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05/13/2023
A Federated Learning-based Industrial Health Prognostics for Heterogeneous Edge Devices using Matched Feature Extraction
Data-driven industrial health prognostics require rich training data to ...
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04/03/2023
Lithium-ion Battery Online Knee Onset Detection by Matrix Profile
Lithium-ion batteries (LiBs) degrade slightly until the knee onset, afte...
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03/31/2023
A Slow-Shifting Concerned Machine Learning Method for Short-term Traffic Flow Forecasting
The ability to predict traffic flow over time for crowded areas during r...
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03/06/2023
Spatiotemporal Capsule Neural Network for Vehicle Trajectory Prediction
Through advancement of the Vehicle-to-Everything (V2X) network, road saf...
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12/09/2022
Digital Twin for Real-time Li-ion Battery State of Health Estimation with Partially Discharged Cycling Data
To meet the fairly high safety and reliability requirements in practice,...
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09/14/2022
A Hybrid Deep Learning Model-based Remaining Useful Life Estimation for Reed Relay with Degradation Pattern Clustering
Reed relay serves as the fundamental component of functional testing, wh...
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09/01/2022
A Transferable Multi-stage Model with Cycling Discrepancy Learning for Lithium-ion Battery State of Health Estimation
As a significant ingredient regarding health status, data-driven state-o...
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08/23/2022
Transfer Learning-based State of Health Estimation for Lithium-ion Battery with Cycle Synchronization
Accurately estimating a battery's state of health (SOH) helps prevent ba...
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03/30/2022
Slow-varying Dynamics Assisted Temporal Capsule Network for Machinery Remaining Useful Life Estimation
Capsule network (CapsNet) acts as a promising alternative to the typical...
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09/28/2021
Lithium-ion Battery State of Health Estimation based on Cycle Synchronization using Dynamic Time Warping
The state of health (SOH) estimation plays an essential role in battery-...
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04/20/2021
IIoT-Enabled Health Monitoring for Integrated Heat Pump System Using Mixture Slow Feature Analysis
The sustaining evolution of sensing and advancement in communications te...
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01/11/2021
A Transfer Learning-based State of Charge Estimation for Lithium-Ion Battery at Varying Ambient Temperatures
Accurate and reliable state of charge (SoC) estimation becomes increasin...
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01/11/2021
Time-Series Regeneration with Convolutional Recurrent Generative Adversarial Network for Remaining Useful Life Estimation
For health prognostic task, ever-increasing efforts have been focused on...
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08/12/2020
Invariant learning based multi-stage identification for Lithium-ion battery performance degradation
By informing accurate performance (e.g., capacity), health state managem...
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02/16/2020