{"id":"https://openalex.org/W4387042160","doi":"https://doi.org/10.1109/access.2023.3319438","title":"Failure Detection Using Semantic Analysis and Attention-Based Classifier Model for IT Infrastructure Log Data","display_name":"Failure Detection Using Semantic Analysis and Attention-Based Classifier Model for IT Infrastructure Log Data","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4387042160","doi":"https://doi.org/10.1109/access.2023.3319438"},"language":"en","primary_location":{"id":"doi:10.1109/access.2023.3319438","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3319438","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10264077.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/ielx7/6287639/6514899/10264077.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5026611593","display_name":"Deepali Arun Bhanage","orcid":"https://orcid.org/0000-0001-6022-4565"},"institutions":[{"id":"https://openalex.org/I244572783","display_name":"Symbiosis International University","ror":"https://ror.org/005r2ww51","country_code":"IN","type":"education","lineage":["https://openalex.org/I244572783"]},{"id":"https://openalex.org/I878213199","display_name":"Savitribai Phule Pune University","ror":"https://ror.org/044g6d731","country_code":"IN","type":"education","lineage":["https://openalex.org/I878213199"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Deepali Arun Bhanage","raw_affiliation_strings":["Symbiosis Institute of Technology, Symbiosis International (Deemed University), Pune, India","PCET's, Pimpri Chinchwad College of Engineering, Pune, India"],"raw_orcid":"https://orcid.org/0000-0001-6022-4565","affiliations":[{"raw_affiliation_string":"Symbiosis Institute of Technology, Symbiosis International (Deemed University), Pune, India","institution_ids":["https://openalex.org/I244572783"]},{"raw_affiliation_string":"PCET's, Pimpri Chinchwad College of Engineering, Pune, India","institution_ids":["https://openalex.org/I878213199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021960826","display_name":"Ambika Pawar","orcid":"https://orcid.org/0000-0003-0842-5751"},"institutions":[{"id":"https://openalex.org/I244572783","display_name":"Symbiosis International University","ror":"https://ror.org/005r2ww51","country_code":"IN","type":"education","lineage":["https://openalex.org/I244572783"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ambika Vishal Pawar","raw_affiliation_strings":["Symbiosis Institute of Technology, Symbiosis International (Deemed University), Pune, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Symbiosis Institute of Technology, Symbiosis International (Deemed University), Pune, India","institution_ids":["https://openalex.org/I244572783"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077770842","display_name":"Ketan Kotecha","orcid":"https://orcid.org/0000-0003-2653-3780"},"institutions":[{"id":"https://openalex.org/I244572783","display_name":"Symbiosis International University","ror":"https://ror.org/005r2ww51","country_code":"IN","type":"education","lineage":["https://openalex.org/I244572783"]},{"id":"https://openalex.org/I4210116741","display_name":"Innopolis University","ror":"https://ror.org/02b7jh107","country_code":"RU","type":"education","lineage":["https://openalex.org/I4210116741"]}],"countries":["IN","RU"],"is_corresponding":false,"raw_author_name":"Ketan Kotecha","raw_affiliation_strings":["Symbiosis Centre for Applied Artificial Intelligence, Symbiosis International University, Pune, India","Center for Artificial Intelligence, Innopolis University, Innopolis, Russia"],"raw_orcid":"https://orcid.org/0000-0003-2653-3780","affiliations":[{"raw_affiliation_string":"Symbiosis Centre for Applied Artificial Intelligence, Symbiosis International University, Pune, India","institution_ids":["https://openalex.org/I244572783"]},{"raw_affiliation_string":"Center for Artificial Intelligence, Innopolis University, Innopolis, Russia","institution_ids":["https://openalex.org/I4210116741"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087542455","display_name":"Ajith Abraham","orcid":"https://orcid.org/0000-0002-0169-6738"},"institutions":[{"id":"https://openalex.org/I3129773123","display_name":"Bennett University","ror":"https://ror.org/00an5hx75","country_code":"IN","type":"education","lineage":["https://openalex.org/I3129773123"]},{"id":"https://openalex.org/I4210116741","display_name":"Innopolis