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Paris Perdikaris

2 papers in the PaperMetrix corpus

Publications

Papers by this author

  1. Multi-fidelity modelling via recursive co-kriging and Gaussian–Markov random fields

    2015 · Proceedings of the Royal Society A Mathematical Physical and Engineering Sciences

    We propose a new framework for design under uncertainty based on stochastic computer simulations and multi-level recursive co-kriging. The proposed methodology simultaneously takes into account multi-fidelity in models, such as direct numerical simulations versus empirical …

  2. Conditional deep surrogate models for stochastic, high-dimensional, and multi-fidelity systems

    2019 · arXiv (Cornell University)

    We present a probabilistic deep learning methodology that enables the construction of predictive data-driven surrogates for stochastic systems. Leveraging recent advances in variational inference with implicit distributions, we put forth a statistical inference framework that …