Real-Time Monitoring and Scalable Messaging of SCADA Networks Data: A Case Study on Cyber-Physical Attack Detection in Water Distribution System
Küçük Resim Yok
Tarih
2022
Yazarlar
Dergi Başlığı
Dergi ISSN
Cilt Başlığı
Yayıncı
Springer Science and Business Media Deutschland GmbH
Erişim Hakkı
info:eu-repo/semantics/closedAccess
Özet
SCADA networks, which are widely used by governments around the world to run computers and applications that perform a wide range of important functions and provide critical services to their infrastructure, are becoming increasingly popular among organizations. Because of their critical role in the infrastructure, as well as the fact that they are a potential target for cyberattacks, they must be secured and protected in some way at all times. In this study, we propose a topic-based pub/sub messaging system based on Apache Spark and Apache Kafka for real-time monitoring and detection of cyber-physical attacks in SCADA systems, which can be used in conjunction with other currently available systems. There are a variety of traditional machine learning approaches used in conjunction with a deep learning encoded decoder algorithm to create the mechanism for attack detection. The performance results demonstrate that our system outperforms the current state of the art described in the literature in this field. © 2022, ICST Institute for Computer Sciences, Social Informatics and Telecommunications Engineering.
Açıklama
1st International Congress of Electrical and Computer Engineering, ICECENG 2022 -- 9 February 2022 through 12 February 2022 -- 277759
Anahtar Kelimeler
Data streams, Industrial control systems, IoT, Pub-sub pattern, Real-time data processing, SCADA networks security, Computer crime, Cyber attacks, Deep learning, Embedded systems, Internet of things, Intrusion detection, Network security, Real time systems, SCADA systems, Water distribution systems, Cyber physicals, Data stream, Industrial control systems, Networks security, Pub-sub pattern, Pub/sub, Real time monitoring, Real-time data processing, SCADA network security, Sub-patterns, Cyber Physical System
Kaynak
Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST
WoS Q Değeri
Scopus Q Değeri
N/A
Cilt
436 LNICST
