"id":"https://openalex.org/C40128228","wikidata":"https://www.wikidata.org/wiki/Q460851","display_name":"Ant colony optimization algorithms","level":2,"score":0.6682568788528442},{"id":"https://openalex.org/C114466953","wikidata":"https://www.wikidata.org/wiki/Q6034165","display_name":"Initialization","level":2,"score":0.6471941471099854},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6206456422805786},{"id":"https://openalex.org/C74750220","wikidata":"https://www.wikidata.org/wiki/Q2662197","display_name":"Differential evolution","level":2,"score":0.5590213537216187},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.499997615814209},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.45999157428741455},{"id":"https://openalex.org/C109718341","wikidata":"https://www.wikidata.org/wiki/Q1385229","display_name":"Metaheuristic","level":2,"score":0.4426299035549164},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.38878414034843445},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3776901960372925},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3559880554676056},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.2771759629249573},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.21998944878578186},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.20315611362457275},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.20302355289459229},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2020.3005614","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3005614","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09127458.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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:16e305fbfc3641a2985e1abbe91e65e9","is_oa":true,"landing_page_url":"https://doaj.org/article/16e305fbfc3641a2985e1abbe91e65e9","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 8, Pp 119252-119270 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2020.3005614","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3005614","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09127458.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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":70,"referenced_works":["https://openalex.org/W146885252","https://openalex.org/W575847903","https://openalex.org/W1206235977","https://openalex.org/W1543659671","https://openalex.org/W1561072761","https://openalex.org/W1926090661","https://openalex.org/W1993647351","https://openalex.org/W2019110265","https://openalex.org/W2019207321","https://openalex.org/W2035203720","https://openalex.org/W2037760741","https://openalex.org/W2038543116","https://openalex.org/W2061438946","https://openalex.org/W2078324766","https://openalex.org/W2084627109","https://openalex.org/W2090785325","https://openalex.org/W2100534701","https://openalex.org/W2145954079","https://openalex.org/W2152195021","https://openalex.org/W2188333987","https://openalex.org/W2203920572","https://openalex.org/W2350552394","https://openalex.org/W2409361455","https://openalex.org/W2531872507","https://openalex.org/W2543580944","https://openalex.org/W2559066004","https://openalex.org/W2567864147","https://openalex.org/W2587959748","https://openalex.org/W2612452923","https://openalex.org/W2626255972","https://openalex.org/W2743691251","https://openalex.org/W2763752180","https://openalex.org/W2797648991","https://openalex.org/W2800522401","https://openalex.org/W2806647989","https://openalex.org/W2810786926","https://openalex.org/W2891625068","https://openalex.org/W2892729613","https://openalex.org/W2896691302","https://openalex.org/W2913772749","https://openalex.org/W2915629102","https://openalex.org/W2920794465","https://openalex.org/W2920998881","https://openalex.org/W2936118929","https://openalex.org/W2945592402","https://openalex.org/W2948700797","https://openalex.org/W2951791429","https://openalex.org/W2953682518","https://openalex.org/W2967948338","https://openalex.org/W2968462207","https://openalex.org/W2968910527","https://openalex.org/W2969944904