This study advances the thermal management of high-power-density electronic components by introducing a hybrid cooling system that integrates nano-encapsulated phase change materials with adjustable-length aluminum fins. The system is designed with a partitioned cylindrical configuration, featuring a porous internal zone filled with NEPCM and an air-filled external zone equipped with aluminum fins. Using COMSOL Multiphysics 5.6, the system's governing equations are approximated with the Galerkin finite element method. The analysis investigates the impact of key parameters including emissivity (0 &le; &epsilon; &le; 1), porosity (0.1 &le; &epsilon;<sub>p</sub> &le; 0.9), nanoparticle concentration (0 &le; &phi; &le; 5&#37;), permeability (5 &times; 10<sup>-4</sup> cm<sup>2</sup> &le; K &le; 0.5 cm<sup>2</sup>), and fin length (0.3 cm &le; L &le; 1.6 cm). The results indicate that the effect of incorporating NEPCMs with a 5&#37; nanoparticle concentration and varying porosity on the maximum temperature reduction is minimal, with a decrease not exceeding 0.5&deg;C. Extending the aluminum fins from 0.3 cm to 1.6 cm reduces the maximum temperature by up to 10&deg;C, demonstrating the significant role of fin length in thermal management. Increasing the permeability of the porous medium from 5 &times; 10<sup>-4</sup> cm<sup>2</sup> to 0.5 cm<sup>2</sup> results in a notable temperature decrease of about 3.5&deg;C. Additionally, enhancing the emissivity from 0 to 0.6 lowers the maximum temperature by approximately 19&deg;C.
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