{"id":"https://openalex.org/W4413559208","doi":"https://doi.org/10.1109/icton67126.2025.11125320","title":"ML-Based Detection and Categorization of Complex Mechanical Vibrations via State of Polarization Analysis in Optical Networks","display_name":"ML-Based Detection and Categorization of Complex Mechanical Vibrations via State of Polarization Analysis in Optical Networks","publication_year":2025,"publication_date":"2025-07-06","ids":{"openalex":"https://openalex.org/W4413559208","doi":"https://doi.org/10.1109/icton67126.2025.11125320"},"language":"en","primary_location":{"id":"doi:10.1109/icton67126.2025.11125320","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icton67126.2025.11125320","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 25th Anniversary International Conference on Transparent Optical Networks (ICTON)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5095650779","display_name":"Leyla Sadighi","orcid":"https://orcid.org/0000-0002-3017-500X"},"institutions":[{"id":"https://openalex.org/I205274468","display_name":"Trinity College Dublin","ror":"https://ror.org/02tyrky19","country_code":"IE","type":"education","lineage":["https://openalex.org/I205274468"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Leyla Sadighi","raw_affiliation_strings":["CONNECT Center,Trinity College,Department of Computer Science and Statistics,Dublin,Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CONNECT Center,Trinity College,Department of Computer Science and Statistics,Dublin,Ireland","institution_ids":["https://openalex.org/I205274468"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109774373","display_name":"Stef\u00e1n Karlsson","orcid":null},"institutions":[{"id":"https://openalex.org/I4210143758","display_name":"Fiber Optic Valley","ror":"https://ror.org/03cfat183","country_code":"SE","type":"nonprofit","lineage":["https://openalex.org/I4210143758"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Stefan Karlsson","raw_affiliation_strings":["Micropol Fiberoptics AB,Stockholm,Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Micropol Fiberoptics AB,Stockholm,Sweden","institution_ids":["https://openalex.org/I4210143758"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068107481","display_name":"Marco Ruffini","orcid":"https://orcid.org/0000-0001-6220-0065"},"institutions":[{"id":"https://openalex.org/I205274468","display_name":"Trinity College Dublin","ror":"https://ror.org/02tyrky19","country_code":"IE","type":"education","lineage":["https://openalex.org/I205274468"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Marco Ruffini","raw_affiliation_strings":["CONNECT Center,Trinity College,Department of Computer Science and Statistics,Dublin,Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CONNECT Center,Trinity College,Department of Computer Science and Statistics,Dublin,Ireland","institution_ids":["https://openalex.org/I205274468"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062212458","display_name":"Marija Furdek","orcid":"https://orcid.org/0000-0001-5600-3700"},"institutions":[{"id":"https://openalex.org/I66862912","display_name":"Chalmers University of Technology","ror":"https://ror.org/040wg7k59","country_code":"SE","type":"education","lineage":["https://openalex.org/I66862912"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Marija Furdek","raw_affiliation_strings":["Chalmers University of Technology,Department of Electrical Engineering,Gothenburg,Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chalmers University of Technology,Department of Electrical Engineering,Gothenburg,Sweden","institution_ids":["https://openalex.org/I66862912"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11324","display_name":"Spectroscopy Techniques in Biomedical and Chemical Research","score":0.9854000210762024,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T11324","display_name":"Spectroscopy Techniques in Biomedical and Chemical Research","score":0.9854000210762024,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9642000198364258,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/categorization","display_name":"Categorization","score":0.7381457090377808},{"id":"https://openalex.org/keywords/polarization","display_name":"Polarization (electrochemistry)","score":0.6498837471008301},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5488172769546509},{"id":"https://openalex.org/keywords/vibration","display_name":"Vibration","score":0.5303654670715332},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3123409152030945},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.28147754073143005},{"id":"https://openalex.org/keywords/acoustics","display_name":"Acoustics","score":0.18024992942810059},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.12057608366012573}],"concepts":[{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.7381457090377808},{"id":"https://openalex.org/C205049153","wikidata":"https://www.wikidata.org/wiki/Q2698605","display_name":"Polarization (electrochemistry)","level":2,"score":0.6498837471008301},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5488172769546509},{"id":"https://openalex.org/C198394728","wikidata":"https://www.wikidata.org/wiki/Q3695508","display_name":"Vibration","level":2,"score":0.5303654670715332},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3123409152030945},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.28147754073143005},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.18024992942810059},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.12057608366012573},{"id":"https://openalex.org/C147789679","wikidata":"https://www.wikidata.org/wiki/Q11372","display_name":"Physical chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icton67126.2025.11125320","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icton67126.2025.11125320","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 25th Anniversary International Conference on Transparent Optical Networks (ICTON)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W4280599422","https://openalex.org/W4281886899","https://openalex.org/W4393174779","https://openalex.org/W4396891830","https://openalex.org/W4402125296","https://openalex.org/W4405105111","https://openalex.org/W4405488536","https://openalex.org/W4409122743"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2165912799","https://openalex.org/W2735662278","https://openalex.org/W2382615723","https://openalex.org/W4405331580","https://openalex.org/W4311804456","https://openalex.org/W1987484445","https://openalex.org/W2623658258"],"abstract_inverted_index":{"Modern":[0],"optical":[1,74,100],"networks":[2,29],"form":[3],"the":[4,91,105,148],"critical":[5],"backbone":[6],"of":[7,18,67,85,95,108,136],"global":[8],"communications,":[9],"enabling":[10],"high-speed":[11],"data":[12],"transmission":[13],"for":[14,50,61,90],"a":[15,58,80],"wide":[16],"range":[17],"applications.":[19],"Despite":[20],"their":[21],"inherent":[22],"advantages":[23],"in":[24,73,99],"bandwidth":[25],"and":[26,40,69,93,110],"scalability,":[27],"these":[28],"are":[30],"not":[31],"immune":[32],"to":[33],"physical-layer":[34],"vulnerabilities.":[35],"Mechanical":[36],"disturbances,":[37],"both":[38],"accidental":[39],"intentional,":[41],"can":[42],"compromise":[43],"service":[44],"quality":[45],"or":[46,120],"serve":[47],"as":[48],"gateways":[49],"more":[51],"severe":[52],"cyber-physical":[53],"attacks.":[54],"Thus,":[55],"there":[56],"is":[57,140],"growing":[59],"need":[60],"intelligent,":[62],"real-time":[63],"monitoring":[64,88],"solutions":[65],"capable":[66],"detecting":[68],"interpreting":[70],"subtle":[71],"anomalies":[72],"fiber":[75,101],"infrastructures.":[76],"This":[77],"paper":[78],"presents":[79],"Machine":[81],"Learning":[82],"(ML)-based":[83],"State":[84],"Polarization":[86],"(SOP)":[87],"approach":[89],"identification":[92],"classification":[94],"complex":[96],"mechanical":[97],"vibrations":[98],"networks.":[102],"We":[103],"address":[104],"real-world":[106],"challenge":[107],"mixed-frequency":[109],"overlapping":[111],"vibration":[112],"signatures,":[113],"arising":[114],"from":[115],"benign":[116],"activities,":[117],"malicious":[118],"attacks,":[119],"simultaneous":[121],"events,":[122],"by":[123],"collecting":[124],"14":[125],"distinct":[126],"polarization":[127],"signatures":[128],"under":[129],"various":[130],"physical":[131],"scenarios.":[132],"A":[133],"diverse":[134],"set":[135],"supervised":[137],"ML":[138],"classifiers":[139],"evaluated,":[141],"with":[142],"Histogram":[143],"Gradient":[144],"Boosting":[145],"(HGB)":[146],"achieving":[147],"highest":[149],"performance":[150],"at":[151],"88.33%":[152],"accuracy.":[153]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
