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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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Joint inversion for heat transfer parameters of porous media with geothermal-seepage coupling based on a physics-informed neural network

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Joint inversion for heat transfer parameters of porous media with geothermal-seepage coupling based on a physics-informed neural network

Xiao ZHANG et al · Editorial Office of Coal Geology & Exploration · 2026 · ISSN 1001-1986

BackgroundThe thermal diffusivity and vertical seepage velocity of porous media are critical to characterizing the mechanisms underlying subsurface heat transfer. These two parameters are typically determined through inv...

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