{"id":"https://openalex.org/W4396532716","doi":"https://doi.org/10.1109/assic60049.2024.10507961","title":"Optimizing Resource Allocation in Healthcare Systems for Efficient Pandemic Management using Machine Learning and Artificial Neural Networks","display_name":"Optimizing Resource Allocation in Healthcare Systems for Efficient Pandemic Management using Machine Learning and Artificial Neural Networks","publication_year":2024,"publication_date":"2024-01-27","ids":{"openalex":"https://openalex.org/W4396532716","doi":"https://doi.org/10.1109/assic60049.2024.10507961"},"language":"en","primary_location":{"id":"doi:10.1109/assic60049.2024.10507961","doi":"https://doi.org/10.1109/assic60049.2024.10507961","is_oa":false,"landing_page_url":"https://doi.org/10.1109/assic60049.2024.10507961","pdf_url":null,"source":{"id":"https://openalex.org/S7407086684","display_name":"International Conference on Advancements in Smart, Secure and Intelligent Computing (ASSIC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Advancements in Smart, Secure and Intelligent Computing (ASSIC)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["crossref"],"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/A5102934871","display_name":"S. Kaliappan","orcid":"https://orcid.org/0000-0002-2739-8077","observed_orcids":["https://orcid.org/0000-0002-2739-8077"]},"institutions":[{"id":"https://openalex.org/I110360157","display_name":"Lovely Professional University","ror":"https://ror.org/00et6q107","country_code":"IN","type":"education","lineage":["https://openalex.org/I110360157"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"S. Kaliappan","raw_affiliation_strings":["Lovely Professional University,Division of Research and Development,Phagwara,Punjab,India,144411"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lovely Professional University,Division of Research and Development,Phagwara,Punjab,India,144411","institution_ids":["https://openalex.org/I110360157"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092647371","display_name":"Ramya Maranan","orcid":"https://orcid.org/0009-0007-8772-961X","observed_orcids":["https://orcid.org/0009-0007-8772-961X"]},"institutions":[{"id":"https://openalex.org/I85461943","display_name":"Saveetha University","ror":"https://ror.org/0034me914","country_code":"IN","type":"education","lineage":["https://openalex.org/I85461943"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ramya Maranan","raw_affiliation_strings":["Saveetha School of Engineering,SIMATS,Department of Research and Innovation,Chennai,Tamil Nadu,India,602105"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Saveetha School of Engineering,SIMATS,Department of Research and Innovation,Chennai,Tamil Nadu,India,602105","institution_ids":["https://openalex.org/I85461943"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007733745","display_name":"Avinash Malladi","orcid":"https://orcid.org/0000-0002-7506-7774","observed_orcids":["https://orcid.org/0000-0002-7506-7774"]},"institutions":[{"id":"https://openalex.org/I4210138731","display_name":"ICFAI Foundation for Higher Education","ror":"https://ror.org/04p3pp808","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210138731"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Avinash Malladi","raw_affiliation_strings":["ICFAI Foundation for Higher Education (IFHE),Faculty of Science and Technology (lcfaitech), Mechatronics Engineering,Hyderabad,50 1203"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ICFAI Foundation for Higher Education (IFHE),Faculty of Science and Technology (lcfaitech), Mechatronics Engineering,Hyderabad,50 1203","institution_ids":["https://openalex.org/I4210138731"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086663968","display_name":"Nagendar Yamsani","orcid":"https://orcid.org/0009-0000-4697-6154","observed_orcids":["https://orcid.org/0009-0000-4697-6154"]},"institutions":[{"id":"https://openalex.org/I4405263155","display_name":"SR University","ror":"https://ror.org/039t32v17","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405263155"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Nagendar Yamsani","raw_affiliation_strings":["School of Computer Science & Artificial Intelligence, SR University,Warangal,Telangana,506371"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science & Artificial Intelligence, SR University,Warangal,Telangana,506371","institution_ids":["https://openalex.org/I4405263155"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.1274,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.87305143,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11773","display_name":"Healthcare Operations and Scheduling Optimization","score":0.5820000171661377,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11773","display_name":"Healthcare Operations and Scheduling Optimization","score":0.5820000171661377,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11430","display_name":"Disaster Response and Management","score":0.17739999294281006,"subfield":{"id":"https://openalex.org/subfields/3604","display_name":"Emergency Medical Services"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11502","display_name":"Facility Location and Emergency Management","score":0.08810000121593475,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/health-care-resource-allocation","display_name":"healthcare resource allocation","score":0.9900000095367432},{"id":"https://openalex.org/keywords/pandemic-response","display_name":"pandemic response","score":0.9929999709129333},{"id":"https://openalex.org/keywords/neural-network","display_name":"artificial neural