{"id":"https://openalex.org/W7116857348","doi":"https://doi.org/10.3390/bdcc10010005","title":"Machine Learning Based Impact Sensing Using Piezoelectric Sensors: From Simulated Training Data to Zero-Shot Experimental Application","display_name":"Machine Learning Based Impact Sensing Using Piezoelectric Sensors: From Simulated Training Data to Zero-Shot Experimental Application","publication_year":2025,"publication_date":"2025-12-23","ids":{"openalex":"https://openalex.org/W7116857348","doi":"https://doi.org/10.3390/bdcc10010005"},"language":"en","primary_location":{"id":"doi:10.3390/bdcc10010005","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bdcc10010005","pdf_url":"https://www.mdpi.com/2504-2289/10/1/5/pdf?version=1766499009","source":{"id":"https://openalex.org/S4210238752","display_name":"Big Data and Cognitive Computing","issn_l":"2504-2289","issn":["2504-2289"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data and Cognitive Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2504-2289/10/1/5/pdf?version=1766499009","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087321326","display_name":"Petros Gkertzos","orcid":"https://orcid.org/0009-0005-3551-7813"},"institutions":[{"id":"https://openalex.org/I174878644","display_name":"University of Patras","ror":"https://ror.org/017wvtq80","country_code":"GR","type":"education","lineage":["https://openalex.org/I174878644"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Petros Gkertzos","raw_affiliation_strings":["Applied Mechanics & Vibrations Laboratory, Department of Mechanical Engineering and Aeronautics, University of Patras, Rio Campus, 26500 Patras, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Applied Mechanics & Vibrations Laboratory, Department of Mechanical Engineering and Aeronautics, University of Patras, Rio Campus, 26500 Patras, Greece","institution_ids":["https://openalex.org/I174878644"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017503725","display_name":"Johannes Gerritzen","orcid":"https://orcid.org/0000-0002-0169-8602"},"institutions":[{"id":"https://openalex.org/I78650965","display_name":"Technische Universit\u00e4t Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Johannes Gerritzen","raw_affiliation_strings":["Institute of Lightweight Engineering and Polymer Technology (ILK), TUD Dresden University of Technology, Holbeinstra\u00dfe 3, 01307 Dresden, Germany"],"raw_orcid":"https://orcid.org/0000-0002-0169-8602","affiliations":[{"raw_affiliation_string":"Institute of Lightweight Engineering and Polymer Technology (ILK), TUD Dresden University of Technology, Holbeinstra\u00dfe 3, 01307 Dresden, Germany","institution_ids":["https://openalex.org/I78650965"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121058384","display_name":"Constantinos Tsakonas","orcid":null},"institutions":[{"id":"https://openalex.org/I174878644","display_name":"University of Patras","ror":"https://ror.org/017wvtq80","country_code":"GR","type":"education","lineage":["https://openalex.org/I174878644"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Constantinos Tsakonas","raw_affiliation_strings":["Computer Engineering and Informatics Department, University of Patras, 26504 Patras, Greece"],"raw_orcid":"https://orcid.org/0000-0001-7016-7533","affiliations":[{"raw_affiliation_string":"Computer Engineering and Informatics Department, University of Patras, 26504 Patras, Greece","institution_ids":["https://openalex.org/I174878644"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010446765","display_name":"Stefanos H. Panagiotou","orcid":"https://orcid.org/0000-0002-7051-730X"},"institutions":[{"id":"https://openalex.org/I174878644","display_name":"University of Patras","ror":"https://ror.org/017wvtq80","country_code":"GR","type":"education","lineage":["https://openalex.org/I174878644"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Stefanos H. Panagiotou","raw_affiliation_strings":["Computer Engineering and Informatics Department, University of Patras, 26504 Patras, Greece"],"raw_orcid":"https://orcid.org/0000-0002-7051-730X","affiliations":[{"raw_affiliation_string":"Computer Engineering and Informatics Department, University of Patras, 26504 Patras, Greece","institution_ids":["https://openalex.org/I174878644"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013937389","display_name":"\u0391\u03b8\u03b1\u03bd\u03ac\u03c3\u03b9\u03bf\u03c2 \u039a\u03bf\u03c4\u03b6\u03b1\u03ba\u03cc\u03bb\u03b9\u03bf\u03c2","orcid":"https://orcid.org/0000-0002-5559-1499"},"institutions":[{"id":"https://openalex.org/I174878644","display_name":"University of Patras","ror":"https://ror.org/017wvtq80","country_code":"GR","type":"education","lineage":["https://openalex.org/I174878644"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Athanasios Kotzakolios","raw_affiliation_strings":["Applied Mechanics & Vibrations Laboratory, Department of Mechanical Engineering and Aeronautics, University of Patras, Rio Campus, 26500 Patras, Greece"],"raw_orcid":"https://orcid.org/0000-0002-5559-1499","affiliations":[{"raw_affiliation_string":"Applied Mechanics & Vibrations Laboratory, Department of Mechanical Engineering and Aeronautics, University of Patras, Rio Campus, 26500 Patras, Greece","institution_ids":["https://openalex.org/I174878644"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018411965","display_name":"Ioannis Katsidimas","orcid":"https://orcid.org/0000-0003-1986-811X"},"institutions":[{"id":"https://openalex.org/I174878644","display_name":"University of Patras","ror":"https://ror.org/017wvtq80","country_code":"GR","type":"education","lineage":["https://openalex.org/I174878644"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Ioannis Katsidimas","raw_affiliation_strings":["Applied Mechanics & Vibrations Laboratory, Department of Mechanical Engineering and Aeronautics, University of Patras, Rio Campus, 26500 Patras, Greece"],"raw_orcid":"https://orcid.org/0000-0003-1986-811X","affiliations":[{"raw_affiliation_string":"Applied Mechanics & Vibrations Laboratory, Department of Mechanical Engineering and Aeronautics, University of Patras, Rio Campus, 26500 Patras, Greece","institution_ids":["https://openalex.org/I174878644"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054627206","display_name":"Andreas Hornig","orcid":"https://orcid.org/0000-0003-2653-7546"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]},{"id":"https://openalex.org/I78650965","display_name":"Technische Universit\u00e4t Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE","GB"],"is_corresponding":false,"raw_author_name":"Andreas Hornig","raw_affiliation_strings":["Center for Scalable Data Analytics and Artificial Intelligence Dresden/Leipzig (ScaDS.AI), TUD Dresden University of Technology, Strehlener Str. 14, 01069 Dresden, Germany","Department of Engineering Science, University of Oxford Parks Road, Oxford OX1 3PJ, UK","Institute of Lightweight Engineering and Polymer Technology (ILK), TUD Dresden University of Technology, Holbeinstra\u00dfe 3, 01307 Dresden, Germany"],"raw_orcid":"https://orcid.org/0000-0003-2653-7546","affiliations":[{"raw_affiliation_string":"Center for Scalable Data Analytics and Artificial Intelligence Dresden/Leipzig (ScaDS.AI), TUD Dresden University of Technology, Strehlener Str. 14, 01069 Dresden, Germany","institution_ids":["https://openalex.org/I78650965"]},{"raw_affiliation_string":"Department of Engineering Science, University of Oxford Parks Road, Oxford OX1 3PJ, UK","institution_ids":["https://openalex.org/I40120149"]},{"raw_affiliation_string":"Institute of Lightweight Engineering and Polymer Technology (ILK), TUD Dresden University of Technology, Holbeinstra\u00dfe 3, 01307 Dresden, Germany","institution_ids":["https://openalex.org/I78650965"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081540847","display_name":"Siavash Ghiasvand","orcid":"https://orcid.org/0000-0001-6627-0159"},"institutions":[{"id":"https://openalex.org/I78650965","display_name":"Technische Universit\u00e4t Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Siavash Ghiasvand","raw_affiliation_strings":["Center for Scalable Data Analytics and Artificial Intelligence Dresden/Leipzig (ScaDS.AI), TUD Dresden University of Technology, Strehlener Str. 14, 01069 Dresden, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Scalable Data Analytics and Artificial Intelligence Dresden/Leipzig (ScaDS.AI), TUD Dresden University of Technology, Strehlener Str. 14, 01069 Dresden, Germany","institution_ids":["https://openalex.org/I78650965"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115750074","display_name":"Maik Gude","orcid":null},"institutions":[{"id":"https://openalex.org/I78650965","display_name":"Technische Universit\u00e4t Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Maik