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dc.contributor.authorTerziyan, Vagan
dc.contributor.authorGolovianko, Mariia
dc.contributor.authorGryshko, Svitlana
dc.date.accessioned2018-11-06T12:05:09Z
dc.date.available2018-11-06T12:05:09Z
dc.date.issued2018fi
dc.identifier.citationTerziyan, V., Golovianko, M., & Gryshko, S. (2018). Industry 4.0 Intelligence under Attack : From Cognitive Hack to Data Poisoning. In K. Dimitrov (Ed.), <em>Cyber Defence in Industry 4.0 Systems and Related Logistics and IT Infrastructures</em> (pp. 110-125). NATO Science for Peace and Security Series D: Information and Communication Security, 51. IOS Press. <a href="https://doi.org/10.3233/978-1-61499-888-4-110">doi:10.3233/978-1-61499-888-4-110</a>fi
dc.identifier.otherTUTKAID_79210
dc.identifier.urihttps://jyx.jyu.fi/handle/123456789/60119
dc.description.abstractArtificial intelligence is an unavoidable asset of Industry 4.0. Artificial actors participate in real-time decision-making and problem solving in various industrial processes, including planning, production, and management. Their efficiency, as well as intelligent and autonomous behavior is highly dependent on the ability to learn from examples, which creates new vulnerabilities exploited by security threats. Today's disruptive attacks of hackers go beyond system's infrastructures targeting not only hard-coded software or hardware, but foremost data and trained decision models, in order to approach system's intelligence and compromise its work. This paper intends to reveal security threats which are new in the industrial context by observing the latest discoveries in the AI domain. Our focus is data poisoning attacks caused by adversarial training samples and subsequent corruption of machine learning process.fi
dc.format.extent164
dc.format.mimetypeapplication/pdf
dc.language.isoeng
dc.publisherIOS Press
dc.relation.ispartofCyber Defence in Industry 4.0 Systems and Related Logistics and IT Infrastructures
dc.relation.ispartofseriesNATO Science for Peace and Security Series D: Information and Communication Security
dc.rightsIn Copyright
dc.subject.othertekoälyfi
dc.subject.otherkoneoppiminenfi
dc.subject.otherteollisuusfi
dc.subject.othertietoturvafi
dc.subject.otherhakkerointifi
dc.subject.otheruhatfi
dc.subject.otherIndustry 4.0fi
dc.subject.othersecurityfi
dc.subject.otherdata poisoningfi
dc.subject.othercognitive hackfi
dc.subject.othermachine learningfi
dc.subject.othercyber-physical systemsfi
dc.subject.othervalue-based decision makingfi
dc.titleIndustry 4.0 Intelligence under Attack : From Cognitive Hack to Data Poisoningfi
dc.typebookPart
dc.identifier.urnURN:NBN:fi:jyu-201810194464
dc.contributor.laitosInformaatioteknologian tiedekuntafi
dc.contributor.laitosFaculty of Information Technologyen
dc.contributor.oppiaineTietotekniikka
dc.type.urihttp://purl.org/eprint/type/BookItem
dc.date.updated2018-10-19T09:15:08Z
dc.relation.isbn978-1-61499-887-7
dc.description.reviewstatuspeerReviewed
dc.format.pagerange110-125
dc.relation.issn1874-6268
dc.relation.numberinseries51
dc.type.versionacceptedVersion
dc.rights.copyright© 2018 the Authors and IOS Press
dc.rights.accesslevelopenAccessfi
dc.format.contentfulltext
dc.rights.urlhttp://rightsstatements.org/page/InC/1.0/?language=en
dc.relation.doi10.3233/978-1-61499-888-4-110


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