{"id":"https://openalex.org/W4387869864","doi":"https://doi.org/10.1109/iccworkshops57953.2023.10283749","title":"TraceNet: Operation Aware Root Cause Localization of Microservice System Anomalies","display_name":"TraceNet: Operation Aware Root Cause Localization of Microservice System Anomalies","publication_year":2023,"publication_date":"2023-05-28","ids":{"openalex":"https://openalex.org/W4387869864","doi":"https://doi.org/10.1109/iccworkshops57953.2023.10283749"},"language":"en","primary_location":{"id":"doi:10.1109/iccworkshops57953.2023.10283749","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccworkshops57953.2023.10283749","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Communications Workshops (ICC Workshops)","raw_type":"proceedings-article"},"type":"article","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/A5100633814","display_name":"Jingjing Yang","orcid":"https://orcid.org/0000-0003-1145-0237"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jingjing Yang","raw_affiliation_strings":["School of Electronic and Information Engineering, Beijing Jiaotong University,Beijing,China","School of Electronic and Information Engineering, Beijing Jiaotong University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, Beijing Jiaotong University,Beijing,China","institution_ids":["https://openalex.org/I21193070"]},{"raw_affiliation_string":"School of Electronic and Information Engineering, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087774660","display_name":"Yuchun Guo","orcid":"https://orcid.org/0000-0002-6017-5625"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuchun Guo","raw_affiliation_strings":["School of Electronic and Information Engineering, Beijing Jiaotong University,Beijing,China","School of Electronic and Information Engineering, Beijing Jiaotong University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, Beijing Jiaotong University,Beijing,China","institution_ids":["https://openalex.org/I21193070"]},{"raw_affiliation_string":"School of Electronic and Information Engineering, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027848881","display_name":"Yishuai Chen","orcid":"https://orcid.org/0000-0002-0105-783X"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yishuai Chen","raw_affiliation_strings":["School of Electronic and Information Engineering, Beijing Jiaotong University,Beijing,China","School of Electronic and Information Engineering, Beijing Jiaotong University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, Beijing Jiaotong University,Beijing,China","institution_ids":["https://openalex.org/I21193070"]},{"raw_affiliation_string":"School of Electronic and Information Engineering, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101901493","display_name":"Yongxiang Zhao","orcid":"https://orcid.org/0000-0002-4522-6367"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongxiang Zhao","raw_affiliation_strings":["School of Electronic and Information Engineering, Beijing Jiaotong University,Beijing,China","School of Electronic and Information Engineering, Beijing Jiaotong University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, Beijing Jiaotong University,Beijing,China","institution_ids":["https://openalex.org/I21193070"]},{"raw_affiliation_string":"School of Electronic and Information Engineering, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100633814"],"corresponding_institution_ids":["https://openalex.org/I21193070"],"apc_list":null,"apc_paid":null,"fwci":0.4018,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.62329863,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"758","last_page":"763"},"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":0.996999979019165,"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":0.9962999820709229,"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/microservices","display_name":"Microservices","score":0.824643075466156},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7866160869598389},{"id":"https://openalex.org/keywords/abnormality","display_name":"Abnormality","score":0.7495278716087341},{"id":"https://openalex.org/keywords/root-cause-analysis","display_name":"Root cause analysis","score":0.698539137840271},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.6957746744155884},{"id":"https://openalex.org/keywords/dependency","display_name":"Dependency (UML)","score":0.6751196384429932},{"id":"https://openalex.org/keywords/root-cause","display_name":"Root cause","score":0.667587161064148},{"id":"https://openalex.org/keywords/root","display_name":"Root (linguistics)","score":0.6381192207336426},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.5966548919677734},{"id":"https://openalex.org/keywords/dependency-graph","display_name":"Dependency graph","score":0.5014352798461914},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49262791872024536},{"id":"https://openalex.org/keywords/anomaly","display_name":"Anomaly (physics)","score":0.45630472898483276},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4208029508590698},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4126697778701782},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.34617191553115845},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.17547306418418884},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08972907066345215}],"concepts":[{"id":"https://openalex.org/C2778505942","wikidata":"https://www.wikidata.org/wiki/Q18344624","display_name":"Microservices","level":3,"score":0.824643075466156},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7866160869598389},{"id":"https://openalex.org/C50965678","wikidata":"https://www.wikidata.org/wiki/Q2724302","display_name":"Abnormality","level":2,"score":0.7495278716087341},{"id":"https://openalex.org/C130963320","wikidata":"https://www.wikidata.org/wiki/Q1401207","display_name":"Root