The automotive industry has witnessed significant advancements in technology, leading to the development of sophisticated vehicles with complex systems. While these advancements have improved vehicle performance and safety, they have also increased the difficulty of diagnosis and maintenance. Traditional diagnostic methods often rely on manual inspections, trial-and-error approaches, and expensive equipment, leading to prolonged repair times, increased costs, and decreased customer satisfaction.