This research investigates the production of high-entropy alloy (HEA) nanoparticles featuring core-shell configurations, employing hydrogen reduction-assisted ultrasonic spray pyrolysis (USP) as the synthesis method. The study primarily aims to develop nanoparticles with metal oxide cores encapsulated by transition metal-based CoCuFeNi HEA shells over metal oxide cores.