{"id":"https://openalex.org/W3204726031","doi":"https://doi.org/10.1109/case49439.2021.9551673","title":"Echo State Network Learning for the Detection of Cyber Attacks in Additive Manufacturing","display_name":"Echo State Network Learning for the Detection of Cyber Attacks in Additive Manufacturing","publication_year":2021,"publication_date":"2021-08-23","ids":{"openalex":"https://openalex.org/W3204726031","doi":"https://doi.org/10.1109/case49439.2021.9551673","mag":"3204726031"},"language":"en","primary_location":{"id":"doi:10.1109/case49439.2021.9551673","is_oa":false,"landing_page_url":"https://doi.org/10.1109/case49439.2021.9551673","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 17th International Conference on Automation Science and Engineering (CASE)","raw_type":"proceedings-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/A5000655873","display_name":"Houliang Zhou","orcid":"https://orcid.org/0000-0002-5793-3042"},"institutions":[{"id":"https://openalex.org/I189196454","display_name":"The University of Texas at Arlington","ror":"https://ror.org/019kgqr73","country_code":"US","type":"education","lineage":["https://openalex.org/I189196454"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Houliang Zhou","raw_affiliation_strings":["Department of Industrial, Manufacturing, and Systems Engineering, The University of Texas at Arlington, Arlington, TX, USA"],"affiliations":[{"raw_affiliation_string":"Department of Industrial, Manufacturing, and Systems Engineering, The University of Texas at Arlington, Arlington, TX, USA","institution_ids":["https://openalex.org/I189196454"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003491617","display_name":"Chenang Liu","orcid":"https://orcid.org/0000-0002-6571-0682"},"institutions":[{"id":"https://openalex.org/I115475287","display_name":"Oklahoma State University","ror":"https://ror.org/01g9vbr38","country_code":"US","type":"education","lineage":["https://openalex.org/I115475287"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chenang Liu","raw_affiliation_strings":["School of Industrial Engineering & Management, Oklahoma State University, Stillwater, OK, USA"],"affiliations":[{"raw_affiliation_string":"School of Industrial Engineering & Management, Oklahoma State University, Stillwater, OK, USA","institution_ids":["https://openalex.org/I115475287"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026893647","display_name":"Wenmeng Tian","orcid":"https://orcid.org/0000-0002-3462-0692"},"institutions":[{"id":"https://openalex.org/I99041443","display_name":"Mississippi State University","ror":"https://ror.org/0432jq872","country_code":"US","type":"education","lineage":["https://openalex.org/I4210141039","https://openalex.org/I99041443"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Wenmeng Tian","raw_affiliation_strings":["Department of Industrial & Systems Engineering, Mississippi State University, Mississippi State, MS, USA"],"affiliations":[{"raw_affiliation_string":"Department of Industrial & Systems Engineering, Mississippi State University, Mississippi State, MS, USA","institution_ids":["https://openalex.org/I99041443"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100636632","display_name":"Chen Kan","orcid":"https://orcid.org/0000-0003-1885-0516"},"institutions":[{"id":"https://openalex.org/I189196454","display_name":"The University of Texas at Arlington","ror":"https://ror.org/019kgqr73","country_code":"US","type":"education","lineage":["https://openalex.org/I189196454"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chen Kan","raw_affiliation_strings":["Department of Industrial, Manufacturing, and Systems Engineering, The University of Texas at Arlington, Arlington, TX, USA"],"affiliations":[{"raw_affiliation_string":"Department of Industrial, Manufacturing, and Systems Engineering, The University of Texas at Arlington, Arlington, TX, USA","institution_ids":["https://openalex.org/I189196454"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5000655873"],"corresponding_institution_ids":["https://openalex.org/I189196454"],"apc_list":null,"apc_paid":null,"fwci":0.8022,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.72082804,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9959999918937683,"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"}},"topics":[{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9959999918937683,"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/T12611","display_name":"Neural Networks and Reservoir Computing","score":0.9908999800682068,"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/T12122","display_name":"Physical Unclonable Functions (PUFs) and Hardware Security","score":0.9901000261306763,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/cyber-physical-system","display_name":"Cyber-physical system","score":0.7147631645202637},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.625845730304718},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5861923098564148},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5593580007553101},{"id":"https://openalex.org/keywords/industrial-internet","display_name":"Industrial