20 research outputs found
Accelerated Event-by-Event Neutrino Oscillation Reweighting with Matter Effects on a GPU
Oscillation probability calculations are becoming increasingly CPU intensive
in modern neutrino oscillation analyses. The independency of reweighting
individual events in a Monte Carlo sample lends itself to parallel
implementation on a Graphics Processing Unit. The library "Prob3++" was ported
to the GPU using the CUDA C API, allowing for large scale parallelized
calculations of neutrino oscillation probabilities through matter of constant
density, decreasing the execution time by a factor of 75, when compared to
performance on a single CPU.Comment: Final Update: Post submission update Updated version: quantified the
difference in event rates for binned and event-by-event reweighting with a
typical binning scheme. Improved formatting of reference
