“…Diesel is a liquid fuel extensively used in highway vehicles (e.g., cars, trucks, and buses) and non-highway vehicles (e.g., marine vessels, locomotives, agricultural equipment, and aircraft). At the production end of the petroleum value chain, it has been estimated that around 60% of the total crude oil produced is upgraded into transportation fuels by refineries. , Regarding energy consumption, in accordance with the Energy Information Administration, in 2020, approximately 95% of the whole transportation energy consumed was acquired from liquid and gas petroleum-derived fuels, and diesel represented 37.4% of the total. This percentage is forecasted to start to decline in the upcoming decades due to renewable energy alternatives; however, diesel fuels share is estimated to be nearly 30% in 2050. , Diesel engines are 25–40% more efficient than gasoline engines, but diesel combustion can emit particulate matter, CO, NO x , and SO x gases, which are harmful to human health and the environment.…”