","https://openalex.org/W2970869706","https://openalex.org/W2973651390","https://openalex.org/W2980539464","https://openalex.org/W2980655104","https://openalex.org/W2985082660","https://openalex.org/W2989749650","https://openalex.org/W2989833634","https://openalex.org/W2997836848","https://openalex.org/W2999310302","https://openalex.org/W3000606108","https://openalex.org/W3001177805","https://openalex.org/W3004879827","https://openalex.org/W3010817893","https://openalex.org/W3011051312","https://openalex.org/W3012467882","https://openalex.org/W3015269186","https://openalex.org/W3120740533","https://openalex.org/W6732111161"],"related_works":["https://openalex.org/W1611875833","https://openalex.org/W1547053391","https://openalex.org/W1521781013","https://openalex.org/W1975009952","https://openalex.org/W1588949866","https://openalex.org/W46882622","https://openalex.org/W2079579310","https://openalex.org/W2064731037","https://openalex.org/W1972566927","https://openalex.org/W2076297169"],"abstract_inverted_index":{"Throughout":[0],"recent":[1,228],"years,":[2],"the":[3,27,30,66,69,75,82,90,97,107,110,113,117,131,137,142,147,161,164,168,173,178,182,186,192,197,240],"progress":[4],"of":[5,24,29,32,68,92,112,155,163,209],"telemonitoring":[6],"and":[7,12,34,74,105,115,146,149,191,205,226],"telediagnostics":[8],"devices":[9],"for":[10,58,80,96,103,201,230,239],"evaluating":[11],"tracking":[13],"Parkinson's":[14,59,202,231,241],"(PD)":[15],"disease":[16,60,203,232,242],"has":[17,244],"become":[18],"increasingly":[19],"important.":[20],"The":[21,62,99,211,234],"early":[22],"detection":[23],"PD":[25],"increases":[26],"consistency":[28],"treatment":[31],"patients":[33],"ultimately":[35],"allows":[36],"it":[37],"possible":[38],"to":[39,122],"achieve":[40],"a":[41,52],"rapid":[42],"diagnostic":[43],"decision":[44],"from":[45,153],"an":[46,207],"experienced":[47],"clinician.":[48],"In":[49],"this":[50],"paper,":[51],"proposed":[53,63,166,198,212,235],"fog-based":[54],"ANFIS+PSOGWO":[55,199,213],"model":[56,64,165,236],"provided":[57],"prediction.":[61,233],"exploits":[65],"advantages":[67],"grey":[70,169],"wolf":[71,170],"optimization":[72,78,124,171,176,189],"(GWO)":[73],"particle":[76,174],"swarm":[77,175],"(PSO)":[79],"adjusting":[81],"adaptive":[83],"neuro-fuzzy":[84],"inference":[85],"system":[86],"(ANFIS)":[87],"parameters":[88],"with":[89],"use":[91],"chaotic":[93],"tent":[94],"map":[95],"initialization.":[98],"fog":[100],"processing":[101],"utilized":[102],"gathering":[104],"analyzing":[106],"data":[108],"at":[109],"edge":[111],"gateways":[114],"notifying":[116],"local":[118],"community":[119],"instantly.":[120],"Compared":[121],"other":[123],"methods,":[125],"many":[126],"evaluation":[127],"metrics":[128],"used":[129],"like":[130],"root":[132],"mean":[133,138],"square":[134,139],"error":[135,140],"(RMSE),":[136],"(MSE),":[141],"standard":[143,151,193],"deviation":[144],"(SD),":[145],"accuracy":[148,208,238],"five":[150],"datasets":[152],"repository":[154],"UCI":[156],"machine":[157],"learning":[158],"that":[159],"demonstrated":[160],"superiority":[162],"against":[167],"(GWO),":[172],"(PSO),":[177],"differential":[179],"evolution":[180],"(DE),":[181],"genetic":[183],"algorithm":[184],"(GA),":[185],"ant":[187],"colony":[188],"(ACO),":[190],"ANFIS":[194],"model.":[195],"Moreover,":[196],"applied":[200],"prediction":[204,243],"achieved":[206],"87.5%.":[210],"compared":[214],"in":[215,249],"producing":[216],"positive":[217],"outcomes":[218],"better":[219],"than":[220],"PSO,":[221],"GWO,":[222],"GA,":[223],"ACO,":[224],"DE,":[225],"some":[227],"literature":[229],"produced":[237],"outperformed":[245],"its":[246],"closest":[247],"competitors":[248],"all":[250],"algorithms":[251],"by":[252],"7.3%.":[253]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":21},{"year":2023,"cited_by_count":24},{"year":2022,"cited_by_count":19},{"year":2021,"cited_by_count":16},{"year":2020,"cited_by_count":1}],"updated_date":"2026-05-19T21:40:30.786675","created_date":"2025-10-10T00:00:00"}