World's Best Scientists 2026 revealed!

D-Index & Metrics

Engineering and Technology

D-Index
61
Citations
14042
World Ranking
2034
National Ranking
29

Overview

Christian Soize is a researcher affiliated with Université Gustave Eiffel in France. Their research focuses primarily on engineering and computer science, with significant contributions to subfields such as statistics, probability and uncertainty, artificial intelligence, mechanics of materials, civil and structural engineering, and statistical and nonlinear physics.

The main topics of Soize's work include probabilistic and robust engineering design, model reduction and neural networks, Gaussian processes and Bayesian inference, composite material mechanics, structural health monitoring techniques, acoustic wave phenomena research, and advanced mathematical modeling in engineering.

Soize has coauthored frequently with several scholars, including Roger Ghanem, Guillaume Perrin, Gabriele La Valle, Christophe Desceliers, and Christine Fünfschilling.

The researcher has published extensively in various venues, with a notable concentration of output in:

  • Computer Methods in Applied Mechanics and Engineering
  • arXiv (Cornell University)
  • Computational Mechanics
  • SSRN Electronic Journal
  • International Journal for Numerical Methods in Engineering

Recent publications by Christian Soize illustrate their work on probabilistic learning and uncertainty quantification. Selected papers include:

  • "Probabilistic learning on manifolds constrained by nonlinear partial differential equations for small datasets," 2021, Computer Methods in Applied Mechanics and Engineering
  • "Probabilistic learning and updating of a digital twin for composite material systems," 2020, International Journal for Numerical Methods in Engineering
  • "COMPUTATION OF SOBOL INDICES IN GLOBAL SENSITIVITY ANALYSIS FROM SMALL DATA SETS BY PROBABILISTIC LEARNING ON MANIFOLDS," 2020, International Journal for Uncertainty Quantification
  • "Sensitivity of a homogeneous and isotropic second-gradient continuum model for particle-based materials with respect to uncertainties," 2023, ZAMM - Journal of Applied Mathematics and Mechanics / Zeitschrift für Angewandte Mathematik und Mechanik
  • "An overview on uncertainty quantification and probabilistic learning on manifolds in multiscale mechanics of materials," 2023, Mathematics and Mechanics of Complex Systems

Best Publications

  • Physical Systems with Random Uncertainties: Chaos Representations with Arbitrary Probability Measure

    Christian Soize;Roger Ghanem

  • A nonparametric model of random uncertainties for reduced matrix models in structural dynamics

    Christian Soize

  • Structural Acoustics and Vibration: Mechanical Models, Variational Formulations and Discretization

    Christian Soize;Roger Ohayon

  • Maximum entropy approach for modeling random uncertainties in transient elastodynamics.

    Christian Soize

  • Random matrix theory for modeling uncertainties in computational mechanics

    Christian Soize

  • The Fokker-Planck Equation for Stochastic Dynamical Systems and Its Explicit Steady State Solutions

    Christian Soize

  • A comprehensive overview of a non-parametric probabilistic approach of model uncertainties for predictive models in structural dynamics

    Christian Soize

  • Structural Acoustics and Vibration

    Roger Ohayon;Christian Soize

  • Non-linear dynamics of a drill-string with uncertain model of the bit-rock interaction

    T.G. Ritto;Christian Soize;R. Sampaio

  • Non-Gaussian positive-definite matrix-valued random fields for elliptic stochastic partial differential operators

    Christian Soize

  • A model and numerical method in the medium frequency range for vibroacoustic predictions using the theory of structural fuzzy

    Christian Soize

  • Stochastic reduced order models for uncertain geometrically nonlinear dynamical systems

    Marc P. Mignolet;Christian Soize

  • Stochastic modeling of uncertainties in computational structural dynamics—Recent theoretical advances

    Christian Soize

  • Maximum likelihood estimation of stochastic chaos representations from experimental data

    Christophe Desceliers;Roger Ghanem;Christian Soize

  • Mathematics of random phenomena : random vibrations of mechanical structures

    Paul Krée;Christian Soize

  • Non-Gaussian simulation using Hermite polynomial expansion: convergences and algorithms

    Bénédicte Puig;Fabrice Poirion;Christian Soize

  • Structural-acoustic modeling of automotive vehicles in presence of uncertainties and experimental identification and validation.

    Jean-François Durand;Christian Soize;Laurent Gagliardini

  • Random matrix theory and non-parametric model of random uncertainties in vibration analysis

    Christian Soize

  • Construction of probability distributions in high dimension using the maximum entropy principle: Applications to stochastic processes, random fields and random matrices

    Christian Soize

  • Stochastic Models of Uncertainties in Computational Mechanics

    Christian Soize

Frequent Co-Authors

Roger Ohayon
Roger Ohayon Conservatoire National des Arts et Métiers
Roger Ghanem
Roger Ghanem University of Southern California
Guillaume Haiat
Guillaume Haiat Centre national de la recherche scientifique, CNRS
Maryline Talmant
Maryline Talmant Université Paris Cité
Charbel Farhat
Charbel Farhat Stanford University
Julien Yvonnet
Julien Yvonnet Gustave Eiffel University
Djimedo Kondo
Djimedo Kondo Sorbonne University
Christophe Binetruy
Christophe Binetruy École Centrale de Nantes
Gerhart I. Schuëller
Gerhart I. Schuëller University of Innsbruck
Habib N. Najm
Habib N. Najm Sandia National Laboratories

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