{"id":"https://openalex.org/W4409333739","doi":"https://doi.org/10.3390/sym17040578","title":"Artificial Neural Network-Based Approach for Dynamic Analysis and Modeling of Marburg Virus Epidemics for Health Care","display_name":"Artificial Neural Network-Based Approach for Dynamic Analysis and Modeling of Marburg Virus Epidemics for Health Care","publication_year":2025,"publication_date":"2025-04-10","ids":{"openalex":"https://openalex.org/W4409333739","doi":"https://doi.org/10.3390/sym17040578"},"language":"en","primary_location":{"id":"doi:10.3390/sym17040578","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym17040578","pdf_url":"https://www.mdpi.com/2073-8994/17/4/578/pdf?version=1744287704","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Symmetry","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2073-8994/17/4/578/pdf?version=1744287704","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5052694619","display_name":"Noreen Mustafa","orcid":null},"institutions":[{"id":"https://openalex.org/I43879129","display_name":"Government College University, Lahore","ror":"https://ror.org/040gec961","country_code":"PK","type":"education","lineage":["https://openalex.org/I43879129"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Noreen Mustafa","raw_affiliation_strings":["Abdus Salam School of Mathematical Sciences, GC University, Lahore 54600, Pakistan"],"affiliations":[{"raw_affiliation_string":"Abdus Salam School of Mathematical Sciences, GC University, Lahore 54600, Pakistan","institution_ids":["https://openalex.org/I43879129"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070501516","display_name":"Jamshaid Ul Rahman","orcid":"https://orcid.org/0000-0001-8642-0660"},"institutions":[{"id":"https://openalex.org/I43879129","display_name":"Government College University, Lahore","ror":"https://ror.org/040gec961","country_code":"PK","type":"education","lineage":["https://openalex.org/I43879129"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Jamshaid Ul Rahman","raw_affiliation_strings":["Abdus Salam School of Mathematical Sciences, GC University, Lahore 54600, Pakistan"],"affiliations":[{"raw_affiliation_string":"Abdus Salam School of Mathematical Sciences, GC University, Lahore 54600, Pakistan","institution_ids":["https://openalex.org/I43879129"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045304341","display_name":"Umar Ishtiaq","orcid":"https://orcid.org/0000-0002-5228-1073"},"institutions":[{"id":"https://openalex.org/I87482320","display_name":"University of Management and Technology","ror":"https://ror.org/0095xcq10","country_code":"PK","type":"education","lineage":["https://openalex.org/I87482320"]}],"countries":["PK"],"is_corresponding":true,"raw_author_name":"Umar Ishtiaq","raw_affiliation_strings":["Office of Research, Innovation and Commercialization, University of Management and Technology, Lahore 54770, Pakistan"],"affiliations":[{"raw_affiliation_string":"Office of Research, Innovation and Commercialization, University of Management and Technology, Lahore 54770, Pakistan","institution_ids":["https://openalex.org/I87482320"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007601852","display_name":"Ioan\u2010Lucian Popa","orcid":"https://orcid.org/0000-0001-8042-1806"},"institutions":[{"id":"https://openalex.org/I3123573182","display_name":"Transylvania University of Bra\u0219ov","ror":"https://ror.org/01cg9ws23","country_code":"RO","type":"education","lineage":["https://openalex.org/I3123573182"]},{"id":"https://openalex.org/I4210140223","display_name":"1 Decembrie 1918 University","ror":"https://ror.org/04577k168","country_code":"RO","type":"education","lineage":["https://openalex.org/I4210140223"]}],"countries":["RO"],"is_corresponding":true,"raw_author_name":"Ioan-Lucia Popa","raw_affiliation_strings":["Department of Computing, Mathematics and Electronics, \u201c1 Decembrie 1918\u201d University of Alba Iulia, 510009 Alba Iulia, Romania","Faculty of Mathematics and Computer Science, Transilvania University of Brasov, Iuliu Maniu Street 50, 500091 Brasov, Romania"],"affiliations":[{"raw_affiliation_string":"Department of Computing, Mathematics and Electronics, \u201c1 Decembrie 1918\u201d University of Alba Iulia, 510009 Alba Iulia, Romania","institution_ids":["https://openalex.org/I4210140223"]},{"raw_affiliation_string":"Faculty of Mathematics and Computer