Examples

Perhaps the simplest approach to learn using SIPPI is by trying out (and alter) an example.

A priori models

Examples of different types of a priori models

Line fitting

Probabilistic polynomial regression

Cross-hole GPR tomographic inversion

An example of 2D/3D inversion of crosshole traveltime data obtained from GPR measurements from Stevns, Denmark. (The case examined in Hansen et al. (2013b)).

Covariance model inference

An example of inference of covariance model parameters, from either direct observations of model parameters, of from linear average observations (such as data related to an linear inverse problem).

See also:

Hansen, T. M., Cordua, K. S., & Mosegaard, K. (2015). A General Probabilistic Approach for Inference of Gaussian Model Parameters from Noisy Data of Point and Volume Support. Mathematical Geosciences, 47(7), 843-865. PDF.

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