Internet","score":0.5422462224960327},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.4588731825351715},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.44240546226501465},{"id":"https://openalex.org/keywords/echo","display_name":"Echo (communications protocol)","score":0.43904048204421997},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.4373050332069397},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.4138382375240326},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.09996744990348816}],"concepts":[{"id":"https://openalex.org/C179768478","wikidata":"https://www.wikidata.org/wiki/Q1120057","display_name":"Cyber-physical system","level":2,"score":0.7147631645202637},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.625845730304718},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5861923098564148},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5593580007553101},{"id":"https://openalex.org/C202839342","wikidata":"https://www.wikidata.org/wiki/Q60740481","display_name":"Industrial Internet","level":3,"score":0.5422462224960327},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.4588731825351715},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.44240546226501465},{"id":"https://openalex.org/C2779426996","wikidata":"https://www.wikidata.org/wiki/Q18389128","display_name":"Echo (communications protocol)","level":2,"score":0.43904048204421997},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.4373050332069397},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.4138382375240326},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.09996744990348816},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/case49439.2021.9551673","is_oa":false,"landing_page_url":"https://doi.org/10.1109/case49439.2021.9551673","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 17th International Conference on Automation Science and Engineering (CASE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.49000000953674316,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1964940342","https://openalex.org/W1981827879","https://openalex.org/W1989312953","https://openalex.org/W1994449045","https://openalex.org/W2076678602","https://openalex.org/W2131684499","https://openalex.org/W2159682675","https://openalex.org/W2301541953","https://openalex.org/W2403211866","https://openalex.org/W2523539920","https://openalex.org/W2615578684","https://openalex.org/W2619263430","https://openalex.org/W2790650108","https://openalex.org/W2888026150","https://openalex.org/W2906942583","https://openalex.org/W2941045572","https://openalex.org/W2966005396","https://openalex.org/W3010383105","https://openalex.org/W3037347458","https://openalex.org/W3038427506","https://openalex.org/W3096027317","https://openalex.org/W3101720814","https://openalex.org/W3122109354","https://openalex.org/W3126994486","https://openalex.org/W3177689930","https://openalex.org/W4241915324"],"related_works":["https://openalex.org/W3076529025","https://openalex.org/W3212933010","https://openalex.org/W4312522256","https://openalex.org/W4312870409","https://openalex.org/W4390610562","https://openalex.org/W2429924361","https://openalex.org/W4380632559","https://openalex.org/W3182070348","https://openalex.org/W3028481735","https://openalex.org/W2771418556"],"abstract_inverted_index":{"Owing":[0],"to":[1,55,69,105,123,162,165],"its":[2],"layer-by-layer":[3],"nature,":[4],"additive":[5],"manufacturing":[6],"(AM)":[7],"has":[8,158],"been":[9],"leveraged":[10],"in":[11,86,102,145],"various":[12,170],"industries":[13],"for":[14,73,79,111],"the":[15,23,26,74,92,112,125,129,140],"fabrication":[16,132],"of":[17,25,29,51,76,84,114,152],"parts":[18,58],"with":[19,59,169],"complex":[20],"geometries.":[21],"In":[22],"era":[24],"Industrial":[27],"Internet":[28],"Things":[30],"(IIoT),":[31],"AM":[32,47,57,88,167],"processes":[33,168],"are":[34,121],"increasingly":[35],"casted":[36],"into":[37],"both":[38],"cyber":[39,52,77,115,153],"and":[40,64,81,172],"physical":[41],"domains.":[42],"As":[43],"such,":[44],"it":[45],"poses":[46],"under":[48],"high":[49],"risks":[50],"attacks,":[53],"leading":[54],"altered":[56],"potentially":[60],"compromised":[61],"mechanical":[62],"properties":[63],"functionalities.":[65],"It":[66],"is":[67,100,143],"imperative":[68],"develop":[70],"new":[71],"methodologies":[72],"detection":[75,113],"attacks":[78],"quality":[80],"reliability":[82],"assurance":[83],"products":[85],"cyber-physical":[87],"processes.":[89],"Based":[90],"on":[91,128],"echo":[93],"state":[94],"network,":[95],"an":[96],"online":[97],"monitoring":[98,173],"approach":[99,127,142,157],"developed":[101],"this":[103],"study":[104],"extract":[106],"features":[107],"from":[108],"side":[109],"channels":[110],"attacks.":[116,154],"Two":[117],"real-world":[118],"case":[119],"studies":[120],"conducted":[122],"evaluate":[124],"proposed":[126,141,156],"fused":[130],"filament":[131],"(FFF)":[133],"process.":[134],"Experimental":[135],"results":[136],"have":[137],"shown":[138],"that":[139],"effective":[144],"identifying":[146],"abnormities":[147],"induced":[148],"by":[149],"different":[150],"types":[151],"The":[155],"a":[159],"strong":[160],"potential":[161],"be":[163],"extended":[164],"other":[166],"sensing":[171],"devices.":[174]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
