Colmena: Scalable Machine-Learning-Based Steering of Ensemble Simulations for High Performance Computing.
Logan T. WardGanesh SivaramanJ. Gregory PauloskiYadu N. BabujiRyan ChardNaveen DanduPaul C. RedfernRajeev S. AssaryKyle ChardLarry A. CurtissRajeev ThakurIan T. FosterPublished in: MLHPC@SC (2021)
Keyphrases
- high performance computing
- machine learning
- molecular dynamics
- scientific computing
- massively parallel
- computational science
- parallel computing
- computing systems
- computing resources
- national laboratory
- computing environments
- grid computing
- fault tolerance
- energy efficiency
- data mining
- storage systems
- database systems
- artificial intelligence
- fault tolerant
- databases
- energy consumption
- fine grained
- computational intelligence
- knowledge representation