The primary culprits are vehicles powered by internal combustion engines, such as cars, trucks, buses, and motorcycles. Heavy-duty vehicles like trucks and buses are particularly significant due to their higher emissions per unit of fuel consumed. Additionally, marine vessels and aircraft also contribute significantly to air pollution.