{"id":"https://openalex.org/W3207908444","doi":"https://doi.org/10.32604/iasc.2022.020801","title":"Industrial Datasets with ICS Testbed and Attack Detection Using Machine Learning Techniques","display_name":"Industrial Datasets with ICS Testbed and Attack Detection Using Machine Learning Techniques","publication_year":2021,"publication_date":"2021-10-10","ids":{"openalex":"https://openalex.org/W3207908444","doi":"https://doi.org/10.32604/iasc.2022.020801","mag":"3207908444"},"language":"en","primary_location":{"id":"doi:10.32604/iasc.2022.020801","is_oa":true,"landing_page_url":"https://doi.org/10.32604/iasc.2022.020801","pdf_url":null,"source":{"id":"https://openalex.org/S40639465","display_name":"Intelligent Automation & Soft Computing","issn_l":"1079-8587","issn":["1079-8587","2326-005X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Intelligent Automation &amp; Soft Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.32604/iasc.2022.020801","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5064626412","display_name":"Sinil Mubarak","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sinil Mubarak","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053986026","display_name":"Mohamed Hadi Habaebi","orcid":"https://orcid.org/0000-0002-2263-0850"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mohamed Hadi Habaebi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100714273","display_name":"Md. Rafiqul Islam","orcid":"https://orcid.org/0000-0003-0808-2840"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Md Rafiqul Islam","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043630686","display_name":"Asaad Balla","orcid":"https://orcid.org/0000-0001-5584-9042"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Asaad Balla","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035027638","display_name":"Mohammad Tahir","orcid":"https://orcid.org/0000-0002-6273-4603"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mohammad Tahir","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069664993","display_name":"Elfatih A. A. Elsheikh","orcid":"https://orcid.org/0000-0001-9556-5861"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Elfatih A. A. Elsheikh","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5110943690","display_name":"F. M. Suliman","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"F. M. Suliman","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.2162,"has_fulltext":false,"cited_by_count":26,"citation_normalized_percentile":{"value":0.87683876,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"31","issue":"3","first_page":"1345","last_page":"1360"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9998999834060669,"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":0.9998999834060669,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.998199999332428,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8653128743171692},{"id":"https://openalex.org/keywords/testbed","display_name":"Testbed","score":0.7583805918693542},{"id":"https://openalex.org/keywords/deep-packet-inspection","display_name":"Deep packet inspection","score":0.6190816164016724},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.5608127117156982},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.4648379981517792},{"id":"https://openalex.org/keywords/firmware","display_name":"Firmware","score":0.44283178448677063},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.42607253789901733},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.4151310920715332},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3471008539199829},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.3390157222747803},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3000737428665161},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.29641932249069214},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.20536655187606812}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8653128743171692},{"id":"https://openalex.org/C31395832","wikidata":"https://www.wikidata.org/wiki/Q1318674","display_name":"Testbed","level":2,"score":0.7583805918693542},{"id":"https://openalex.org/C204679922","wikidata":"https://www.wikidata.org/wiki/Q734252","display_name":"Deep packet inspection","level":3,"score":0.6190816164016724},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.5608127117156982},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.4648379981517792},{"id":"https://openalex.org/C67212190","wikidata":"https://www.wikidata.org/wiki/Q104851","display_name":"Firmware","level":2,"score":0.44283178448677063},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.42607253789901733},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.4151310920715332},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3471008539199829},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3390157222747803},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3000737428665161},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.29641932249069214},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.20536655187606812}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.32604/iasc.2022.020801","is_oa":true,"landing_page_url":"https://doi.org/10.32604/iasc.2022.020801","pdf_url":null,"source":{"id":"https://openalex.org/S40639465","display_name":"Intelligent Automation & Soft