Author

Shuaiqi Wang

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Open access Sep 2026

Noise-Robust Distributed PV Power Prediction with Sampling-Noise Awareness

This paper presents a forecasting strategy for distributed photovoltaic (PV) systems using the echo state network (ESN), aiming to improve forecasting performance with data noise at sampling points of dispersed PV data collection devices. In real-world scenarios, noisy and non-normally distributed data caused by sensor...

Jing Li, Shuai-Qi Wang, Wei-Hua Liu et al. · Energies · 0 citations

#machine learning Preprint Sep 2026

QuanText: Protecting Dataset-Level Secrets in Textual Data Sharing

Natural-language datasets support many downstream applications and research studies, but releasing text can reveal sensitive global properties of the underlying data source, such as the proportion of records associated with a particular gender, diagnosis, or political stance. Existing work has largely focused on proper...

Shuai-Qi Wang, Zinan Lin, Giulia Fanti · 0 citations