{"id":"https://openalex.org/W4281734026","doi":"https://doi.org/10.23919/ondm54585.2022.9782859","title":"If Not Here, There. Explaining Machine Learning Models for Fault Localization in Optical Networks","display_name":"If Not Here, There. Explaining Machine Learning Models for Fault Localization in Optical Networks","publication_year":2022,"publication_date":"2022-05-16","ids":{"openalex":"https://openalex.org/W4281734026","doi":"https://doi.org/10.23919/ondm54585.2022.9782859"},"language":"en","primary_location":{"id":"doi:10.23919/ondm54585.2022.9782859","is_oa":false,"landing_page_url":"https://doi.org/10.23919/ondm54585.2022.9782859","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 International Conference on Optical Network Design and Modeling (ONDM)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hdl.handle.net/11311/1227668","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5052012585","display_name":"Oleg Karandin","orcid":"https://orcid.org/0000-0001-7787-5698"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Oleg Karandin","raw_affiliation_strings":["Politecnico di Milano,Department of Electronics, Information and Bioengineering,Milan,Italy","Department of Electronics, Information and Bioengineering, Politecnico di Milano, Milan, Italy"],"affiliations":[{"raw_affiliation_string":"Politecnico di Milano,Department of Electronics, Information and Bioengineering,Milan,Italy","institution_ids":["https://openalex.org/I93860229"]},{"raw_affiliation_string":"Department of Electronics, Information and Bioengineering, Politecnico di Milano, Milan, Italy","institution_ids":["https://openalex.org/I93860229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026384166","display_name":"Omran Ayoub","orcid":"https://orcid.org/0000-0002-3884-3594"},"institutions":[{"id":"https://openalex.org/I15196421","display_name":"University of Applied Sciences and Arts of Southern Switzerland","ror":"https://ror.org/05ep8g269","country_code":"CH","type":"education","lineage":["https://openalex.org/I15196421"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Omran Ayoub","raw_affiliation_strings":["University of Applied Sciences of Southern Switzerland,Switzerland","University of Applied Sciences of Southern Switzerland, Switzerland"],"affiliations":[{"raw_affiliation_string":"University of Applied Sciences of Southern Switzerland,Switzerland","institution_ids":["https://openalex.org/I15196421"]},{"raw_affiliation_string":"University of Applied Sciences of Southern Switzerland, Switzerland","institution_ids":["https://openalex.org/I15196421"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042021806","display_name":"Francesco Musumeci","orcid":"https://orcid.org/0000-0002-3617-5916"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesco Musumeci","raw_affiliation_strings":["Politecnico di Milano,Department of Electronics, Information and Bioengineering,Milan,Italy","Department of Electronics, Information and Bioengineering, Politecnico di Milano, Milan, Italy"],"affiliations":[{"raw_affiliation_string":"Politecnico di Milano,Department of Electronics, Information and Bioengineering,Milan,Italy","institution_ids":["https://openalex.org/I93860229"]},{"raw_affiliation_string":"Department of Electronics, Information and Bioengineering, Politecnico di Milano, Milan, Italy","institution_ids":["https://openalex.org/I93860229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068508238","display_name":"Yusuke Hirota","orcid":"https://orcid.org/0000-0002-4661-9584"},"institutions":[{"id":"https://openalex.org/I90023481","display_name":"National Institute of Information and Communications Technology","ror":"https://ror.org/016bgq349","country_code":"JP","type":"facility","lineage":["https://openalex.org/I90023481"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Yusuke Hirota","raw_affiliation_strings":["National Institute of Information and Communications Technology,Tokyo,Japan","National Institute of Information and Communications Technology, Tokyo, Japan"],"affiliations":[{"raw_affiliation_string":"National Institute of Information and Communications Technology,Tokyo,Japan","institution_ids":["https://openalex.org/I90023481"]},{"raw_affiliation_string":"National Institute of Information and Communications Technology, Tokyo, Japan","institution_ids":["https://openalex.org/I90023481"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028664106","display_name":"Yoshinari Awaji","orcid":null},"institutions":[{"id":"https://openalex.org/I90023481","display_name":"National Institute of Information and Communications Technology","ror":"https://ror.org/016bgq349","country_code":"JP","type":"facility","lineage":["https://openalex.org/I90023481"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Yoshinari Awaji","raw_affiliation_strings":["National Institute of Information and Communications Technology,Tokyo,Japan","National Institute of Information and Communications Technology, Tokyo, Japan"],"affiliations":[{"raw_affiliation_string":"National Institute of Information and Communications Technology,Tokyo,Japan","institution_ids":["https://openalex.org/I90023481"]},{"raw_affiliation_string":"National Institute of Information and Communications Technology, Tokyo, Japan","institution_ids":["https://openalex.org/I90023481"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038468421","display_name":"Massimo Tornatore","orcid":"https://orcid.org/0000-0003-0740-1061"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Massimo Tornatore","raw_affiliation_strings":["Politecnico di Milano,Department of Electronics, Information and