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Code · Zenodo · July 15, 2026

A Closed-Loop Measurement Study of Runtime Governance for AI-Driven IoT: reproducibility package

Norkobil Saydirasulov Saydirasulovic, D.A. Davronbekov, Makhsum Mubashirovich Makhmudov, Young Im Cho

Norkobil Saydirasulov
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Abstract

Software-in-the-loop testbed and deployable governance service for the Sensors paper 'A Closed-Loop Study of Runtime Governance for AI-Driven IoT'. Closes the control loop through a physical plant model and measures which runtime governance mechanism reduces physical risk; the principal result is that admission control removes a substantial fraction of the unsafe exposure while checkpoint rollback removes only a further 0.2%. No physical hardware was operated.

IoT and Edge/Fog ComputingDistributed systems and fault toleranceSafety Systems Engineering in Autonomyruntime governanceclosed-loop measurementadmission control

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