Towards a Unified Monitoring Framework for Power, Performance and Thermal Metrics: A Case Study on the Evaluation of HPC Cooling Systems. - Aniruddha Marathe; Ghaleb Abdulla; Barry L. Rountree; Kathleen Shoga (IPDPS Workshops, 2017)

ScrubJay: deriving knowledge from the disarray of HPC performance data. - Alfredo Giménez; Todd Gamblin; Abhinav Bhatele; Chad Wood; Kathleen Shoga; Aniruddha Marathe; Peer-Timo Bremer; Bernd Hamann; Martin Schulz 001 (SC, 2017)

Preparation and optimization of a diverse workload for a large-scale heterogeneous system. - Ian Karlin; Yoonho Park; Bronis R. de Supinski; Peng Wang; Bert Still; David Beckingsale; Robert Blake; Tong Chen 001; Guojing Cong; Carlos H. A. Costa; Johann Dahm; Giacomo Domeniconi; et al. (SC, 2019)

CanarIO: Sounding the Alarm on IO-Related Performance Degradation. - Michael R. Wyatt II; Stephen Herbein; Kathleen Shoga; Todd Gamblin; Michela Taufer (IPDPS, 2020)

A Holistic View of Memory Utilization on HPC Systems: Current and Future Trends. - Ivy Peng; Ian Karlin; Maya B. Gokhale; Kathleen Shoga; Matthew P. LeGendre; Todd Gamblin (MEMSYS, 2021)

Resource Utilization Aware Job Scheduling to Mitigate Performance Variability. - Daniel Nichols; Aniruddha Marathe; Kathleen Shoga; Todd Gamblin; Abhinav Bhatele (IPDPS, 2022)

Autonomy Loops for Monitoring, Operational Data Analytics, Feedback, and Response in HPC Operations. - Francieli Boito; Jim M. Brandt; Valeria Cardellini; Philip H. Carns; Florina M. Ciorba; Hilary Egan; Ahmed Eleliemy; Ann C. Gentile; Thomas Gruber; Jeff Hanson; Utz-Uwe Haus; Kevin A. Huck; et al. (CLUSTER Workshops, 2023)

msr-genie: Navigating Model Specific Registers Across Processor Generations. - Kyle Fan; Barry Rountree; Tapasya Patki; Aniruddha Marathe; Stephanie Brink; Duncan McFarlane; Eric Green; Kathleen Shoga (SC Workshops, 2023)

Evolving Large Scale HPC Monitoring & Analysis to Track Modern Dynamic Environments. - Kathleen Shoga; Jim M. Brandt; Benjamin Schwaller; Thomas W. Tucker (CLUSTER Workshops, 2024)