The analysis of thermal energy distribution within composite architectures reinforced with discrete particulate inclusions represents a rigorous and formidable scientific challenge. This complexity originates primarily from the exceedingly intricate multi-scale interactions occurring between filler particles of diverse geometries and the surrounding matrix phase, particularly when subjected to transient heat transfer conditions.