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PUQ - PRISM UNCERTAINTY QUANTIFICATION FRAMEWORK
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PUQ - PRISM UNCERTAINTY QUANTIFICATION FRAMEWORK
¶
Contents:
¶
Overview
Goals
Future Plans
User’s Guide and Tutorial
Getting Started
Requirements
Monte Carlo Sampling
Extending the Sample Size
Latin Hypercube Sampling
Smolyak Sparse Grid Algorithm
Modifying Smolyak Sweeps
Extending
Modifying Parameters & Reusing Response Surfaces
Calibration of Input Variables
Using PUQ for Calibration
Example
Sensitivity Analysis
Effect of Smolyak Level on Sensitivity
A More Complex Example
Using PUQ Analyze
Response Surfaces
Probability Density Functions (PDFs)
Using PUQ Read
Making PUQ Work With Your Code
C Programs
Matlab Programs
Wrappers
Handling Output
The Standard Way
When the Standard Way Doesn’t Work
A Custom Approach using the Datafilter
Using The PBS Scheduler
Batch Scripts
Using PBSHost
Examples
Plotting
PDF Plots
Using Output PDFs as Inputs
Handling Correlated PDFs
Reference
calibrate
hdf - Functions for Accessing HDF5 Files
Hosts
Parameters
PDF
puqutil - Output Functions for PUQ
Output Format
Python Functions
Functions for C/C++
Smolyak UQ Method
Sweep Reference
TestProgram
PSweep Reference
Examples
rosen
Contents
Indices and tables
¶
Index
Module Index
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