{"id":"https://openalex.org/W4401247256","doi":"https://doi.org/10.1109/tsc.2024.3437742","title":"DGERCL: A Dynamic Graph Embedding Approach for Root Cause Localization in Microservice Systems","display_name":"DGERCL: A Dynamic Graph Embedding Approach for Root Cause Localization in Microservice Systems","publication_year":2024,"publication_date":"2024-08-02","ids":{"openalex":"https://openalex.org/W4401247256","doi":"https://doi.org/10.1109/tsc.2024.3437742"},"language":"en","primary_location":{"id":"doi:10.1109/tsc.2024.3437742","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsc.2024.3437742","pdf_url":null,"source":{"id":"https://openalex.org/S204223317","display_name":"IEEE Transactions on Services Computing","issn_l":"1939-1374","issn":["1939-1374","2372-0204"],"is_oa":false,"is_in_doaj":false,"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 Transactions on Services Computing","raw_type":"journal-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/A5103519385","display_name":"H.D. Cheng","orcid":"https://orcid.org/0000-0001-7415-6030"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Han Cheng","raw_affiliation_strings":["School of Software, Shandong University, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0001-7415-6030","affiliations":[{"raw_affiliation_string":"School of Software, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100340627","display_name":"Qian Li","orcid":"https://orcid.org/0000-0002-8308-9551"},"institutions":[{"id":"https://openalex.org/I205640436","display_name":"Curtin University","ror":"https://ror.org/02n415q13","country_code":"AU","type":"education","lineage":["https://openalex.org/I205640436"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Qian Li","raw_affiliation_strings":["School of Electrical Engineering, Computing and Mathematical Sciences, Curtin University, Bentley, WA, Australia"],"raw_orcid":"https://orcid.org/0000-0002-8308-9551","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering, Computing and Mathematical Sciences, Curtin University, Bentley, WA, Australia","institution_ids":["https://openalex.org/I205640436"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102019328","display_name":"Bingchen Liu","orcid":"https://orcid.org/0000-0001-5041-8593"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bingchen Liu","raw_affiliation_strings":["School of Software, Shandong University, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0001-5041-8593","affiliations":[{"raw_affiliation_string":"School of Software, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002025125","display_name":"Shijun Liu","orcid":"https://orcid.org/0000-0002-4108-1391"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shijun Liu","raw_affiliation_strings":["School of Software, Shandong University, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0002-4108-1391","affiliations":[{"raw_affiliation_string":"School of Software, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037159442","display_name":"Li Pan","orcid":"https://orcid.org/0000-0001-6157-3740"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Pan","raw_affiliation_strings":["School of Software, Shandong University, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0001-6157-3740","affiliations":[{"raw_affiliation_string":"School of Software, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.7045,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.85171213,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"17","issue":"6","first_page":"3417","last_page":"3428"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":1.0,"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":1.0,"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9959999918937683,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.9951000213623047,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8118667602539062},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.5818284749984741},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4982771873474121},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.4681397080421448},{"id":"https://openalex.org/keywords/graph-embedding","display_name":"Graph embedding","score":0.4175175428390503},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3493461012840271},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2647045850753784}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8118667602539062},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.5818284749984741},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4982771873474121},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.4681397080421448},{"id":"https://openalex.org/C75564084","wikidata":"https://www.wikidata.org/wiki/Q5597085","display_name":"Graph