I performed simulations in HPC-computing facility of IITD, the 4th fastest supercomputer in India. With emission norms getting more and more stringent, it has become important to improve the performance of trickle bed reactors to produce better fuel quality with sulphur content less than 10 ppm (e.g. ultra-low sulphur diesel).