Essays about: "Inverse Uncertainty Quantification"

Found 2 essays containing the words Inverse Uncertainty Quantification.

1. 1. Inverse Uncertainty Quantification for Sounding Rocket Dispersion

   University essay from KTH/Matematik (Avd.)

   Author : Tove Ågren; [2022]
   Keywords : Uncertainty quantification; Bayesian inference; Rocket dispersion; Neural networks; Markov Chain Monte Carlo.; Osäkerhetskvantifiering; Bayesiansk inferens; Raketspridning; Neurala nätverk; Markovkedje-Monte Carlo;

   Abstract : Sounding rocket impact points are subject to dispersion due to uncertainties in simulation model parameters and perturbations of the rocket trajectory during flight. Estimating the area of dispersion assumes that associated model uncertainties and magnitude of perturbations have already been inferred. READ MORE

3. 2. Inverse Uncertainty Quantification using deterministic sampling : An intercomparison between different IUQ methods

   University essay from Uppsala universitet/Tillämpad kärnfysik

   Author : Hjalmar Andersson; [2021]
   Keywords : Inverse Uncertainty Quantification; Model calibration; Unscented transform; Deterministic sampling;

   Abstract : In this thesis, two novel methods for Inverse Uncertainty Quantification are benchmarked against the more established methods of Monte Carlo sampling of output parameters(MC) and Maximum Likelihood Estimation (MLE). Inverse Uncertainty Quantification (IUQ) is the process of how to best estimate the values of the input parameters in a simulation, and the uncertainty of said estimation, given a measurement of the output parameters. READ MORE