{"id":"https://openalex.org/W2768432814","doi":"https://doi.org/10.1155/2017/9150965","title":"Towards Large-Scale, Heterogeneous Anomaly Detection Systems in Industrial Networks: A Survey of Current Trends","display_name":"Towards Large-Scale, Heterogeneous Anomaly Detection Systems in Industrial Networks: A Survey of Current Trends","publication_year":2017,"publication_date":"2017-11-22","ids":{"openalex":"https://openalex.org/W2768432814","doi":"https://doi.org/10.1155/2017/9150965","mag":"2768432814"},"language":"en","primary_location":{"id":"doi:10.1155/2017/9150965","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2017/9150965","pdf_url":"http://downloads.hindawi.com/journals/scn/2017/9150965.pdf","source":{"id":"https://openalex.org/S120683614","display_name":"Security and Communication Networks","issn_l":"1939-0114","issn":["1939-0114","1939-0122"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Security and Communication Networks","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"http://downloads.hindawi.com/journals/scn/2017/9150965.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5050357792","display_name":"Mikel Iturbe","orcid":"https://orcid.org/0000-0001-9641-5646"},"institutions":[{"id":"https://openalex.org/I162361429","display_name":"Mondragon Unibertsitatea","ror":"https://ror.org/00wvqgd19","country_code":"ES","type":"education","lineage":["https://openalex.org/I162361429"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Mikel Iturbe","raw_affiliation_strings":["Department of Electronics and Computing, Mondragon Unibertsitatea, Goiru 2, 20500 Arrasate-Mondrag\u00f3n, Spain"],"raw_orcid":"https://orcid.org/0000-0001-9641-5646","affiliations":[{"raw_affiliation_string":"Department of Electronics and Computing, Mondragon Unibertsitatea, Goiru 2, 20500 Arrasate-Mondrag\u00f3n, Spain","institution_ids":["https://openalex.org/I162361429"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060154154","display_name":"I\u00f1aki Garitano","orcid":"https://orcid.org/0000-0002-0387-9167"},"institutions":[{"id":"https://openalex.org/I162361429","display_name":"Mondragon Unibertsitatea","ror":"https://ror.org/00wvqgd19","country_code":"ES","type":"education","lineage":["https://openalex.org/I162361429"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"I\u00f1aki Garitano","raw_affiliation_strings":["Department of Electronics and Computing, Mondragon Unibertsitatea, Goiru 2, 20500 Arrasate-Mondrag\u00f3n, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronics and Computing, Mondragon Unibertsitatea, Goiru 2, 20500 Arrasate-Mondrag\u00f3n, Spain","institution_ids":["https://openalex.org/I162361429"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011342556","display_name":"Urko Zurutuza","orcid":"https://orcid.org/0000-0003-3720-6048"},"institutions":[{"id":"https://openalex.org/I162361429","display_name":"Mondragon Unibertsitatea","ror":"https://ror.org/00wvqgd19","country_code":"ES","type":"education","lineage":["https://openalex.org/I162361429"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Urko Zurutuza","raw_affiliation_strings":["Department of Electronics and Computing, Mondragon Unibertsitatea, Goiru 2, 20500 Arrasate-Mondrag\u00f3n, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronics and Computing, Mondragon Unibertsitatea, Goiru 2, 20500 Arrasate-Mondrag\u00f3n, Spain","institution_ids":["https://openalex.org/I162361429"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088930307","display_name":"Roberto Uribeetxeberria","orcid":"https://orcid.org/0000-0003-2883-2485"},"institutions":[{"id":"https://openalex.org/I162361429","display_name":"Mondragon Unibertsitatea","ror":"https://ror.org/00wvqgd19","country_code":"ES","type":"education","lineage":["https://openalex.org/I162361429"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Roberto Uribeetxeberria","raw_affiliation_strings":["Department of Electronics and Computing, Mondragon Unibertsitatea, Goiru 2, 20500 Arrasate-Mondrag\u00f3n, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronics and Computing, Mondragon Unibertsitatea, Goiru 2, 20500 Arrasate-Mondrag\u00f3n, Spain","institution_ids":["https://openalex.org/I162361429"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5050357792"],"corresponding_institution_ids":["https://openalex.org/I162361429"],"apc_list":{"value":2550,"currency":"USD","value_usd":2550},"apc_paid":{"value":2550,"currency":"USD","value_usd":2550},"fwci":1.9553,"has_fulltext":true,"cited_by_count":21,"citation_normalized_percentile":{"value":0.88699639,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"2017","issue":null,"first_page":"1","last_page":"17"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10400","display_name":"Network Security and Intrusion