Systems

A Transformative Co-Design Approach to Materials and Computer Architecture Research (Threadwork)

Co-design approach that encompasses neuromorphic computing, systems architecture, and datacentric applications. Focus on high energy physics (HEP) and nuclear physics (NP) detector experiments

Foundations for Correctness Checkability and Performance Predictability of Systems at Scale (ScaleSTUDS)

Multi-dimensional automated scalability tests, program analysis, performance learning and prediction at various levels of the software/hardware stack.

Improving Computational Science Throughput via Model-Based I/O Optimization (SciDAC SUPER-SDAV)

Machine learning-based probabilistic I/O performance models that take the background traffic, and system state into account while prediciting application performance on HPC system.