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Y. Ma

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Open access Aug 2026

Electricity Spot Market Risk Identification and Multi-Dimensional Early Warning Based on Improved Transformer

Reliable risk identification and early warning in electricity spot markets are increasingly important for intelligent power communication infrastructures and electromagnetic information systems that support real-time monitoring and dispatching. To address the challenges posed by high-frequency, heterogeneous, and stron...

Y. Ma, X. Pang, H. Li et al. · 0 citations
Open access Aug 2026

Fault Data Preprocessing and Diagnostic Technology for Hydropower Units Based on Deep Learning Algorithms

A comprehensive fault diagnosis framework integrating adaptive wavelet denoising with stable generative adversarial networks is proposed, which provides an effective solution for intelligent fault diagnosis in noisy sensing environments and offers valuable support for reliable signal processing in electromagnetic monit...

Y. Ma, J. Si · 0 citations
Open access Aug 2026

Power Spot Market Supply and Demand Forecasting and Indicator Anomaly Detection Method Integrating Autoformer and Bayesian Optimization

The proposed framework exhibits strong sensitivity to rapid market fluctuations and provides an effective solution for realtime intelligent scheduling and secure monitoring and distributed forecasting and adaptive decision mechanisms offer valuable support for communication-enabled energy systems and electromagnetic se...

Y. Ma, J. Cui, M.-J. Zhang et al. · 0 citations

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