Dirk Timmermann

Acceleration of Bayesian model based data analysis

2016

A general solution for dealing with parameter estimation in a rigorous way is Bayesian data analysis. This analysis allows estimation of specific parameters and their uncertainties for non-linear inverse problems in a strictly mathematical way. …

FPGA acceleration of Bayesian model based analysis for time-independent problems

2017

Inverse problems in plasma physics commonly face a tradeoff between approximated real-time schemes or post-processed rigorous uncertainty handling. Bayesian analysis allows parameter and uncertainty estimation as well as joint analysis of multiple diagnostics in a …