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Academic Research

An Adapted Zero-Trust Security Framework with AI-Based Anomaly Detection and Blockchain-Anchored Audit Trails for Data Acquisition Systems

M.Sc. Thesis — Istinye University, Cybersecurity Program

Zero-Trust Architecture

Session-based trust evaluation for streaming DAQ data

AI Anomaly Detection

LSTM-Autoencoder + Random Forest two-stage pipeline

Blockchain Audit Trails

Hyperledger Fabric selective event anchoring

Hypothesis Targets

85%

H1: < 15% throughput reduction

Zero-trust overhead on DAQ throughput

95%

H2: F1 > 0.95 detection accuracy

AI anomaly detection performance

90%

H3: < 10ms blockchain overhead

Blockchain anchoring latency target

Affiliations

Istinye University TÜBİTAK CERN ATLAS Collaboration

Additional Research

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