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Author

Jie-Wen Deng

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Open access Oct 2026

Hierarchical VMD parameter selection for short-term HVAC load forecasting: A compact TCN-LSTM implementation

Variational mode decomposition (VMD) separates heating, ventilation, and air-conditioning (HVAC) load into narrower-band signals, but the number of modes and the bandwidth-penalty parameter must be selected without using test-set outcomes. We evaluated a diagnostic-guided selection procedure using a multichannel tempor...

Liang Yin, You-Song Zhang, Rui-Qin Zhang et al. · 0 citations
Oct 2026

Performance evaluation of a radiant floor heating system of a residential building with an air-source heat pump in a hot summer cold winter region

Highly efficient heating systems are crucial for energy saving and carbon emission reduction in residential buildings. However, radiant floor (RF) heating systems for residential buildings coupled with air-source heat pumps (ASHP) in hot-summer and cold-winter (HSCW) regions have not been thoroughly investigated as the...

Shi-Guang Fan, Jia-Jia Gao, Jie-Wen Deng et al. · 0 citations

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