Several novel approaches are currently employed for nanobubble generation, each exhibiting distinct properties and suitability for specific applications. These range from ultrasonic devices, where acoustic cavitation facilitates nanobubble formation, to gas diffusion processes involving porous membranes. Electrohydrodynamic methods, employing high-