Search Results for author: Anushiya Arunan

Found 3 papers, 1 papers with code

A Change Point Detection Integrated Remaining Useful Life Estimation Model under Variable Operating Conditions

1 code implementation9 Jan 2024 Anushiya Arunan, Yan Qin, XiaoLi Li, Chau Yuen

During online monitoring, the temporal correlation dynamics of a query device is monitored for breach of the control limit derived in offline training.

Change Point Detection

A Federated Learning-based Industrial Health Prognostics for Heterogeneous Edge Devices using Matched Feature Extraction

no code implementations13 May 2023 Anushiya Arunan, Yan Qin, XiaoLi Li, Chau Yuen

The algorithm searches across the heterogeneous locally trained models and matches neurons with probabilistically similar feature extraction functions first, before selectively averaging them to form the federated model parameters.

Federated Learning Privacy Preserving

Digital Twin for Real-time Li-ion Battery State of Health Estimation with Partially Discharged Cycling Data

no code implementations9 Dec 2022 Yan Qin, Anushiya Arunan, Chau Yuen

To meet the fairly high safety and reliability requirements in practice, the state of health (SOH) estimation of Lithium-ion batteries (LIBs), which has a close relationship with the degradation performance, has been extensively studied with the widespread applications of various electronics.

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