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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Qi Wu

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Open access Sep 2026

An Interactive Remaining Useful Life Estimation Method for Lithium-Ion Batteries Based on Composite Performance Index and Nonlinear Wiener Process

A framework integrating deep learning and nonlinear Wiener process (NWP) is proposed for the remaining useful life prediction of lithium-ion batteries. First, degradation features from multi-source sensor data are automatically extracted using an autoencoder incorporating embedded L1 regularization. Second, a one-dimen...

Shi-Sheng Fu, Rui-Feng Chen, Xiao He et al. · 0 citations
#federated learning Sep 2026

A Blockchain-Based Federated Learning Approach for Electricity Theft Detection Through Dual-Verification

Malicious clients participating in data collection and interaction may launch attacks such as model and data poisoning to degrade the performance of the global model and conceal their electricity theft behaviors. Although existing studies have introduced blockchain technology to achieve decentralization, they still suf...

Fanghong Guo, Yaoming Lang, Shengwei Li et al. · 1 citation

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