Computing","issn_l":"1079-8587","issn":["1079-8587","2326-005X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Intelligent Automation &amp; Soft Computing","raw_type":"journal-article"},{"id":"pmh:oai:generic.eprints.org:92973","is_oa":false,"landing_page_url":"http://irep.iium.edu.my/92973/3/92973_Industrial%20datasets%20with%20ICS.pdf","pdf_url":"http://irep.iium.edu.my/92973/3/92973_Industrial%20datasets%20with%20ICS.pdf","source":{"id":"https://openalex.org/S4306400713","display_name":"The International Islamic University Malaysia Repository (The International Islamic University Malaysia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4164984","host_organization_name":"International Islamic University Malaysia","host_organization_lineage":["https://openalex.org/I4164984"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":{"id":"doi:10.32604/iasc.2022.020801","is_oa":true,"landing_page_url":"https://doi.org/10.32604/iasc.2022.020801","pdf_url":null,"source":{"id":"https://openalex.org/S40639465","display_name":"Intelligent Automation & Soft Computing","issn_l":"1079-8587","issn":["1079-8587","2326-005X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Intelligent Automation &amp; Soft Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.4000000059604645,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W2091236895","https://openalex.org/W2295108256","https://openalex.org/W2407991977","https://openalex.org/W2552542906","https://openalex.org/W2767312802","https://openalex.org/W2804946269","https://openalex.org/W2858044321","https://openalex.org/W2885128583","https://openalex.org/W2921708219","https://openalex.org/W2945023436","https://openalex.org/W2950250245","https://openalex.org/W2962910311","https://openalex.org/W2970454698","https://openalex.org/W3085990892","https://openalex.org/W3129974072","https://openalex.org/W3201570921","https://openalex.org/W6697485025","https://openalex.org/W6703077136","https://openalex.org/W6729448008","https://openalex.org/W6745053522","https://openalex.org/W6745760518","https://openalex.org/W6751830864","https://openalex.org/W6752879268","https://openalex.org/W6762251919","https://openalex.org/W6767100028","https://openalex.org/W6801673047"],"related_works":["https://openalex.org/W2883256816","https://openalex.org/W2582981600","https://openalex.org/W4389238932","https://openalex.org/W4387467152","https://openalex.org/W3010413952","https://openalex.org/W2171408034","https://openalex.org/W4253989935","https://openalex.org/W4379115910","https://openalex.org/W2171331105","https://openalex.org/W4241964992"],"abstract_inverted_index":{"Industrial":[0],"control":[1],"systems":[2,63],"(ICS)":[3],"are":[4,14,118,130,162,183],"the":[5,8,33,49,121,147,170],"backbone":[6],"for":[7,54,67,83,136,164,188,192,223],"implementation":[9,40],"of":[10,29,41,75,149,167,212],"cybersecurity":[11],"solutions.":[12],"They":[13],"susceptible":[15],"to":[16,20,48],"various":[17],"attacks,":[18,27],"due":[19],"openness":[21],"in":[22],"connectivity,":[23],"unauthorized":[24],"attempts,":[25],"malicious":[26],"use":[28],"more":[30,144],"commercial":[31],"off":[32],"shelf":[34],"(COTS)":[35],"software":[36],"and":[37,39,87,106,126,185],"hardware,":[38],"Internet":[42],"protocols":[43],"(IP)":[44],"that":[45],"exposes":[46],"them":[47],"outside":[50],"world.":[51],"Cybersecurity":[52],"solutions":[53],"Information":[55],"technology":[56,69,79],"(IT)":[57],"secured":[58],"with":[59,95,103,113,120,203],"firewalls,":[60],"intrusion":[61,226],"detection/protection":[62],"do":[64],"nothing":[65],"much":[66],"Operational":[68],"(OT)":[70],"ICS.":[71],"An":[72],"innovative":[73],"concept":[74],"using":[76,98],"real":[77],"operational":[78],"network":[80,151],"traffic-based":[81],"testbed,":[82],"cyber-physical":[84],"system":[85],"simulation":[86],"analysis,":[88],"is":[89,93,201],"presented.":[90],"The":[91,110,141,157,173,195,214],"testbed":[92],"equipped":[94],"real-time":[96,115],"attacks":[97],"in-house":[99],"penetration":[100],"test":[101,111,124],"tool":[102],"reconnaissance,":[104],"interception,":[105],"firmware":[107],"analysis":[108],"scenarios.":[109],"cases":[112],"different":[114,189],"hacking":[116],"scenarios":[117],"implemented":[119],"ICS":[122],"cyber":[123,171],"kit,":[125],"its":[127],"industrial":[128],"datasets":[129,168],"captured":[131],"which":[132,206],"can":[133],"be":[134],"utilized":[135],"Deep":[137],"packet":[138],"inspection":[139],"(DPI).":[140],"DPI":[142],"provides":[143,207],"visibility":[145],"into":[146],"contents":[148],"OT":[150,155,225],"traffic":[152],"based":[153],"on":[154],"protocols.":[156],"Machine":[158],"learning":[159,216],"(ML)":[160],"techniques":[161,218],"deployed":[163],"cyber-attack":[165],"detection":[166,210,227],"from":[169],"kit.":[172],"performance":[174],"metrics":[175],"such":[176],"as":[177],"accuracy,":[178],"precision,":[179],"recall,":[180],"F1":[181],"score":[182],"evaluated":[184],"cross":[186],"validated":[187],"ML":[190,199],"algorithms":[191],"anomaly":[193],"detection.":[194],"decision":[196],"tree":[197],"(DT)":[198],"technique":[200],"optimized":[202],"pruning":[204],"method":[205],"an":[208],"attack":[209],"accuracy":[211],"96.5%.":[213],"deep":[215],"(DL)":[217],"has":[219],"been":[220],"used":[221],"recently":[222],"enhanced":[224],"performances.":[228]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":1}],"updated_date":"2026-08-15T07:11:24.734988","created_date":"2025-10-10T00:00:00"}
