Review of hybrid physics and data-driven model for energy efficiency improvement of air source heat pump
Air source heat pump(ASHP)system is influenced by various factors such as environmental conditions and user behavior during actual operation,leading to a signifi-cant difference between actual operational efficiency and theoretical efficiency.Effectively improving the actual operational efficiency of the system is an urgent issue.A detailed de-scription of the hybrid-driven model for energy efficiency improvement of air source heat pump is presented,then the existing hybrid-driven models are expounded from the per-spectives of prediction and control,as well as fault diagnosis.The ways those physical in-formation can be integrated into data-driven models are summarized.Finally,the research directions focusing on hybrid-driven interpretable modeling for energy efficiency improve-ment are proposed.This provides reference for further enhancing the actual operational energy efficiency of air source heat pump.
air source heat pumpenergy efficiencydata-drivenhybrid modelinter-pretability
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