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Zhiying Wang

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Open access Aug 2026

Hierarchical Adaptive Transformer Framework for Modeling Abrupt Short-Term Fluctuations of Hazardous Gas Concentrations in Industrial Air

Short-term prediction of hazardous gas concentrations is crucial for industrial air monitoring, but conventional approaches often fail to capture abrupt local fluctuations and nonlinear temporal dependencies, limiting prediction accuracy. To address these limitations, this study develops a multi-task residual Transform...

Ning Jin, Zhiying Wang, Ruohan Ma · 0 citations

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