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Attention mechanism dual-stream LSTM-CNN prediction model for photovoltaic user voltage quality index

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Attention mechanism dual-stream LSTM-CNN prediction model for photovoltaic user voltage quality index

HE Xing et al · Harbin Jinhe Electrical Measurement & Instrumentation Magazine Publishing Co., Ltd · 2026 · ISSN 1001-1390

With the proposal of the national dual-carbon strategic goal, distributed photovoltaic (PV) ushers in new development opportunities, and the management of voltage quality for photovoltaic power stations becomes a key cha...

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Optimization of effluent COD prediction using LSTM based on improved fluctuation-aware positional attention mechanism

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Optimization of effluent COD prediction using LSTM based on improved fluctuation-aware positional attention mechanism

WANG Lei et al · Editorial Office of Industrial Water Treatment · 2026 · ISSN 1005-829X

Urban wastewater treatment processes exhibit complex characteristics such as uncertainty, nonlinearity,and time delay, which pose significant challenges to water quality control and energy consumption optimization. To ad...

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