Science, Transilvania University of Brasov, Iuliu Maniu Street 50, 500091 Brasov, Romania","institution_ids":["https://openalex.org/I3123573182"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5007601852","https://openalex.org/A5045304341"],"corresponding_institution_ids":["https://openalex.org/I3123573182","https://openalex.org/I4210140223","https://openalex.org/I87482320"],"apc_list":{"value":2000,"currency":"CHF","value_usd":2165},"apc_paid":{"value":2000,"currency":"CHF","value_usd":2165},"fwci":5.5249,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.954537,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"17","issue":"4","first_page":"578","last_page":"578"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10410","display_name":"COVID-19 epidemiological studies","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2611","display_name":"Modeling and Simulation"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10410","display_name":"COVID-19 epidemiological studies","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2611","display_name":"Modeling and Simulation"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11581","display_name":"Viral Infections and Outbreaks Research","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2725","display_name":"Infectious Diseases"},"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/T10118","display_name":"SARS-CoV-2 and COVID-19 Research","score":0.9700999855995178,"subfield":{"id":"https://openalex.org/subfields/2725","display_name":"Infectious Diseases"},"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/artificial-neural-network","display_name":"Artificial neural network","score":0.5986458659172058},{"id":"https://openalex.org/keywords/marburg-virus","display_name":"Marburg virus","score":0.5803697109222412},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5587124228477478},{"id":"https://openalex.org/keywords/virology","display_name":"Virology","score":0.44276121258735657},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37368208169937134},{"id":"https://openalex.org/keywords/virus","display_name":"Virus","score":0.28755852580070496},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2469068169593811},{"id":"https://openalex.org/keywords/ebola-virus","display_name":"Ebola virus","score":0.22264203429222107}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5986458659172058},{"id":"https://openalex.org/C2910190370","wikidata":"https://www.wikidata.org/wiki/Q6755280","display_name":"Marburg virus","level":4,"score":0.5803697109222412},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5587124228477478},{"id":"https://openalex.org/C159047783","wikidata":"https://www.wikidata.org/wiki/Q7215","display_name":"Virology","level":1,"score":0.44276121258735657},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37368208169937134},{"id":"https://openalex.org/C2522874641","wikidata":"https://www.wikidata.org/wiki/Q808","display_name":"Virus","level":2,"score":0.28755852580070496},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2469068169593811},{"id":"https://openalex.org/C2777469322","wikidata":"https://www.wikidata.org/wiki/Q8064876","display_name":"Ebola virus","level":3,"score":0.22264203429222107}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3390/sym17040578","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym17040578","pdf_url":"https://www.mdpi.com/2073-8994/17/4/578/pdf?version=1744287704","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Symmetry","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.3390/sym17040578","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym17040578","pdf_url":"https://www.mdpi.com/2073-8994/17/4/578/pdf?version=1744287704","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Symmetry","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4409333739.pdf","grobid_xml":"https://content.openalex.org/works/W4409333739.grobid-xml"},"referenced_works_count":53,"referenced_works":["https://openalex.org/W1550778365","https://openalex.org/W1597009674","https://openalex.org/W1975525323","https://openalex.org/W1979049945","https://openalex.org/W2015232409","https://openalex.org/W2054554285","https://openalex.org/W2086789747","https://openalex.org/W2112680994","https://openalex.org/W2125382909","https://openalex.org/W2131851182","https://openalex.org/W2567367105","https://openalex.org/W2919