عرض بسيط للتسجيلة

المؤلفElnour, M.
المؤلفMeskin, Nader
المؤلفKhan, K.
المؤلفJain, R.
تاريخ الإتاحة2022-04-14T08:45:40Z
تاريخ النشر2020
اسم المنشورIEEE Access
المصدرScopus
المعرّفhttp://dx.doi.org/10.1109/ACCESS.2020.2975066
معرّف المصادر الموحدhttp://hdl.handle.net/10576/29782
الملخصThe cybersecurity of industrial control systems (ICSs) is becoming increasingly critical under the current advancement in the cyber activity and the Internet of Things (IoT) technologies, and their direct impact on several life aspects such as safety, economy, and security. This paper presents a novel semi-supervised dual isolation forests-based (DIF) attack detection system that has been developed using the normal process operation data only and is demonstrated on a scale-down ICS known as the Secure Water Treatment (SWaT) testbed and the Water Distribution (WADI) testbed. The proposed cyber-attack detection framework is composed of two isolation forest models that are trained independently using the normalized raw data and a pre-processed version of the data using Principal Component Analysis (PCA), respectively, to detect attacks by separating-away anomalies. The performance of the proposed method is compared with the previous works, and it demonstrates improvements in terms of the attack detection capability, computational requirements, and applicability to high dimensional systems.
راعي المشروعQatar Foundation; Qatar National Research Fund
اللغةen
الناشرInstitute of Electrical and Electronics Engineers Inc.
الموضوعAccident prevention
Control system analysis
Forestry
Internet of things
Testbeds
Water supply systems
Water treatment
Attack detection
Computational requirements
Cyber security
High-dimensional systems
Industrial control systems
Internet of thing (IOT)
isolation forest (IF)
Water distributions
Principal component analysis
العنوانA dual-isolation-forests-based attack detection framework for industrial control systems
النوعArticle
الصفحات36639-36651
رقم المجلد8
dc.accessType Abstract Only


الملفات في هذه التسجيلة

الملفاتالحجمالصيغةالعرض

لا توجد ملفات لها صلة بهذه التسجيلة.

هذه التسجيلة تظهر في المجموعات التالية

عرض بسيط للتسجيلة