3.8 Proceedings Paper

XcARet: XAI based Green Security Architecture for Resilient Open Radio Access Networks in 6G

Publisher

IEEE
DOI: 10.1109/EUCNC/6GSUMMIT58263.2023.10188316

Keywords

O-RAN; explainability; security; energy efficiency; 6G

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The O-RAN architecture is an important entry point to 6G networks, but it may introduce new security issues. The current state-of-the-art lacks recommendations for dynamic security policy adjustments considering energy availability and risk. This paper proposes an XAI-based green security architecture, known as XcARet, which provides cognitive and transparent security solutions for O-RAN in a more energy efficient manner.
The fixed security solutions and related security configurations may no longer meet the diverse requirements of 6G networks. Open Radio Access Network (O-RAN) architecture is going to be one key entry point to 6G where the direct user access is granted. O-RAN promotes the design, deployment and operation of the RAN with open interfaces and optimized by intelligent controllers. O-RAN networks are to be implemented as multi-vendor systems with interoperable components and can be programmatically optimized through centralized abstraction layer and data driven closed-loop control. However, since O-RAN contains many new open interfaces and data flows, new security issues may emerge. Providing the recommendations for dynamic security policy adjustments by considering the energy availability and risk or security level of the network is something lacking in the current state-of-the-art. When the security process is managed and executed in an autonomous way, it must also assure the transparency of the security policy adjustments and provide the reasoning behind the adjustment decisions to the interested parties whenever needed. Moreover, the energy consumption for such security solutions are constantly bringing overhead to the networking devices. Therefore, in this paper we discuss XAI based green security architecture for resilient open radio access networks in 6G known as XcARet for providing cognitive and transparent security solutions for O-RAN in a more energy efficient manner.

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