networks","score":0.921999990940094},{"id":"https://openalex.org/keywords/predictive-modeling","display_name":"predictive modeling","score":0.765999972820282},{"id":"https://openalex.org/keywords/real-time-decision-support","display_name":"real-time decision support","score":0.9649999737739563},{"id":"https://openalex.org/keywords/hospital-capacity-planning","display_name":"hospital capacity planning","score":0.47600001096725464},{"id":"https://openalex.org/keywords/patient-care-optimization","display_name":"patient care optimization","score":0.7400000095367432},{"id":"https://openalex.org/keywords/resource-utilization-health-care","display_name":"resource utilization (health care)","score":0.45899999141693115}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6892381906509399},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6580755114555359},{"id":"https://openalex.org/C89623803","wikidata":"https://www.wikidata.org/wiki/Q12184","display_name":"Pandemic","level":5,"score":0.5850895643234253},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.5828189253807068},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.5638892650604248},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.5475682616233826},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5241080522537231},{"id":"https://openalex.org/C2988170871","wikidata":"https://www.wikidata.org/wiki/Q11000047","display_name":"Healthcare system","level":3,"score":0.42187392711639404},{"id":"https://openalex.org/C3008058167","wikidata":"https://www.wikidata.org/wiki/Q84263196","display_name":"Coronavirus disease 2019 (COVID-19)","level":4,"score":0.35096579790115356},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34291595220565796},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.18076246976852417},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.10982385277748108},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.08221006393432617},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C524204448","wikidata":"https://www.wikidata.org/wiki/Q788926","display_name":"Infectious disease (medical specialty)","level":3,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/assic60049.2024.10507961","doi":"https://doi.org/10.1109/assic60049.2024.10507961","is_oa":false,"landing_page_url":"https://doi.org/10.1109/assic60049.2024.10507961","pdf_url":null,"source":{"id":"https://openalex.org/S7407086684","display_name":"International Conference on Advancements in Smart, Secure and Intelligent Computing (ASSIC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Advancements in Smart, Secure and Intelligent Computing (ASSIC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.428600013256073,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W2310232840","https://openalex.org/W2337472511","https://openalex.org/W2602923095","https://openalex.org/W2913775178","https://openalex.org/W2914795900","https://openalex.org/W3035012142","https://openalex.org/W3048453447","https://openalex.org/W3190653113","https://openalex.org/W3197762606","https://openalex.org/W3211927435","https://openalex.org/W3213609766","https://openalex.org/W4200014858","https://openalex.org/W4200222945","https://openalex.org/W4206337616","https://openalex.org/W4210856867","https://openalex.org/W4226057006","https://openalex.org/W4282595196","https://openalex.org/W4285158151","https://openalex.org/W4285222554","https://openalex.org/W4293248581","https://openalex.org/W4293707336","https://openalex.org/W4298002712","https://openalex.org/W4309349911","https://openalex.org/W4309747626","https://openalex.org/W4312995137","https://openalex.org/W4362564544","https://openalex.org/W4366982208","https://openalex.org/W4375928445","https://openalex.org/W4380880503"],"related_works":["https://openalex.org/W3175384364","https://openalex.org/W3136717250","https://openalex.org/W4409988601","https://openalex.org/W7154167987","https://openalex.org/W7150829822","https://openalex.org/W4392945385","https://openalex.org/W4392945810","https://openalex.org/W7163687391","https://openalex.org/W7117657525","https://openalex.org/W4389611264"],"abstract_inverted_index":{"Pandemics":[0],"pose":[1],"significant":[2],"challenges":[3],"to":[4,27,77,90,115],"healthcare":[5,49],"systems,":[6],"particularly":[7],"in":[8,22,48,95],"resource":[9,17,46,62,101,117],"allocation":[10,18,47,63],"and":[11,30,55,70,81,100,111,119],"patient":[12,98,121],"care.":[13],"Traditional":[14,61],"methods":[15,87],"for":[16,44,92],"often":[19,65,88],"face":[20],"limitations":[21],"handling":[23],"complex":[24,82],"data,":[25],"adapting":[26],"changing":[28],"conditions,":[29],"providing":[31],"real-time":[32,93,112],"decision":[33,113],"support.":[34],"To":[35],"address":[36],"these":[37],"challenges,":[38],"we":[39],"propose":[40],"a":[41],"novel":[42],"method":[43,105],"optimizing":[45],"systems":[50],"using":[51],"machine":[52],"learning":[53],"(ML)":[54],"artificial":[56],"neural":[57],"networks":[58],"(ANN":[59],"s).":[60],"methods,":[64],"based":[66],"on":[67],"historical":[68],"data":[69],"manual":[71],"decision-making,":[72],"may":[73],"not":[74],"be":[75],"adequate":[76],"handle":[78],"the":[79],"dynamic":[80],"nature":[83],"of":[84],"pandemics.":[85,124],"These":[86],"fail":[89],"account":[91],"changes":[94],"disease":[96],"patterns,":[97],"needs,":[99],"availability.":[102],"The":[103],"proposed":[104],"integrates":[106],"predictive":[107],"modeling,":[108],"optimization":[109],"algorithms,":[110],"support":[114],"enhance":[116],"utilization":[118],"improve":[120],"outcomes":[122],"during":[123]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2024-05-01T00:00:00"}