Research has been focused on developing alternative catalysts that are both efficient and environmentally friendly. Gold-based catalysts, particularly those involving gold nanoparticles, have shown promise due to their high activity and selectivity. Other alternatives include palladium, platinum, and ruthenium catalysts, although these can be expensive. Non-metal catalysts, such as zeolites and metal-organic frameworks (MOFs), are also being explored.