Detection","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10917","display_name":"Smart Grid Security and Resilience","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T12127","display_name":"Software System Performance and Reliability","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.7839343547821045},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.7756404876708984},{"id":"https://openalex.org/keywords/pace","display_name":"Pace","score":0.7219247817993164},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.6880464553833008},{"id":"https://openalex.org/keywords/spark","display_name":"SPARK (programming language)","score":0.6391036510467529},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.608849823474884},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5977534651756287},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.44368892908096313},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.4318544268608093},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.42448189854621887},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.2450677454471588}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7839343547821045},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.7756404876708984},{"id":"https://openalex.org/C2777526511","wikidata":"https://www.wikidata.org/wiki/Q691543","display_name":"Pace","level":2,"score":0.7219247817993164},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.6880464553833008},{"id":"https://openalex.org/C2781215313","wikidata":"https://www.wikidata.org/wiki/Q3493345","display_name":"SPARK (programming language)","level":2,"score":0.6391036510467529},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.608849823474884},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5977534651756287},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.44368892908096313},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.4318544268608093},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.42448189854621887},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2450677454471588},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","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/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1155/2017/9150965","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2017/9150965","pdf_url":"http://downloads.hindawi.com/journals/scn/2017/9150965.pdf","source":{"id":"https://openalex.org/S120683614","display_name":"Security and Communication Networks","issn_l":"1939-0114","issn":["1939-0114","1939-0122"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Security and Communication Networks","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:451175309f9e4c33834fa9e162463616","is_oa":false,"landing_page_url":"https://doaj.org/article/451175309f9e4c33834fa9e162463616","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Security and Communication Networks, Vol 2017 (2017)","raw_type":"article"},{"id":"pmh:oai:ebiltegia.mondragon.edu:20.500.11984/1111","is_oa":true,"landing_page_url":"https://hdl.handle.net/20.500.11984/1111","pdf_url":null,"source":{"id":"https://openalex.org/S4377196532","display_name":"eRepository Mondragon University (Mondragon University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I162361429","host_organization_name":"Mondragon Unibertsitatea","host_organization_lineage":["https://openalex.org/I162361429"],"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":"Security and Communication Networks Vol. 2017. Article ID 9150965. November, 2017","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1155/2017/9150965","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2017/9150965","pdf_url":"http://downloads.hindawi.com/journals/scn/2017/9150965.pdf","source":{"id":"https://openalex.org/S120683614","display_name":"Security and Communication Networks","issn_l":"1939-0114","issn":["1939-0114","1939-0122"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Security and Communication Networks","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.6600000262260437}],"awards":[{"id":"https://openalex.org/G434337789","display_name":null,"funder_award_id":"HORIZON2020","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G6031542275","display_name":"Platform for rapid deployment of self-configuring and optimized predictive maintenance services","funder_award_id":"766994","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320321705","display_name":"Eusko