Several innovative approaches are currently employed for nanobubble generation, each exhibiting distinct features and suitability for particular applications. These range from ultrasonic systems, where acoustic cavitation drives nanobubble formation, to gas diffusion procedures involving porous membranes. Electrohydrodynamic methods, employing high