Design a high-performance computing cluster capable of running complex scientific simulations and data analysis tasks. Focus on implementing efficient parallel computing mechanisms, job scheduling algorithms, and high-speed interconnects. Address challenges like optimizing data storage and access for HPC workloads, managing resource allocation for diverse job types, and implementing monitoring and analytics for cluster performance.