Gude","raw_affiliation_strings":["Institute of Lightweight Engineering and Polymer Technology (ILK), TUD Dresden University of Technology, Holbeinstra\u00dfe 3, 01307 Dresden, Germany"],"raw_orcid":"https://orcid.org/0000-0003-1370-064X","affiliations":[{"raw_affiliation_string":"Institute of Lightweight Engineering and Polymer Technology (ILK), TUD Dresden University of Technology, Holbeinstra\u00dfe 3, 01307 Dresden, Germany","institution_ids":["https://openalex.org/I78650965"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047968645","display_name":"V. Kostopoulos","orcid":null},"institutions":[{"id":"https://openalex.org/I174878644","display_name":"University of Patras","ror":"https://ror.org/017wvtq80","country_code":"GR","type":"education","lineage":["https://openalex.org/I174878644"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Vassilis Kostopoulos","raw_affiliation_strings":["Applied Mechanics & Vibrations Laboratory, Department of Mechanical Engineering and Aeronautics, University of Patras, Rio Campus, 26500 Patras, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Applied Mechanics & Vibrations Laboratory, Department of Mechanical Engineering and Aeronautics, University of Patras, Rio Campus, 26500 Patras, Greece","institution_ids":["https://openalex.org/I174878644"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017634682","display_name":"Sotiris Nikoletseas","orcid":"https://orcid.org/0000-0003-3765-5636"},"institutions":[{"id":"https://openalex.org/I174878644","display_name":"University of Patras","ror":"https://ror.org/017wvtq80","country_code":"GR","type":"education","lineage":["https://openalex.org/I174878644"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Sotiris Nikoletseas","raw_affiliation_strings":["Computer Engineering and Informatics Department, University of Patras, 26504 Patras, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Engineering and Informatics Department, University of Patras, 26504 Patras, Greece","institution_ids":["https://openalex.org/I174878644"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":11,"corresponding_author_ids":["https://openalex.org/A5047968645","https://openalex.org/A5087321326"],"corresponding_institution_ids":["https://openalex.org/I174878644"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.53281219,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"10","issue":"1","first_page":"5","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10662","display_name":"Ultrasonics and Acoustic Wave Propagation","score":0.351500004529953,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10662","display_name":"Ultrasonics and Acoustic Wave Propagation","score":0.351500004529953,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10534","display_name":"Structural Health Monitoring Techniques","score":0.08420000225305557,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.06960000097751617,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/experimental-data","display_name":"Experimental data","score":0.7099000215530396},{"id":"https://openalex.org/keywords/finite-element-method","display_name":"Finite element method","score":0.534600019454956},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4706999957561493},{"id":"https://openalex.org/keywords/range","display_name":"Range (aeronautics)","score":0.4564000070095062},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.39910000562667847},{"id":"https://openalex.org/keywords/transducer","display_name":"Transducer","score":0.3944999873638153},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.3828999996185303},{"id":"https://openalex.org/keywords/piezoelectric-sensor","display_name":"Piezoelectric sensor","score":0.37869998812675476}],"concepts":[{"id":"https://openalex.org/C55037315","wikidata":"https://www.wikidata.org/wiki/Q5421151","display_name":"Experimental data","level":2,"score":0.7099000215530396},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5569999814033508},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5386000275611877},{"id":"https://openalex.org/C135628077","wikidata":"https://www.wikidata.org/wiki/Q220184","display_name":"Finite element