{"id":"https://openalex.org/W4310153641","doi":"https://doi.org/10.3390/s22239245","title":"Spiking Neural Networks for Structural Health Monitoring","display_name":"Spiking Neural Networks for Structural Health Monitoring","publication_year":2022,"publication_date":"2022-11-28","ids":{"openalex":"https://openalex.org/W4310153641","doi":"https://doi.org/10.3390/s22239245","pmid":"https://pubmed.ncbi.nlm.nih.gov/36501946"},"language":"en","primary_location":{"id":"doi:10.3390/s22239245","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22239245","pdf_url":"https://www.mdpi.com/1424-8220/22/23/9245/pdf?version=1669971765","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/22/23/9245/pdf?version=1669971765","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5059001817","display_name":"George Vathakkattil Joseph","orcid":"https://orcid.org/0000-0002-6757-0660"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"George Vathakkattil Joseph","raw_affiliation_strings":["UCD Centre for Mechanics, Dynamical Systems and Risk Laboratory, School of Mechanical and Materials Engineering, University College Dublin, 4 Dublin, Ireland"],"raw_orcid":"https://orcid.org/0000-0002-6757-0660","affiliations":[{"raw_affiliation_string":"UCD Centre for Mechanics, Dynamical Systems and Risk Laboratory, School of Mechanical and Materials Engineering, University College Dublin, 4 Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034110857","display_name":"Vikram Pakrashi","orcid":"https://orcid.org/0000-0002-8318-3521"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":true,"raw_author_name":"Vikram Pakrashi","raw_affiliation_strings":["UCD Centre for Mechanics, Dynamical Systems and Risk Laboratory, School of Mechanical and Materials Engineering, University College Dublin, 4 Dublin, Ireland"],"raw_orcid":"https://orcid.org/0000-0002-8318-3521","affiliations":[{"raw_affiliation_string":"UCD Centre for Mechanics, Dynamical Systems and Risk Laboratory, School of Mechanical and Materials Engineering, University College Dublin, 4 Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5034110857"],"corresponding_institution_ids":["https://openalex.org/I100930933"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":1.5016,"has_fulltext":true,"cited_by_count":13,"citation_normalized_percentile":{"value":0.80420077,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"22","issue":"23","first_page":"9245","last_page":"9245"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10534","display_name":"Structural Health Monitoring Techniques","score":0.9983999729156494,"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"}},"topics":[{"id":"https://openalex.org/T10534","display_name":"Structural Health Monitoring Techniques","score":0.9983999729156494,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T11160","display_name":"Acoustic Wave Resonator Technologies","score":0.9919000267982483,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/neuromorphic-engineering","display_name":"Neuromorphic engineering","score":0.9280703067779541},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7146838307380676},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6577911376953125},{"id":"https://openalex.org/keywords/spiking-neural-network","display_name":"Spiking neural network","score":0.650475263595581},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.60552978515625},{"id":"https://openalex.org/keywords/structural-health-monitoring","display_name":"Structural health monitoring","score":0.47849076986312866},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.4744190573692322},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3255683183670044},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.16077476739883423}],"concepts":[{"id":"https://openalex.org/C151927369","wikidata":"https://www.wikidata.org/wiki/Q1981312","display_name":"Neuromorphic engineering","level":3,"score":0.9280703067779541},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7146838307380676},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6577911376953125},{"id":"https://openalex.org/C11731999","wikidata":"https://www.wikidata.org/wiki/Q9067355","display_name":"Spiking neural network","level":3,"score":0.650475263595581},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.60552978515625},{"id":"https://openalex.org/C2776247918","wikidata":"https://www.wikidata.org/wiki/Q1423713","display_name":"Structural health monitoring","level":2,"score":0.47849076986312866},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.4744190573692322},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3255683183670044},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.16077476739883423},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003201","descriptor_name":"Computers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003201","descriptor_name":"Computers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003201","descriptor_name":"Computers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":5,"locations":[{"id":"doi:10.3390/s22239245","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22239245","pdf_url":"https://www.mdpi.com/1424-8220/22/23/9245/pdf?version=1669971765","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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":"Sensors","raw_type":"journal-article"},{"id":"pmid:36501946","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36501946","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:doaj.org/article:72949d1959d64d82ac7494890d724eb5","is_oa":true,"landing_page_url":"https://doaj.org/article/72949d1959d64d82ac7494890d724eb5","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":"Sensors, Vol 22, Iss 23, p 9245 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/22/23/9245/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s22239245","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors; Volume 22; Issue 23; Pages: 