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Author

Shuai Li

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Conference Aug 2026

ZCN: Adaptive Multi-Scale Complex-Domain Representation for Multivariate Time-Series Forecasting

Multivariate time series forecasting requires capturing long-term trends, periodic patterns, local transients, and cross-variable dependencies within a single framework. This paper proposes ZCN, an adaptive complex-domain model that addresses this challenge through a learnable numerical Z-transform. Specifically, after...

Shu-Rui Liu, Li-Yang Jin, Shuai Li et al. · 0 citations
Open access Jul 2026

From data chaos to physically interpretable deterministic mapping

It is shown that the method consistently identifies compact governing equations while maintaining strong long-horizon predictive accuracy across canonical nonlinear systems and representative industrial processes, even under noisy and distribution-shifted data.

Dongni Jia, Shuai Li, Xinyi Zuo et al. · 0 citations

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