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Jia-Lin Tian

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#federated learning Book Open access Nov 2026

From Prediction to Decision: Dynamic Maintenance Scheduling in Industrial Edge Computing via Federated DRL

In industrial edge computing, numerous devices must operate continuously to support time-critical services. Their degradation can lead to localized failures and reduce overall system uptime, making proactive maintenance necessary. Existing data-driven maintenance methods typically predict device health or remaining use...

Jia-Lin Tian, Harry Min, Jia Hu · 0 citations

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