Jaurlaritza","ror":"https://ror.org/00pz2fp31"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2768432814.pdf","grobid_xml":"https://content.openalex.org/works/W2768432814.grobid-xml"},"referenced_works_count":58,"referenced_works":["https://openalex.org/W88390532","https://openalex.org/W195047088","https://openalex.org/W1501307199","https://openalex.org/W1505882567","https://openalex.org/W1912779191","https://openalex.org/W1968622070","https://openalex.org/W1970412479","https://openalex.org/W1975415766","https://openalex.org/W1985987493","https://openalex.org/W1987650093","https://openalex.org/W1994212840","https://openalex.org/W1996960305","https://openalex.org/W1999935041","https://openalex.org/W2002541641","https://openalex.org/W2012446724","https://openalex.org/W2013240509","https://openalex.org/W2036995257","https://openalex.org/W2039157918","https://openalex.org/W2039427951","https://openalex.org/W2044439547","https://openalex.org/W2058614910","https://openalex.org/W2069089647","https://openalex.org/W2084694377","https://openalex.org/W2091639747","https://openalex.org/W2095378509","https://openalex.org/W2108142795","https://openalex.org/W2110086534","https://openalex.org/W2110817709","https://openalex.org/W2118898434","https://openalex.org/W2120713742","https://openalex.org/W2124808847","https://openalex.org/W2126299219","https://openalex.org/W2128165614","https://openalex.org/W2133990480","https://openalex.org/W2159128662","https://openalex.org/W2161630727","https://openalex.org/W2162783010","https://openalex.org/W2165969310","https://openalex.org/W2166870846","https://openalex.org/W2173213060","https://openalex.org/W2177490882","https://openalex.org/W2189465200","https://openalex.org/W2238042769","https://openalex.org/W2250090585","https://openalex.org/W2287394288","https://openalex.org/W2293275308","https://openalex.org/W2316894836","https://openalex.org/W2320571302","https://openalex.org/W2342408547","https://openalex.org/W2396392040","https://openalex.org/W2465437519","https://openalex.org/W2469013828","https://openalex.org/W2507920413","https://openalex.org/W2583978878","https://openalex.org/W2588941434","https://openalex.org/W2736470268","https://openalex.org/W2918000614","https://openalex.org/W3118517595"],"related_works":["https://openalex.org/W2386723501","https://openalex.org/W2387879414","https://openalex.org/W2390304029","https://openalex.org/W2354923724","https://openalex.org/W2146830340","https://openalex.org/W2766461310","https://openalex.org/W4247566972","https://openalex.org/W3202731209","https://openalex.org/W3211874991","https://openalex.org/W3191926225"],"abstract_inverted_index":{"Industrial":[0],"Networks":[1],"(INs)":[2],"are":[3],"widespread":[4],"environments":[5],"where":[6],"heterogeneous":[7],"devices":[8],"collaborate":[9],"to":[10,22,106,121,130,165,178,204],"control":[11],"and":[12,61,167],"monitor":[13],"physical":[14],"processes.":[15],"Some":[16],"of":[17,39,67,88,109,124,157,189,195],"the":[18,52,65,81,86,99,107,114,122,155,169,193],"controlled":[19],"processes":[20],"belong":[21],"Critical":[23],"Infrastructures":[24],"(CIs),":[25],"and,":[26],"as":[27,93,138],"such,":[28],"IN":[29,42,75,139],"protection":[30],"is":[31,127],"an":[32],"active":[33],"research":[34],"field.":[35],"Among":[36],"different":[37],"types":[38],"security":[40,134],"solutions,":[41],"Anomaly":[43],"Detection":[44],"Systems":[45],"(ADSs)":[46],"have":[47,57,77],"received":[48],"wide":[49],"attention":[50],"from":[51],"scientific":[53],"community.":[54],"While":[55],"INs":[56,166,200],"grown":[58],"in":[59,62,136,192],"size":[60],"complexity,":[63],"requiring":[64],"development":[66,87],"novel,":[68],"Big":[69,89,103,158,196],"Data":[70,90,104,159,197],"solutions":[71],"for":[72,101,199],"data":[73],"processing,":[74],"ADSs":[76,140,160,198],"not":[78,128],"evolved":[79],"at":[80],"same":[82],"pace.":[83],"In":[84,144],"parallel,":[85],"frameworks":[91],"such":[92],"Hadoop":[94],"or":[95],"Spark":[96],"has":[97],"led":[98],"way":[100],"applying":[102],"Analytics":[105],"field":[108,194],"cyber-security,":[110],"mainly":[111],"focusing":[112],"on":[113],"Information":[115],"Technology":[116],"(IT)":[117],"domain.":[118],"However,":[119],"due":[120],"particularities":[123],"INs,":[125,137],"it":[126],"feasible":[129],"directly":[131],"apply":[132],"IT":[133],"mechanisms":[135],"face":[141],"unique":[142],"characteristics.":[143],"this":[145],"work":[146],"we":[147,153,173,185],"introduce":[148],"three":[149],"main":[150],"contributions.":[151],"First,":[152],"survey":[154],"area":[156],"that":[161,201],"could":[162],"be":[163],"applicable":[164],"compare":[168],"surveyed":[170],"works.":[171],"Second,":[172],"develop":[174],"a":[175,187],"novel":[176],"taxonomy":[177],"classify":[179],"existing":[180],"IN-based":[181],"ADSs.":[182],"And,":[183],"finally,":[184],"present":[186],"discussion":[188],"open":[190],"problems":[191],"can":[202],"lead":[203],"further":[205],"development.":[206]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":4}],"updated_date":"2026-08-01T09:00:35.917206","created_date":"2025-10-10T00:00:00"}