embedding","level":3,"score":0.4175175428390503},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3493461012840271},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2647045850753784}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tsc.2024.3437742","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsc.2024.3437742","pdf_url":null,"source":{"id":"https://openalex.org/S204223317","display_name":"IEEE Transactions on Services Computing","issn_l":"1939-1374","issn":["1939-1374","2372-0204"],"is_oa":false,"is_in_doaj":false,"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 Transactions on Services Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8148213634","display_name":null,"funder_award_id":"tscx202312128","funder_id":"https://openalex.org/F4320329359","funder_display_name":"Taishan Industry Leading Talents"}],"funders":[{"id":"https://openalex.org/F4320329359","display_name":"Taishan Industry Leading Talents","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W2064675550","https://openalex.org/W2288664677","https://openalex.org/W2513041336","https://openalex.org/W2767106145","https://openalex.org/W2769838334","https://openalex.org/W2821372324","https://openalex.org/W2900100055","https://openalex.org/W2912343860","https://openalex.org/W2930500175","https://openalex.org/W2946651629","https://openalex.org/W2966971704","https://openalex.org/W2971202597","https://openalex.org/W2982292749","https://openalex.org/W2999561215","https://openalex.org/W3012644936","https://openalex.org/W3026076535","https://openalex.org/W3045255111","https://openalex.org/W3089133567","https://openalex.org/W3097285881","https://openalex.org/W3100178186","https://openalex.org/W3161254931","https://openalex.org/W3168887400","https://openalex.org/W3170548061","https://openalex.org/W3187682244","https://openalex.org/W3198081460","https://openalex.org/W3214753197","https://openalex.org/W4205921392","https://openalex.org/W4226214891","https://openalex.org/W4226463977","https://openalex.org/W4312917808","https://openalex.org/W4318830451","https://openalex.org/W4379116150","https://openalex.org/W4379620218","https://openalex.org/W4379930959","https://openalex.org/W4385245566","https://openalex.org/W4385302107","https://openalex.org/W4388099759","https://openalex.org/W4390187831","https://openalex.org/W6776137863"],"related_works":["https://openalex.org/W3206528106","https://openalex.org/W3036264823","https://openalex.org/W2912814903","https://openalex.org/W2123605750","https://openalex.org/W2088740331","https://openalex.org/W3038102983","https://openalex.org/W2950907416","https://openalex.org/W1559483280","https://openalex.org/W2082479932","https://openalex.org/W2932872266"],"abstract_inverted_index":{"Root":[0],"cause":[1,11],"localization":[2],"in":[3,90],"microservice":[4,91,182],"systems":[5,42],"refers":[6],"to":[7,31,44,66,86,104,130,142,150,170,173],"finding":[8],"the":[9,33,45,50,152,191],"root":[10,34,68,88,174],"that":[12,81],"causes":[13,89],"system":[14,17],"anomalies":[15],"using":[16],"information.":[18,160],"Many":[19],"methods":[20],"construct":[21,94],"a":[22,78,95,121,137,147,162],"graph":[23,52,84,97],"structure":[24,144],"and":[25,101,107,118,146],"perform":[26],"random":[27],"walk":[28],"on":[29,180],"it":[30],"localize":[32,87],"cause.":[35,69,175],"This":[36],"is":[37,53],"not":[38],"suitable":[39],"for":[40,156],"larger":[41],"due":[43],"high":[46],"computational":[47],"overhead.":[48],"Besides,":[49],"constructed":[51],"usually":[54],"static":[55],"which":[56,189],"mismatches":[57],"with":[58],"evolving":[59],"metrics.":[60,108],"Different":[61],"metrics":[62,155,159],"also":[63,135],"contribute":[64],"differently":[65],"determining":[67],"To":[70],"address":[71],"these":[72],"challenges,":[73],"we":[74],"have":[75],"developed":[76],"DGERCL,":[77],"novel":[79],"method":[80,141],"employs":[82],"dynamic":[83,96],"embedding":[85,117,166],"systems.":[92],"We":[93,134,176],"where":[98],"nodes,":[99],"edges,":[100],"features":[102,119],"correspond":[103],"microservices,":[105],"invocations,":[106],"DGERCL":[109],"first":[110],"gets":[111],"invocation":[112,128],"information":[113,129,139,145],"by":[114,168],"aggregating":[115],"node":[116,132,165],"via":[120],"trainable":[122],"structure.":[123],"An":[124],"LSTM":[125,169],"then":[126],"processes":[127],"update":[131],"embedding.":[133],"propose":[136],"neighbor":[138],"aggregation":[140],"enrich":[143],"self-attention-inspired":[148],"mechanism":[149],"leverage":[151],"importance":[153],"of":[154,193],"better":[157],"mining":[158],"Finally,":[161],"classifier":[163],"maps":[164],"learned":[167],"possibilities":[171],"belonging":[172],"conduct":[177],"comprehensive":[178],"experiments":[179],"two":[181],"benchmarks.":[183],"Our":[184],"model":[185],"achieves":[186],"good":[187],"results":[188],"demonstrates":[190],"effectiveness":[192],"DGERCL.":[194]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}