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November 21, 2025PeerJ Computer ScienceOpen Access

SDN-enabled adaptive security framework for multi-cloud infrastructures using deep learning-based threat detection and policy management

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Authors

RVRashmi VermaMJManisha Jailia

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Overview

Adaptive SDN-driven model addresses data breaches in multi-cloud infrastructures, indicating improved threat detection and policy management.

Key Points

  • The adaptive security framework improves response to data breaches by utilizing Software-Defined Networking principles.
  • Automated threat detection via deep learning enhances policy management, ensuring security across multiple cloud environments.
  • The system incorporates centralized enforcement while maintaining real-time response to emerging threats in diverse infrastructures.
  • Supports horizontal scalability for dynamic resource orchestration, enhancing overall operational performance and security.

Cite This Study

Verma et al. (2025) studied this question.

synapsesocial.com/papers/6924e3f8c0ce034ddc34f21chttps://doi.org/10.7717/peerj-cs.3266
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