B-DT: A Bagged-Decision Tree Detection and Characterization of the IoT-SCADA Network Communication Traffic
DC Field | Value | Language |
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dc.contributor.author | Ahakonye, Love Allen Chijioke | - |
dc.contributor.author | Nwakanma, Cosmas Ifeanyi | - |
dc.contributor.author | Lee, Jae Min | - |
dc.contributor.author | Kim, Dong-Seong | - |
dc.date.accessioned | 2024-03-13T03:00:20Z | - |
dc.date.available | 2024-03-13T03:00:20Z | - |
dc.date.issued | 202305 | - |
dc.identifier.issn | 2164-7038 | - |
dc.identifier.uri | https://scholarworks.bwise.kr/kumoh/handle/2020.sw.kumoh/28554 | - |
dc.description.abstract | Accelerated transformation in industrial control systems (ICS) such as Supervisory Control and Data Acquisition (SCADA) from conventional specialized serial-based to Internet protocols (TCP/IP) reliant standard communication protocols such as IEC-60870-5-104 have increased vulnerability to attacks and intrusions. Maintaining the reliability and availability of SCADA systems demands versatile and robust security solutions. This study proposes a monitoring technique to detect and characterize network traffic communication in the IEC-60870-5-104 SCADA network. The proposed anomaly detector employs a Bagged-Decision Tree algorithm (B-DT) for detecting and characterizing IEC-60870-5-104-based SCADA network communication traffic. The proposed B-DT significantly detects and characterizes various network categories and application types. The Matthew correlation coefficient (MCC) validated the predictive performance of the proposed model. | - |
dc.language | 영어 | - |
dc.language.iso | ENG | - |
dc.title | B-DT: A Bagged-Decision Tree Detection and Characterization of the IoT-SCADA Network Communication Traffic | - |
dc.type | Conference | - |
dc.identifier.doi | 10.1109/ICCWORKSHOPS57953.2023.10283654 | - |
dc.citation.title | 2023 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS WORKSHOPS, ICC WORKSHOPS | - |
dc.citation.startPage | 506 | - |
dc.citation.endPage | 511 | - |
dc.citation.conferenceName | IEEE International Conference on Communications (IEEE ICC) | - |
dc.citation.conferencePlace | 미국 | - |
dc.citation.conferencePlace | Rome, ITALY | - |
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