Work

Towards Multi-timescale Online Monitoring of AI Models: Principles and Preliminary Results

Year: 2023
Type: conference-paper
Abstract: Online monitoring is an architectural pattern well-known to safety engineers, but it had to beadapted to AI technologies. In this paper, an innovative multi-time scale online monitoringarchitecture is presented. The main idea is to combine several monitoring timescales - Present-Time Monitoring (PTM), Near-Past Monitoring (NPM), and Near-Future Monitoring (NFM) -on different monitoring assets (inputs, internal states, and outputs of the AI model) to ensure ahigh anomaly detection rate by design of the online monitor.
Source: HAL
Language: English
Open Access status: green
OpenAlex ID: W4392636059
FWCI:
Cites: 6
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Related to: 10