method","level":2,"score":0.534600019454956},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47269999980926514},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4706999957561493},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.4564000070095062},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.39910000562667847},{"id":"https://openalex.org/C56318395","wikidata":"https://www.wikidata.org/wiki/Q215928","display_name":"Transducer","level":2,"score":0.3944999873638153},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.3828999996185303},{"id":"https://openalex.org/C173677008","wikidata":"https://www.wikidata.org/wiki/Q2094637","display_name":"Piezoelectric sensor","level":3,"score":0.37869998812675476},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.35359999537467957},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.336899995803833},{"id":"https://openalex.org/C34559072","wikidata":"https://www.wikidata.org/wiki/Q2334061","display_name":"Design of experiments","level":2,"score":0.33149999380111694},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.32760000228881836},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.3197000026702881},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3012999892234802},{"id":"https://openalex.org/C100082104","wikidata":"https://www.wikidata.org/wiki/Q183759","display_name":"Piezoelectricity","level":2,"score":0.30090001225471497},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.29899999499320984},{"id":"https://openalex.org/C2776247918","wikidata":"https://www.wikidata.org/wiki/Q1423713","display_name":"Structural health monitoring","level":2,"score":0.29600000381469727},{"id":"https://openalex.org/C32230216","wikidata":"https://www.wikidata.org/wiki/Q7882499","display_name":"Uncertainty quantification","level":2,"score":0.29499998688697815},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.2825999855995178},{"id":"https://openalex.org/C163985040","wikidata":"https://www.wikidata.org/wiki/Q1172399","display_name":"Data acquisition","level":2,"score":0.2718999981880188},{"id":"https://openalex.org/C119247159","wikidata":"https://www.wikidata.org/wiki/Q1366192","display_name":"System identification","level":3,"score":0.26579999923706055},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.26159998774528503},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.25119999051094055}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/bdcc10010005","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bdcc10010005","pdf_url":"https://www.mdpi.com/2504-2289/10/1/5/pdf?version=1766499009","source":{"id":"https://openalex.org/S4210238752","display_name":"Big Data and Cognitive Computing","issn_l":"2504-2289","issn":["2504-2289"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data and Cognitive Computing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:5269ce8f29ea4e52a2fb6d72496d34a9","is_oa":true,"landing_page_url":"https://doaj.org/article/5269ce8f29ea4e52a2fb6d72496d34a9","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":"Big Data and Cognitive Computing, Vol 10, Iss 1, p 5 (2025)","raw_type":"article"},{"id":"pmh:oai:ora.ox.ac.uk:uuid:1aa32e4f-619c-4f9a-a403-3cca4722391f","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306402636","display_name":"Oxford University Research Archive (ORA) (University of Oxford)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I40120149","host_organization_name":"University of Oxford","host_organization_lineage":["https://openalex.org/I40120149"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Jisc Publications Router","raw_type":"http://purl.org/coar/resource_type/c_dcae04bc"}],"best_oa_location":{"id":"doi:10.3390/bdcc10010005","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bdcc10010005","pdf_url":"https://www.mdpi.com/2504-2289/10/1/5/pdf?version=1766499009","source":{"id":"https://openalex.org/S4210238752","display_name":"Big Data and Cognitive Computing","issn_l":"2504-2289","issn":["2504-2289"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data and Cognitive Computing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320310968","display_name":"University of Patras","ror":"https://ror.org/017wvtq80"},{"id":"https://openalex.org/F4320320875","display_name":"Deutscher Akademischer Austauschdienst","ror":"https://ror.org/039djdh30"},{"id":"https://openalex.org/F4320321613","display_name":"Technische Universit\u00e4t