{"id":"https://openalex.org/W7135133919","doi":"https://doi.org/10.1016/j.compbiolchem.2026.109008","title":"Mathematical modelling and analysis of human metapneumovirus transmission dynamics using neural network intelligence and optimal control","display_name":"Mathematical modelling and analysis of human metapneumovirus transmission dynamics using neural network intelligence and optimal control","publication_year":2026,"publication_date":"2026-03-11","ids":{"openalex":"https://openalex.org/W7135133919","doi":"https://doi.org/10.1016/j.compbiolchem.2026.109008","pmid":"https://pubmed.ncbi.nlm.nih.gov/41833204"},"language":"en","primary_location":{"id":"doi:10.1016/j.compbiolchem.2026.109008","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.compbiolchem.2026.109008","pdf_url":null,"source":{"id":"https://openalex.org/S104924063","display_name":"Computational Biology and Chemistry","issn_l":"1476-9271","issn":["1476-9271","1476-928X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Biology and Chemistry","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101837273","display_name":"Noor Muhammad","orcid":"https://orcid.org/0000-0002-4337-1034"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Noor Muhammad","raw_affiliation_strings":["School of Mathematics, Sichuan University, Chengdu, 610064, China. Electronic address: noormuhammad@stu.scu.edu.cn"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mathematics, Sichuan University, Chengdu, 610064, China. Electronic address: noormuhammad@stu.scu.edu.cn","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056864680","display_name":"Md. Nur Alam","orcid":"https://orcid.org/0000-0001-6815-678X"},"institutions":[{"id":"https://openalex.org/I84339108","display_name":"Sunway University","ror":"https://ror.org/04mjt7f73","country_code":"MY","type":"education","lineage":["https://openalex.org/I84339108"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Md. Nur Alam","raw_affiliation_strings":["School of Mathematical Sciences, Sunway University, Bandar Sunway, Petaling Jaya 47500, Selangor Darul Ehsan, Malaysia; Department of Mathematics, Pabna University of Science & Technology, Pabna 6600, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mathematical Sciences, Sunway University, Bandar Sunway, Petaling Jaya 47500, Selangor Darul Ehsan, Malaysia; Department of Mathematics, Pabna University of Science & Technology, Pabna 6600, Bangladesh","institution_ids":["https://openalex.org/I84339108"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5128819577","display_name":"Zhang Shiqing","orcid":null},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhang Shiqing","raw_affiliation_strings":["School of Mathematics, Sichuan University, Chengdu, 610064, China. Electronic address: zhangshiqing@scu.edu.cn"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mathematics, Sichuan University, Chengdu, 610064, China. Electronic address: zhangshiqing@scu.edu.cn","institution_ids":["https://openalex.org/I24185976"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5101837273","https://openalex.org/A5128819577"],"corresponding_institution_ids":["https://openalex.org/I24185976"],"apc_list":{"value":2960,"currency":"USD","value_usd":2960},"apc_paid":null,"fwci":8.2968,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.95804656,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"123","issue":null,"first_page":"109008","last_page":"109008"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11243","display_name":"Respiratory viral infections research","score":0.8730000257492065,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/T11243","display_name":"Respiratory viral infections research","score":0.8730000257492065,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/T10410","display_name":"COVID-19 epidemiological studies","score":0.05730000138282776,"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/T10482","display_name":"Mathematical and Theoretical Epidemiology and Ecology Models","score":0.004000000189989805,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"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/human-metapneumovirus","display_name":"Human metapneumovirus","score":0.8238999843597412},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6564000248908997},{"id":"https://openalex.org/keywords/transmission","display_name":"Transmission (telecommunications)","score":0.6191999912261963},{"id":"https://openalex.org/keywords/basic-reproduction-number","display_name":"Basic reproduction number","score":0.4975000023841858},{"id":"https://openalex.org/keywords/metapneumovirus","display_name":"Metapneumovirus","score":0.49380001425743103},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.4198000133037567},{"id":"https://openalex.org/keywords/sensitivity","display_name":"Sensitivity (control systems)","score":0.40959998965263367}],"concepts":[{"id":"https://openalex.org/C2780475896","wikidata":"https://www.wikidata.org/wiki/Q743338","display_name":"Human metapneumovirus","level":4,"score":0.8238999843597412},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6564000248908997},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.6191999912261963},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5965999960899353},{"id":"https://openalex.org/C204264503","wikidata":"https://www.wikidata.org/wiki/Q901464","display_name":"Basic reproduction