cause analysis","level":2,"score":0.698539137840271},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.6957746744155884},{"id":"https://openalex.org/C19768560","wikidata":"https://www.wikidata.org/wiki/Q320727","display_name":"Dependency (UML)","level":2,"score":0.6751196384429932},{"id":"https://openalex.org/C84945661","wikidata":"https://www.wikidata.org/wiki/Q7366567","display_name":"Root cause","level":2,"score":0.667587161064148},{"id":"https://openalex.org/C171078966","wikidata":"https://www.wikidata.org/wiki/Q111029","display_name":"Root (linguistics)","level":2,"score":0.6381192207336426},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5966548919677734},{"id":"https://openalex.org/C16311509","wikidata":"https://www.wikidata.org/wiki/Q4148050","display_name":"Dependency graph","level":3,"score":0.5014352798461914},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49262791872024536},{"id":"https://openalex.org/C12997251","wikidata":"https://www.wikidata.org/wiki/Q567560","display_name":"Anomaly (physics)","level":2,"score":0.45630472898483276},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4208029508590698},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4126697778701782},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.34617191553115845},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.17547306418418884},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08972907066345215},{"id":"https://openalex.org/C26873012","wikidata":"https://www.wikidata.org/wiki/Q214781","display_name":"Condensed matter physics","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C77595967","wikidata":"https://www.wikidata.org/wiki/Q3151013","display_name":"Forensic engineering","level":1,"score":0.0},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccworkshops57953.2023.10283749","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccworkshops57953.2023.10283749","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Communications Workshops (ICC Workshops)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8968308775","display_name":null,"funder_award_id":"61872031","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W2028604378","https://openalex.org/W2122646361","https://openalex.org/W2555470345","https://openalex.org/W2614311976","https://openalex.org/W2900100055","https://openalex.org/W2911964244","https://openalex.org/W2914775513","https://openalex.org/W2955169411","https://openalex.org/W2966971704","https://openalex.org/W2970266365","https://openalex.org/W2999561215","https://openalex.org/W3006026125","https://openalex.org/W3096738151","https://openalex.org/W3100178186","https://openalex.org/W3153872861","https://openalex.org/W3155331679","https://openalex.org/W3155428108","https://openalex.org/W3198081460","https://openalex.org/W6794427351","https://openalex.org/W7016021835"],"related_works":["https://openalex.org/W2754538212","https://openalex.org/W2030594396","https://openalex.org/W4200610016","https://openalex.org/W3045668461","https://openalex.org/W2490884653","https://openalex.org/W4255366506","https://openalex.org/W2183996497","https://openalex.org/W2056250485","https://openalex.org/W129587375","https://openalex.org/W3161254931"],"abstract_inverted_index":{"Microservice":[0],"architecture":[1],"has":[2],"been":[3],"widely-adopted":[4],"to":[5,43,60],"enable":[6],"scalable,":[7],"flexible,":[8],"and":[9,15,93,95,116],"resilient":[10],"applications.":[11],"However,":[12],"numerous":[13],"components":[14],"complex":[16,80],"dependencies":[17],"pose":[18],"daunting":[19],"challenges":[20],"for":[21],"anomaly":[22,65,114],"root":[23,45,108,136],"cause":[24],"localization.":[25],"Existing":[26],"localization":[27],"methods":[28],"rely":[29],"on":[30,48,111,126],"supervision":[31],"or":[32],"coarse-grained":[33],"analysis.":[34],"In":[35],"this":[36],"paper,":[37],"we":[38],"propose":[39],"TraceNet,":[40],"an":[41,102,127],"algorithm":[42],"locate":[44,135],"causes,":[46,137],"based":[47,110],"a":[49],"fine-grained":[50],"construction":[51],"of":[52,99],"microservice":[53,70,81],"dependency":[54,71,82],"at":[55,83],"the":[56,62,69,79,84,97,112],"operation":[57,85],"level.":[58],"Firstly,":[59],"mitigate":[61],"interference":[63],"from":[64],"propagation,":[66],"TraceNet":[67,88,106,132],"builds":[68],"graph":[72],"by":[73,101],"distinguishing":[74],"different":[75,118],"operations,":[76],"which":[77],"depicts":[78],"dimension.":[86],"Then,":[87],"classifies":[89],"abnormality":[90,98],"into":[91],"inner-abnormality":[92],"outer-abnormality,":[94],"quantifies":[96],"microservices":[100],"edge-operation-microservice":[103],"aggregation,":[104],"Finally,":[105],"locates":[107],"causes":[109],"largest":[113],"subgraph":[115],"candidates'":[117],"impacts,":[119],"without":[120],"human":[121],"interference.":[122],"Our":[123],"experimental":[124],"evaluation":[125],"open":[128],"dataset":[129],"shows":[130],"that":[131],"can":[133],"effectively":[134],"with":[138],"90%":[139],"mean":[140],"average":[141],"precision,":[142],"outperforming":[143],"state-of-the-art":[144],"methods.":[145]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
