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To address the issue of uneven phase transition and slow melting rates of phase change materials during heat storage, a combination of active rotation and gradient metal foam is proposed for enhanced heat transfer in active and passive composites. The phase change energy storage unit is divided into three different regions, which are modeled numerically based on the enthalpy hole method, and implemented in the commercial software Fluent 2023. A numerical model of the melting process of a horizontal energy storage unit with metal foam under constant rotation is established. The impact of positive, non-gradient, and negative gradient pore combinations on the unit's average temperature, liquid phase rate, thermal capacity, and rate of heat storage is analyzed. The response and interaction between gradient pore combinations and pore density on melting time and average heat storage rate are further investigated using the Taguchi design method. The findings reveal that, with constant pore density, the positive gradient porosity combination has a more significant influence on melting time compared to non-gradient and negative gradient pore structures. Specifically, the optimal melting time for Case 12 (porosity combination 0.97-0.98-0.99, 30 PPI) is 13.17 % and 45.95 % lower than that of non-gradient structure Case 13 and negative gradient structure Case 14, respectively. Furthermore, Case 12 exhibits an average heat storage rate increase of 15.72 % and 86.06 % compared to Case 13 and Case 14, respectively.