University","ror":"https://ror.org/02b7jh107","country_code":"RU","type":"education","lineage":["https://openalex.org/I4210116741"]}],"countries":["IN","RU"],"is_corresponding":false,"raw_author_name":"Ajith Abraham","raw_affiliation_strings":["School of Computer Science, Engineering and Technology, Bennett University, Greater Noida, Uttar Pradesh, India","Center for Artificial Intelligence, Innopolis University, Innopolis, Russia"],"raw_orcid":"https://orcid.org/0000-0002-0169-6738","affiliations":[{"raw_affiliation_string":"School of Computer Science, Engineering and Technology, Bennett University, Greater Noida, Uttar Pradesh, India","institution_ids":["https://openalex.org/I3129773123"]},{"raw_affiliation_string":"Center for Artificial Intelligence, Innopolis University, Innopolis, Russia","institution_ids":["https://openalex.org/I4210116741"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"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":0.5298,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.65810392,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":96},"biblio":{"volume":"11","issue":null,"first_page":"108178","last_page":"108197"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T12127","display_name":"Software System Performance and Reliability","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9732000231742859,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.944599986076355,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8116096258163452},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5456687211990356},{"id":"https://openalex.org/keywords/android","display_name":"Android (operating system)","score":0.4753917455673218},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.4372478127479553},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.41467776894569397},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.32717856764793396},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.30309006571769714},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.24875956773757935}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8116096258163452},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5456687211990356},{"id":"https://openalex.org/C557433098","wikidata":"https://www.wikidata.org/wiki/Q94","display_name":"Android (operating system)","level":2,"score":0.4753917455673218},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.4372478127479553},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.41467776894569397},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.32717856764793396},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.30309006571769714},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.24875956773757935}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2023.3319438","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3319438","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10264077.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:304112324e3b4f45beb6f1f540579e03","is_oa":true,"landing_page_url":"https://doaj.org/article/304112324e3b4f45beb6f1f540579e03","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 11, Pp 108178-108197 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2023.3319438","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3319438","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10264077.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":[{"id":"https://metadata.un.org/sdg/9","score":0.6299999952316284,"display_name":"Industry, innovation and infrastructure"}],"awards":[{"id":"https://openalex.org/G154524172","display_name":null,"funder_award_id":"70-2021-00143","funder_id":"https://openalex.org/F4320319755","funder_display_name":"Analytical Center for the Government of the Russian Federation"},{"id":"https://openalex.org/G3977144709","display_name":null,"funder_award_id":"IGK 000000D730 321P5Q0002","funder_id":"https://openalex.org/F4320319755","funder_display_name":"Analytical Center for the Government of the Russian Federation"}],"funders":[{"id":"https://openalex.org/F4320319755","display_name":"Analytical Center for the Government of the Russian