9245","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:9740015","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9740015","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s22239245","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22239245","pdf_url":"https://www.mdpi.com/1424-8220/22/23/9245/pdf?version=1669971765","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.6800000071525574}],"awards":[{"id":"https://openalex.org/G7013031087","display_name":"Next Generation Energy System (NexSys)","funder_award_id":"21/SPP/3756","funder_id":"https://openalex.org/F4320320847","funder_display_name":"Science Foundation Ireland"},{"id":"https://openalex.org/G7691766052","display_name":null,"funder_award_id":"NexSys 21/SPP/3756","funder_id":"https://openalex.org/F4320320847","funder_display_name":"Science Foundation Ireland"}],"funders":[{"id":"https://openalex.org/F4320307894","display_name":"Accenture","ror":"https://ror.org/013g16z83"},{"id":"https://openalex.org/F4320315232","display_name":"Society for Education, Music and Psychology Research","ror":null},{"id":"https://openalex.org/F4320320834","display_name":"Enterprise Ireland","ror":"https://ror.org/023z51242"},{"id":"https://openalex.org/F4320320847","display_name":"Science Foundation Ireland","ror":"https://ror.org/0271asj38"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4310153641.pdf","grobid_xml":"https://content.openalex.org/works/W4310153641.grobid-xml"},"referenced_works_count":64,"referenced_works":["https://openalex.org/W1894307300","https://openalex.org/W1968884227","https://openalex.org/W1995453281","https://openalex.org/W2015671430","https://openalex.org/W2019055402","https://openalex.org/W2020676607","https://openalex.org/W2023647137","https://openalex.org/W2025164940","https://openalex.org/W2027456229","https://openalex.org/W2028465481","https://openalex.org/W2049304293","https://openalex.org/W2050248078","https://openalex.org/W2052384514","https://openalex.org/W2054944014","https://openalex.org/W2065125569","https://openalex.org/W2072799528","https://openalex.org/W2084466783","https://openalex.org/W2114377386","https://openalex.org/W2126636849","https://openalex.org/W2159875731","https://openalex.org/W2285375582","https://openalex.org/W2307400721","https://openalex.org/W2314470091","https://openalex.org/W2512481274","https://openalex.org/W2551709823","https://openalex.org/W2554166257","https://openalex.org/W2587696068","https://openalex.org/W2587799916","https://openalex.org/W2606156409","https://openalex.org/W2744357319","https://openalex.org/W2752142864","https://openalex.org/W2759860492","https://openalex.org/W2760394820","https://openalex.org/W2783525259","https://openalex.org/W2789805928","https://openalex.org/W2898022850","https://openalex.org/W2902708963","https://openalex.org/W2906048113","https://openalex.org/W2924653841","https://openalex.org/W2946971698","https://openalex.org/W2954108053","https://openalex.org/W2969335882","https://openalex.org/W2969587214","https://openalex.org/W2972234767","https://openalex.org/W2974328520","https://openalex.org/W2991644301","https://openalex.org/W3003876377","https://openalex.org/W3015305007","https://openalex.org/W3019584399","https://openalex.org/W3030732225","https://openalex.org/W3046594479","https://openalex.org/W3084020652","https://openalex.org/W3183883603","https://openalex.org/W3207391195","https://openalex.org/W3208837559","https://openalex.org/W4200609603","https://openalex.org/W4220741568","https://openalex.org/W4235292672","https://openalex.org/W4254435174","https://openalex.org/W4281553014","https://openalex.org/W4295027379","https://openalex.org/W6655106286","https://openalex.org/W6729661240","https://openalex.org/W6733497034"],"related_works":["https://openalex.org/W3089892344","https://openalex.org/W2960220682","https://openalex.org/W4372267706","https://openalex.org/W4313442939","https://openalex.org/W4386227293","https://openalex.org/W2885510266","https://openalex.org/W4288055417","https://openalex.org/W4287758233","https://openalex.org/W3136467750","https://openalex.org/W4392309369"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"the":[3,13,26,65,71,82,95,98,103,115,125],"first":[4],"implementation":[5],"of":[6,15,28,53,56,85,97,122,127,130,134,151],"a":[7,131,148,159],"spiking":[8,40],"neural":[9,41,66],"network":[10,72],"(SNN)":[11],"for":[12,77],"extraction":[14],"cepstral":[16,49,67],"coefficients":[17,50,68],"in":[18,31,58,124],"structural":[19],"health":[20],"monitoring":[21],"(SHM)":[22],"applications":[23,153],"and":[24,92,113,119],"demonstrates":[25],"possibilities":[27],"neuromorphic":[29,107,160],"computing":[30,157],"this":[32,35],"field.":[33],"In":[34],"regard,":[36],"we":[37,101],"show":[38],"that":[39,64],"networks":[42],"can":[43,73],"be":[44,74],"effectively":[45],"used":[46,76],"to":[47,89,146],"extract":[48],"as":[51],"features":[52],"vibration":[54],"signals":[55],"structures":[57],"their":[59],"operational":[60],"conditions.":[61],"We":[62],"demonstrate":[63],"extracted":[69],"by":[70,138],"successfully":[75],"anomaly":[78],"detection.":[79],"To":[80],"address":[81],"power":[83],"efficiency":[84],"sensor":[86],"nodes,":[87],"related":[88],"both":[90],"processing":[91],"transmission,":[93],"affecting":[94],"applicability":[96],"proposed":[99],"approach,":[100],"implement":[102],"algorithm":[104],"on":[105],"specialised":[106],"hardware":[108],"(Intel":[109],"\u00ae":[110],"Loihi":[111],"architecture)":[112],"benchmark":[114],"results":[116],"using":[117],"numerical":[118],"experimental":[120],"data":[121],"degradation":[123],"form":[126],"stiffness":[128],"change":[129],"single":[132],"degree":[133],"freedom":[135],"system":[136],"excited":[137],"Gaussian":[139],"white":[140],"noise.":[141],"The":[142],"work":[143],"is":[144],"expected":[145],"open":[147],"new":[149],"direction":[150],"SHM":[152],"towards":[154],"non-Von":[155],"Neumann":[156],"through":[158],"approach.":[161]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":2}],"updated_date":"2026-06-22T08:00:12.763002","created_date":"2025-10-10T00:00:00"}