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BATMAN

BATMAN stands for Bayesian Analysis Tool for Modelling and uncertAinty quaNtification. It is a Python module distributed under the open-source CECILL-B license (MIT/BSD compatible).

batman seamlessly allows to do statistical analysis (sensitivity analysis, Uncertainty Quantification, moments) using any computer solver.

Main features are:

  • Design of Experiment (LHS, low discrepancy sequences, MC),
  • Resample the parameter space based on the physic and the sample,
  • Surrogate Models (Gaussian process, Polynomial Chaos, RBF),
  • Optimization (Expected Improvement),
  • Realizing Sensitivity Analysises (SA) and Uncertainty Quantifications (UQ),
  • Visualization in n-dimensions (HDR, Kiviat),
  • POD for database optimization or data reduction,
  • Automatically managing code computations in parallel.

Full documentation is available at:

Indices and tables

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