115771","https://openalex.org/W3009468976","https://openalex.org/W3009876049","https://openalex.org/W3010131837","https://openalex.org/W3049226960","https://openalex.org/W3087747512","https://openalex.org/W3098805155","https://openalex.org/W4214504644","https://openalex.org/W4252394414","https://openalex.org/W4285009332","https://openalex.org/W4297180762","https://openalex.org/W4313329810","https://openalex.org/W4320917599","https://openalex.org/W4360850923","https://openalex.org/W4366199705","https://openalex.org/W4381280298","https://openalex.org/W4385215773","https://openalex.org/W4385492253","https://openalex.org/W4385877467","https://openalex.org/W4387806222","https://openalex.org/W4388455219","https://openalex.org/W4389080366","https://openalex.org/W4389993576","https://openalex.org/W4390984527","https://openalex.org/W4393060125","https://openalex.org/W4393360071","https://openalex.org/W4394606426","https://openalex.org/W4399019682","https://openalex.org/W4402808809","https://openalex.org/W4402926889","https://openalex.org/W4403201376","https://openalex.org/W4403471204","https://openalex.org/W4403509438","https://openalex.org/W4403946209","https://openalex.org/W4404625895","https://openalex.org/W4406597139","https://openalex.org/W4406602445","https://openalex.org/W4408197529","https://openalex.org/W6635935089","https://openalex.org/W6678346940","https://openalex.org/W6863625351","https://openalex.org/W6863807351"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2133984373","https://openalex.org/W2097356009","https://openalex.org/W2090128735","https://openalex.org/W2465938149","https://openalex.org/W3216821774","https://openalex.org/W4302759310","https://openalex.org/W2093141813"],"abstract_inverted_index":{"Artificial":[0],"intelligence":[1],"(AI)":[2],"plays":[3],"a":[4,51,102],"crucial":[5],"role":[6],"in":[7,46,124],"modern":[8],"healthcare":[9],"by":[10,183],"enhancing":[11],"disease":[12,55,87,94,180],"modeling":[13],"and":[14,31,38,59,67,76,110,141,145,158,166,178,192,196],"outbreak":[15],"prediction.":[16],"In":[17],"this":[18],"study,":[19],"we":[20,100],"develop":[21],"an":[22],"epidemiological":[23],"model":[24,42],"for":[25,93,113,135,138,143,174],"the":[26,65,72,81,98,119,148,154,162],"Marburg":[27],"virus,":[28],"integrating":[29],"vaccination":[30],"treatment":[32,39,198],"strategies":[33,182],"while":[34],"considering":[35],"vaccine":[36],"efficacy":[37,146],"failure.":[40],"The":[41,151],"exhibits":[43],"mathematical":[44,167],"symmetry":[45],"its":[47],"equilibrium":[48,69],"analysis,":[49,115],"ensuring":[50],"balanced":[52],"assessment":[53],"of":[54,122,147],"dynamics":[56],"across":[57],"human":[58],"bat":[60],"reservoir":[61],"populations.":[62],"We":[63,126],"compute":[64],"Marburg-free":[66],"endemic":[68],"points,":[70],"derive":[71],"secondary":[73],"infection":[74],"threshold,":[75],"conduct":[77],"sensitivity":[78],"analysis":[79],"using":[80],"PRCC":[82],"method":[83],"to":[84,190],"identify":[85],"key":[86],"transmission":[88],"parameters":[89],"that":[90],"are":[91],"important":[92],"control.":[95],"To":[96],"validate":[97],"theory,":[99],"optimized":[101],"deep":[103],"neural":[104],"network":[105],"(DNN)":[106],"via":[107],"grid":[108],"search":[109],"employed":[111],"it":[112],"dynamic":[114],"which":[116],"also":[117,127],"validates":[118],"cutting-edge":[120],"application":[121],"AI":[123,149,165],"healthcare.":[125],"compare":[128],"AI-based":[129],"predictions":[130],"with":[131],"traditional":[132],"numerical":[133],"solutions":[134],"reproduction":[136],"number":[137],"humans":[139],"R0h&gt;1":[140],"R0h&lt;1":[142],"validation":[144],"approach.":[150],"results":[152],"demonstrate":[153],"model\u2019s":[155],"stability,":[156],"efficacy,":[157],"predictive":[159],"power,":[160],"emphasizing":[161],"synergy":[163],"between":[164],"epidemiology.":[168],"This":[169],"study":[170],"provides":[171],"valuable":[172],"insights":[173],"public":[175],"health":[176],"interventions":[177],"effective":[179],"control":[181],"leveraging":[184],"AI-driven":[185],"simulations,":[186],"highlighting":[187],"AI\u2019s":[188],"potential":[189],"revolutionize":[191],"enhance":[193],"early":[194],"detection":[195],"tailor":[197],"strategies.":[199]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3}],"updated_date":"2026-03-27T14:29:43.386196","created_date":"2025-10-10T00:00:00"}