Federation","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4387042160.pdf","grobid_xml":"https://content.openalex.org/works/W4387042160.grobid-xml"},"referenced_works_count":54,"referenced_works":["https://openalex.org/W1540258466","https://openalex.org/W2004147962","https://openalex.org/W2039157918","https://openalex.org/W2106956101","https://openalex.org/W2107263349","https://openalex.org/W2142804492","https://openalex.org/W2143220335","https://openalex.org/W2170890990","https://openalex.org/W2208211896","https://openalex.org/W2345006530","https://openalex.org/W2583874385","https://openalex.org/W2754665629","https://openalex.org/W2767094836","https://openalex.org/W2774144567","https://openalex.org/W2792207129","https://openalex.org/W2794433597","https://openalex.org/W2795948303","https://openalex.org/W2808139348","https://openalex.org/W2888115557","https://openalex.org/W2911630205","https://openalex.org/W2911727988","https://openalex.org/W2911964244","https://openalex.org/W2947815220","https://openalex.org/W2964805342","https://openalex.org/W2965838158","https://openalex.org/W2981930254","https://openalex.org/W3018898752","https://openalex.org/W3023211159","https://openalex.org/W3035050709","https://openalex.org/W3040857534","https://openalex.org/W3090066802","https://openalex.org/W3095840026","https://openalex.org/W3099780882","https://openalex.org/W3100214273","https://openalex.org/W3109128504","https://openalex.org/W3114018728","https://openalex.org/W3127712067","https://openalex.org/W3141167915","https://openalex.org/W3153505674","https://openalex.org/W3164039816","https://openalex.org/W3192521386","https://openalex.org/W3198845989","https://openalex.org/W3199174176","https://openalex.org/W3211990428","https://openalex.org/W3212260481","https://openalex.org/W3217283631","https://openalex.org/W4292968359","https://openalex.org/W4304185386","https://openalex.org/W4309623083","https://openalex.org/W4327796610","https://openalex.org/W6632550495","https://openalex.org/W6659932665","https://openalex.org/W6680785567","https://openalex.org/W6751893232"],"related_works":["https://openalex.org/W2165251242","https://openalex.org/W2105642232","https://openalex.org/W2418291489","https://openalex.org/W3207332793","https://openalex.org/W1991580985","https://openalex.org/W3197833032","https://openalex.org/W4386081464","https://openalex.org/W2499612753","https://openalex.org/W3113278055","https://openalex.org/W1565885216"],"abstract_inverted_index":{"The":[0,23,105,129,163],"improvement":[1],"in":[2,19,63,75,126],"the":[3,9,37,43,89,92,102,145,150,160,167,176],"reliability,":[4],"availability,":[5],"and":[6,40,68,157,172],"maintenance":[7],"of":[8,42,91],"IT":[10,21,178],"infrastructure":[11],"components":[12],"is":[13,98,132],"paramount":[14],"to":[15,32,35,87,100,112,123],"ensure":[16],"uninterrupted":[17],"services":[18],"large-scale":[20],"Infrastructures.":[22],"massive":[24],"system":[25,169],"logs":[26],"generated":[27,106],"by":[28],"infrastructures":[29],"have":[30,73],"proved":[31],"be":[33],"advantageous":[34],"pursue":[36],"run-time":[38],"circumstances":[39],"behavior":[41],"system.":[44],"An":[45],"existing":[46],"literature":[47],"has":[48],"log-based":[49],"failure":[50],"detection":[51,65],"techniques":[52],"carrying":[53],"semantic":[54,79],"analysis":[55,81],"but":[56],"on":[57,134],"limited":[58],"log":[59,70,80,85,93],"features,":[60],"reflecting":[61],"ineffectiveness":[62],"anomaly":[64],"for":[66],"unstable":[67],"unseen":[69],"records.":[71],"We":[72],"proposed":[74,130,168],"this":[76],"paper":[77],"a":[78,140,155],"model":[82,97,131],"with":[83],"three":[84],"features":[86],"apprehend":[88],"gist":[90],"message.":[94],"BERT":[95],"pre-trained":[96],"employed":[99],"adapt":[101],"feature":[103],"embedding.":[104],"numerical":[107],"vectors":[108],"are":[109],"further":[110],"furnished":[111],"train":[113],"an":[114],"attention-based":[115],"OLSTM":[116],"(Optimized":[117],"Long":[118],"Short-Term":[119],"Memory":[120],"Networks)":[121],"classifier":[122],"detect":[124],"failures":[125],"diverse":[127],"infrastructures.":[128,179],"evaluated":[133],"five":[135],"different":[136],"infrastructures:":[137],"Apache":[138],"from":[139,144,149,154,159],"server":[141],"application,":[142],"OpenStack":[143],"Distributed":[146],"Systems,":[147],"Windows":[148],"Operating":[151],"System,":[152],"BGL":[153],"Supercomputer,":[156],"Android":[158],"Mobile":[161],"System.":[162],"findings":[164],"illustrate":[165],"that":[166],"delivers":[170],"improved":[171],"stable":[173],"results,":[174],"considering":[175],"varied":[177]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2}],"updated_date":"2026-08-01T09:00:35.917206","created_date":"2025-10-10T00:00:00"}
