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  1. No Access

    Chapter and Conference Paper

    Uncertainty Quantification of Soil-Structure Interaction in Tunnel Linings by Polynomial Chaos Expansion

    The paper is focused on uncertainty quantification of soil-structure interaction in tunnel linings using a surrogate model in form of Polynomial Chaos Expansion (PCE). Tunnel design is a complex and complicate...

    Lukáš Novák, Angelos Gakis, Michael Křížek in 20th International Probabilistic Workshop (2024)

  2. No Access

    Chapter and Conference Paper

    Co** with Depression

    Depression is a severe mood disorder that is frequent in the population and can negatively affect several aspects of life. This article summarizes the essential facts about depression, like frequent symptoms, ...

    Lukáš Novák, Miroslav Macík, Božena Mannová in Design for Equality and Justice (2024)

  3. No Access

    Chapter and Conference Paper

    Surrogate Modeling for Stochastic Assessment of Engineering Structures

    In many engineering problems, the response function such as the strain or stress field of the structure, its load-bearing capacity, deflection, etc., comes from a finite element method discretization and is th...

    David Lehký, Lukáš Novák in Machine Learning, Optimization, and Data Science (2023)

  4. No Access

    Chapter and Conference Paper

    Sensitivity Analysis of Engineering Structures Utilizing Artificial Neural Networks and Polynomial Chaos Expansion

    This paper is focused on sensitivity analysis of engineering structures using surrogate models. Two different techniques for surrogate modeling are utilized in order to obtain various sensitivity measures of q...

    Lukáš Novák, David Lehký in Machine Learning, Optimization, and Data Science (2023)

  5. Article

    Open Access

    Arginine deiminase pathway enzymes: evolutionary history in metamonads and other eukaryotes

    Multiple prokaryotic lineages use the arginine deiminase (ADI) pathway for anaerobic energy production by arginine degradation. The distribution of this pathway among eukaryotes has been thought to be very lim...

    Lukáš Novák, Zuzana Zubáčová, Anna Karnkowska, Martin Kolisko in BMC Evolutionary Biology (2016)