UGAF-ITS consolidates 154 obligations from three AI governance standards into 12 controls across eight domains, with a three-tier model and 20 artifacts that deliver 91.7% coverage and 45.9% evidence reduction in validated ITS scenarios.
IEEE Access9, 28177–28193 (2021)
2 Pith papers cite this work. Polarity classification is still indexing.
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ChaCha20-Poly1305 encryption adds under 7.1% latency to GOOSE and under 3% to IEC-60834-1 on tested low-cost devices, remaining within protocol requirements.
citing papers explorer
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UGAF-ITS: A Standards Harmonization Framework and Validation Tool for Multi-Framework AI Governance in Distributed Intelligent Transportation Systems
UGAF-ITS consolidates 154 obligations from three AI governance standards into 12 controls across eight domains, with a three-tier model and 20 artifacts that deliver 91.7% coverage and 45.9% evidence reduction in validated ITS scenarios.
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Performance Testing of ChaCha20-Poly1305 for Internet of Things and Industrial Control System Devices
ChaCha20-Poly1305 encryption adds under 7.1% latency to GOOSE and under 3% to IEC-60834-1 on tested low-cost devices, remaining within protocol requirements.