HPC Analytics Support. Requirements for Uncertainty Quantification Benchmarks

Paulson, Patrick R.¹  Purohit, Sumit¹  Rodriguez, Luke R.¹ 

[1]Pacific Northwest National Lab. (PNNL), Richland, WA (United States)

关键词: SPARQL;    RDF;    High Performance Computing;    benchmark;    Uncertainty Quantification;   

DOI  :  10.2172/1225163
RP-ID  :  PNNL--24435
PID  :  OSTI ID: 1225163
Others  :  Other: 400470000

美国|英语

来源: SciTech Connect

【 摘 要 】

This report outlines techniques for extending benchmark generation products so they support uncertainty quantification by benchmarked systems. We describe how uncertainty quantification requirements can be presented to candidate analytical tools supporting SPARQL. We describe benchmark data sets for evaluating uncertainty quantification, as well as an approach for using our benchmark generator to produce data sets for generating benchmark data sets.