This work involves the development and completion of a study on High Performance Computing (HPC) system simulation and modeling. On this journey I was carried into studies on HPC system operations, performance benchmarking routines, HPC system job distributions, queuing theories, job scheduling techniques, systems design concepts, and methods for modeling, testing and simulating HPC systems.