a$)$ Explain the principles behind parallel distribution methods in high$-$performance computing and their applications in solving large$-$scale simulation problems.

b$)$ Develop a simulation using parallel distribution methods to solve a large system of linear equations. Discuss how computational time is reduced and how load balancing is achieved in this parallelized system.