Dresden","ror":"https://ror.org/042aqky30"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7116857348.pdf"},"referenced_works_count":58,"referenced_works":["https://openalex.org/W1523263609","https://openalex.org/W1987563236","https://openalex.org/W2017329135","https://openalex.org/W2019942313","https://openalex.org/W2032354890","https://openalex.org/W2038783292","https://openalex.org/W2054874115","https://openalex.org/W2067529211","https://openalex.org/W2073322641","https://openalex.org/W2074466695","https://openalex.org/W2087309216","https://openalex.org/W2110930696","https://openalex.org/W2112606365","https://openalex.org/W2144828929","https://openalex.org/W2251042793","https://openalex.org/W2339015382","https://openalex.org/W2572493078","https://openalex.org/W2667463073","https://openalex.org/W2744287267","https://openalex.org/W2768119542","https://openalex.org/W2793995122","https://openalex.org/W2806520049","https://openalex.org/W2899691165","https://openalex.org/W2907410443","https://openalex.org/W2911081702","https://openalex.org/W2911964244","https://openalex.org/W2916688576","https://openalex.org/W2934769972","https://openalex.org/W3011988147","https://openalex.org/W3016887452","https://openalex.org/W3024912007","https://openalex.org/W3030997740","https://openalex.org/W3034438916","https://openalex.org/W3039960269","https://openalex.org/W3084150797","https://openalex.org/W3118519215","https://openalex.org/W3118836180","https://openalex.org/W3126445371","https://openalex.org/W3158228518","https://openalex.org/W4205399960","https://openalex.org/W4211049957","https://openalex.org/W4214806640","https://openalex.org/W4231844771","https://openalex.org/W4242505072","https://openalex.org/W4282841375","https://openalex.org/W4284880440","https://openalex.org/W4296968748","https://openalex.org/W4315700747","https://openalex.org/W4317927986","https://openalex.org/W4323975524","https://openalex.org/W4390900789","https://openalex.org/W4393001894","https://openalex.org/W4393474333","https://openalex.org/W4401163095","https://openalex.org/W4403190723","https://openalex.org/W4404310650","https://openalex.org/W4408734440","https://openalex.org/W4409999302"],"related_works":[],"abstract_inverted_index":{"Modern":[0],"impact":[1,13,59,94,135,145,178],"monitoring":[2,179],"systems":[3],"combine":[4],"multiple":[5,134],"inputs":[6],"with":[7,148,154],"machine":[8],"learning":[9],"(ML)":[10],"models":[11,36,143],"for":[12,27,58,102,162,173],"detection,":[14],"localization,":[15],"and":[16,30,45,65,115,121,165,177],"event":[17],"assessment.":[18],"Their":[19],"accuracy":[20],"relies":[21],"on":[22,62,85],"large,":[23],"event-representative":[24],"datasets,":[25],"used":[26,158],"algorithmic":[28],"development":[29],"ML":[31,142],"model":[32,73],"training.":[33],"High-fidelity":[34],"numerical":[35,56],"can":[37],"provide":[38],"augmented":[39],"datasets":[40],"by":[41],"overcoming":[42],"the":[43,92,110,119,125,141],"cost":[44],"time":[46],"limitations":[47],"of":[48,75,107,112,124],"experimental":[49,66,77,93,149,160,191],"methods.":[50],"This":[51,167],"research":[52],"presents":[53],"an":[54],"end-to-end":[55],"methodology":[57,172],"detection":[60],"based":[61],"simulation":[63],"(training)":[64],"(testing)":[67],"data.":[68],"Initially,":[69],"a":[70,86,96,130,170,189],"finite":[71],"element":[72],"(FEM)":[74],"our":[76],"setup":[78,126],"utilizing":[79],"piezoelectric":[80,122],"transducer":[81],"(PZT)":[82],"sensors":[83],"mounted":[84],"thermoplastic":[87],"plate":[88],"is":[89,137],"created.":[90],"From":[91],"signals,":[95],"few":[97,190],"consistent":[98,153],"cases":[99],"are":[100,127],"identified":[101],"feature":[103],"extraction.":[104],"A":[105],"design":[106],"experiments":[108],"explores":[109],"range":[111],"each":[113],"parameter,":[114],"through":[116,180],"surrogate":[117],"optimization,":[118],"material":[120],"properties":[123],"determined.":[128],"Subsequently,":[129],"virtual":[131],"dataset,":[132],"involving":[133],"cases,":[136],"created":[138],"to":[139],"train":[140],"performing":[144],"detection.":[146],"Testing":[147],"data":[150,161],"shows":[151],"results":[152],"literature":[155],"studies":[156],"that":[157],"only":[159],"both":[163],"training":[164],"testing.":[166],"work":[168],"provides":[169],"systematic":[171],"representative":[174],"dataset":[175],"generation":[176],"ML,":[181],"while":[182],"addressing":[183],"accurate":[184],"FEM":[185],"parameter":[186],"identification":[187],"from":[188],"tries.":[192]},"counts_by_year":[],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-12-23T00:00:00"}
