“…The use of HHO gas in automotive engines not only promises environmentally benign emissions but also potential enhancements in vehicle performance. Despite these benefits, adopting hydrogen-based technologies, including HHO systems, poses challenges, notably in safe installation and handling due to hydrogen's flammability [3,6]. Given this, numerous studies have explored the efficacy of HHO gas as a supplemental fuel to improve vehicle performance.…”