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: CoRR (2021)
Keyphrases
- high performance computing
- machine learning
- molecular dynamics
- scientific computing
- computational science
- massively parallel
- computing systems
- computing resources
- parallel computing
- grid computing
- energy efficiency
- data mining
- artificial intelligence
- computing environments
- fault tolerance
- computational intelligence
- knowledge representation
- computing infrastructure
- national laboratory
- power consumption
- activity recognition
- intelligent systems
- expert systems
- storage systems
- data analysis
- databases