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Quantum-Enhanced Edge Computing for Robust Cyber Threat Detection

Quantum-Enhanced Edge Computing for Robust Cyber Threat Detection
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Author(s): S. Anand (Infant Jesus College of Engineering, India)
Copyright: 2026
Pages: 34
Source title: Advancing Cyber Threat Detection Through Quantum and Edge Computing
Source Author(s)/Editor(s): Shenson Joseph (University of North Dakota, USA), Kishor Kumar Reddy C. (Stanley College of Engineering and Technology for Women, India), Asegul Hulus (Association for Computing Machinery, Cyprus)and Tatjana Sibalija (Union University, Serbia)
DOI: 10.4018/979-8-3373-3551-3.ch003

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Abstract

The growing complexity of cyber threats has surpassed traditional detection systems, especially where real-time response and distributed protection are vital. This chapter explores a hybrid Quantum-Edge framework for cyber threat detection. Quantum Computing's parallelism and advanced data processing capabilities complement Edge Computing's low-latency, decentralized analysis. Our framework integrates quantum feature transformation, quantum-enhanced anomaly detection, and federated learning on edge nodes. Using Qiskit, simulated attacks, and real-time edge processing, we demonstrate improved detection accuracy, lower false positives, and faster responses. We also propose future directions in quantum-resilient, privacy-preserving, and scalable cybersecurity solutions.

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