Sustainable HPC: Modeling, Characterization, and Implications of Carbon Footprint in Modern HPC Systems

Baolin Li, Siddharth Samsi, Vijay Gadepally, Devesh Tiwari

Abstract: The rapid growth in demand for HPC systems has led to a rise in carbon footprint, which requires urgent intervention. In this work, we present a comprehensive analysis of the carbon footprint of high-performance computing (HPC) systems, considering the carbon footprint during both the hardware manufacturing and system operational stages. Our work employs HPC hardware component carbon footprint modeling, regional carbon intensity analysis, and experimental characterization of the system life cycle to highlight the importance of quantifying the carbon footprint of HPC systems.