Research Project B04

Hybrid discrete-continuum models for fractured porous media: model choice and random field/network generation

Research

Fractured porous media are geometrically very complex. There are many competing model concepts to represent their structure in flow simulations; these models differ drastically in their level of geo¬metric detail and in their level of simplification and abstraction. Systematically choosing between these vastly different models, calibrating chosen models and specifying their predictive uncertainty is far from trivial. The goal of this project is to tackle the interlocked model-selection-and-calibration problem. Achieving this goal requires a list of algorithmic developments in the field of simulation-based Bayesian statistics.

Publications in Project B04

  1. Xiao, S., Reuschen, S., Köse, G., Oladyshkin, S., & Nowak, W. (2019). Estimation of small failure probabilities based on thermodynamic integration and parallel tempering. Mechanical Systems and Signal Processing, 133, 106248. https://doi.org/10.1016/j.ymssp.2019.106248

For further information please contact

Wolfgang Nowak
Prof. Dr.-Ing.

Wolfgang Nowak

Principal Investigator, Research Projects B04 and B05

András Bárdossy
Prof. Dr. rer. nat. Dr.-Ing.

András Bárdossy

Principal Investigator, Research Project B04

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