number","level":3,"score":0.4975000023841858},{"id":"https://openalex.org/C2911218186","wikidata":"https://www.wikidata.org/wiki/Q16606632","display_name":"Metapneumovirus","level":5,"score":0.49380001425743103},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4722000062465668},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.4198000133037567},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.40959998965263367},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4034999907016754},{"id":"https://openalex.org/C91575142","wikidata":"https://www.wikidata.org/wiki/Q1971426","display_name":"Optimal control","level":2,"score":0.39660000801086426},{"id":"https://openalex.org/C76969082","wikidata":"https://www.wikidata.org/wiki/Q486902","display_name":"Mathematical model","level":2,"score":0.37059998512268066},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.32829999923706055},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.3131999969482422},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.30079999566078186},{"id":"https://openalex.org/C47702885","wikidata":"https://www.wikidata.org/wiki/Q5441227","display_name":"Feedforward neural network","level":3,"score":0.2669999897480011},{"id":"https://openalex.org/C116675565","wikidata":"https://www.wikidata.org/wiki/Q3241045","display_name":"Outbreak","level":2,"score":0.2630000114440918},{"id":"https://openalex.org/C126701199","wikidata":"https://www.wikidata.org/wiki/Q264224","display_name":"Complex dynamics","level":2,"score":0.25780001282691956}],"mesh":[{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D018184","descriptor_name":"Paramyxoviridae Infections","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D018184","descriptor_name":"Paramyxoviridae Infections","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D018184","descriptor_name":"Paramyxoviridae Infections","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D018184","descriptor_name":"Paramyxoviridae Infections","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D018184","descriptor_name":"Paramyxoviridae Infections","qualifier_ui":"Q000517","qualifier_name":"prevention & control","is_major_topic":true},{"descriptor_ui":"D018184","descriptor_name":"Paramyxoviridae Infections","qualifier_ui":"Q000635","qualifier_name":"transmission","is_major_topic":true},{"descriptor_ui":"D018184","descriptor_name":"Paramyxoviridae Infections","qualifier_ui":"Q000635","qualifier_name":"transmission","is_major_topic":true},{"descriptor_ui":"D018184","descriptor_name":"Paramyxoviridae Infections","qualifier_ui":"Q000635","qualifier_name":"transmission","is_major_topic":true},{"descriptor_ui":"D018184","descriptor_name":"Paramyxoviridae Infections","qualifier_ui":"Q000635","qualifier_name":"transmission","is_major_topic":true},{"descriptor_ui":"D029121","descriptor_name":"Metapneumovirus","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D029121","descriptor_name":"Metapneumovirus","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D029121","descriptor_name":"Metapneumovirus","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D029121","descriptor_name":"Metapneumovirus","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1016/j.compbiolchem.2026.109008","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.compbiolchem.2026.109008","pdf_url":null,"source":{"id":"https://openalex.org/S104924063","display_name":"Computational Biology and Chemistry","issn_l":"1476-9271","issn":["1476-9271","1476-928X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Biology and Chemistry","raw_type":"journal-article"},{"id":"pmid:41833204","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41833204","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational biology and chemistry","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.7729930281639099,"display_name":"Good health and well-being"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322990","display_name":"Sichuan University","ror":"https://ror.org/011ashp19"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W86941722","https://openalex.org/W2022499714","https://openalex.org/W2031933215","https://openalex.org/W2058860728","https://openalex.org/W2065460218","https://openalex.org/W2170881661","https://openalex.org/W2788870084","https://openalex.org/W2962847206","https://openalex.org/W3035144979","https://openalex.org/W3044688128","https://openalex.org/W3046998905","https://openalex.org/W3109588007","https://openalex.org/W3128408547","https://openalex.org/W3130131326","https://openalex.org/W3200775896","https://openalex.org/W4210764109","https://openalex.org/W4377016705","https://openalex.org/W4382241421","https://openalex.org/W4390144063","https://openalex.org/W4393354534","https://openalex.org/W4396606069","https://openalex.org/W4396870924","https://openalex.org/W4396919642","https://openalex.org/W4400323877","https://openalex.org/W4401645047","https://openalex.org/W4401836836","https://openalex.org/W4406597139","https://openalex.org/W4407004548","https://openalex.org/W4407412425","https://openalex.org/W4408370231","https://openalex.org/W4408472687","https://openalex.org/W4408567701","https://openalex.org/W4409081912","https://openalex.org/W4409714098","https://openalex.org/W4409963161","https://openalex.org/W4410114364","https://openalex.org/W4410301741","https://openalex.org/W4410522724","https://openalex.org/W4410873610","https://openalex.org/W4412810144","https://openalex.org/W4412825412","https://openalex.org/W4413445626","https://openalex.org/W7119485315"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2026-03-13T00:00:00"}
