Author

Xu-Tong Wan

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Conference Aug 2026

Frequency-domain temporal transformer networks for state-of-charge estimation of Li-ion batteries

Accurate estimation of the state of charge (SOC) in lithium-ion batteries is crucial for ensuring the safe operation of new energy systems. Existing deep learning methods typically employ recurrent neural networks (RNNs) or Transformer-based architectures to encode temporal dependencies for SOC prediction. However, mos...

Xu-Tong Wan · International Conference on... · 0 citations

#artificial intelligence Nov 2025

COGNOS: Universal Enhancement for Time Series Anomaly Detection via Constrained Gaussian-Noise Optimization and Smoothing

COGNOS is proposed, a universal, model-agnostic enhancement framework that tackles the issue of statistically flawed reconstruction residuals at its source and consistently enhances the performance of state-of-the-art backbones significantly, validating the efficacy of coupling statistical regularization with adaptive...

Wenlong Shang, Shi-Hao Tian, Xu-Tong Wan et al. · arXiv.org · 0 citations