Bioengineering,Milan,Italy","Department of Electronics, Information and Bioengineering, Politecnico di Milano, Milan, Italy"],"affiliations":[{"raw_affiliation_string":"Politecnico di Milano,Department of Electronics, Information and Bioengineering,Milan,Italy","institution_ids":["https://openalex.org/I93860229"]},{"raw_affiliation_string":"Department of Electronics, Information and Bioengineering, Politecnico di Milano, Milan, Italy","institution_ids":["https://openalex.org/I93860229"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5052012585"],"corresponding_institution_ids":["https://openalex.org/I93860229"],"apc_list":null,"apc_paid":null,"fwci":3.0491,"has_fulltext":false,"cited_by_count":23,"citation_normalized_percentile":{"value":0.92379812,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"3"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9980000257492065,"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"}},"topics":[{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9980000257492065,"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"}},{"id":"https://openalex.org/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9890999794006348,"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"}},{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9487000107765198,"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":0.6659878492355347},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5259623527526855},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.5001583099365234},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4349466562271118},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.08981645107269287}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6659878492355347},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5259623527526855},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.5001583099365234},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4349466562271118},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.08981645107269287},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.23919/ondm54585.2022.9782859","is_oa":false,"landing_page_url":"https://doi.org/10.23919/ondm54585.2022.9782859","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 International Conference on Optical Network Design and Modeling (ONDM)","raw_type":"proceedings-article"},{"id":"pmh:oai:re.public.polimi.it:11311/1227668","is_oa":true,"landing_page_url":"https://hdl.handle.net/11311/1227668","pdf_url":null,"source":{"id":"https://openalex.org/S4306400312","display_name":"Virtual Community of Pathological Anatomy (University of Castilla La Mancha)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79189158","host_organization_name":"University of Castilla-La Mancha","host_organization_lineage":["https://openalex.org/I79189158"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:re.public.polimi.it:11311/1227668","is_oa":true,"landing_page_url":"https://hdl.handle.net/11311/1227668","pdf_url":null,"source":{"id":"https://openalex.org/S4306400312","display_name":"Virtual Community of Pathological Anatomy (University of Castilla La Mancha)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79189158","host_organization_name":"University of Castilla-La Mancha","host_organization_lineage":["https://openalex.org/I79189158"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.8100000023841858,"id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W2915447283","https://openalex.org/W2949186411","https://openalex.org/W2962862931","https://openalex.org/W3129931828","https://openalex.org/W3212741418","https://openalex.org/W6737947904"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Machine":[0],"Learning":[1],"(ML)":[2],"is":[3],"being":[4],"widely":[5],"investigated":[6],"to":[7,25,50,140],"automate":[8],"safety-critical":[9],"tasks":[10],"in":[11,15,38,99,117],"optical-network":[12],"management.":[13,40],"However,":[14],"some":[16],"cases,":[17],"decisions":[18],"taken":[19],"by":[20],"ML":[21,36,59,90,146],"models":[22],"are":[23],"hard":[24],"interpret,":[26],"motivate":[27],"and":[28,30,84],"trust,":[29],"this":[31,72],"lack":[32],"of":[33,44,57,66,78,88],"explainability":[34],"complicates":[35],"adoption":[37],"network":[39,138],"The":[41],"rising":[42],"field":[43],"Explainable":[45],"Artificial":[46],"Intelligence":[47],"(XAI)":[48],"tries":[49],"uncover":[51],"the":[52,55,86,89,103,114,118,128],"reasoning":[53,87],"behind":[54],"decision-making":[56],"complex":[58],"models,":[60],"offering":[61],"end-users":[62],"a":[63,110],"stronger":[64],"sense":[65],"trust":[67],"towards":[68],"ML-automated":[69],"decisions.":[70],"In":[71,102],"paper":[73],"we":[74,106,120,132],"showcase":[75],"an":[76],"application":[77],"XAI,":[79,131],"focusing":[80],"on":[81,93],"fault":[82],"localization,":[83],"analyze":[85],"model,":[91],"trained":[92],"real":[94],"Optical":[95],"Signal-to-Noise":[96],"Ratio":[97],"measurements,":[98],"two":[100],"scenarios.":[101],"first":[104],"scenario":[105],"use":[107,122],"measurements":[108,123],"from":[109,124],"single":[111],"monitor":[112],"at":[113],"receiver,":[115],"while":[116],"second":[119],"also":[121],"multiple":[125],"monitors":[126,136],"along":[127],"path.":[129],"With":[130],"show":[133],"that":[134],"additional":[135],"allow":[137],"operators":[139],"better":[141],"understand":[142],"model\u2019s":[143],"behavior,":[144],"making":[145],"model":[147],"more":[148,152],"trustable":[149],"and,":[150],"hence,":[151],"practically":[153],"adoptable.":[154]},"counts_by_year":[{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2022-06-13T00:00:00"}
