An Adaptive ANOVA|Based Data|Driven Stochastic Method for ...

An adaptive ANOVA-based data-driven stochastic method for elliptic ...

Keywords: Analysis of variance, stochastic partial differential equations, data-driven methods,. Karhunen-Loeve expansion, uncertainty quantification, model ...

An Adaptive ANOVA-Based Data-Driven Stochastic Method for ...

Our new method integrates the advantages of both the adaptive ANOVA decomposition technique and the data-driven stochastic method. To handle high ...

An Adaptive ANOVA-Based Data-Driven Stochastic Method ... - DTIC

Abstract. Generalized polynomial chaos (gPC) methods have been successfully applied to various stochastic problems in many physical and engineering fields.

An Adaptive ANOVA-Based Data-Driven Stochastic Method for ...

An adaptive ANOVA strategy is also provided to further reduce the number of the stochastic subproblems and speed up our method. To demonstrate the accuracy and ...

An Adaptive ANOVA-Based Data-Driven Stochastic Method for ...

vantages of both the adaptive ANOVA decomposition technique and the data-driven stochastic method. To handle high-dimensional stochastic problems, we ...

Adaptive ANOVA-Based Data-Driven Stochastic Method for Elliptic ...

In this paper, we present an adaptive, analysis of variance (ANOVA)-based data-driven stochastic method (ANOVA-DSM) to study the stochastic partial differential ...

UQ14 - MS79-4 - An Adaptive ANOVA-based Data-driven Stochastic ...

UQ14 - MS79-4 - An Adaptive ANOVA-based Data-driven Stochastic Method for Elliptic PDE with Random Coefficients (PDF).

[PDF] An adaptive ANOVA-based data-driven stochastic method for ...

This paper presents an adaptive, analysis of variance (ANOVA)-based data-driven stochastic method (ANVA-DSM) to study the stoChastic partial differential ...

UQ14 - MS79-4 - An Adaptive ANOVA-based Data-driven Stochastic ...

SIAM · UQ14 - MS79-4 - An Adaptive ANOVA-based Data-driven Stochastic Method for Elliptic PDE with Random Coefficients.

(PDF) An adaptive ANOVA-based data-driven stochastic method for ...

(DOI: 10.4208/CICP.270913.020414A) In this paper, we present an adaptive, analysis of variance (ANOVA)-based data-driven stochastic method (ANOVA-DSM) to ...

An Adaptive ANOVA-Based Data-Driven Stochastic Method for ...

Article on An Adaptive ANOVA-Based Data-Driven Stochastic Method for Elliptic PDEs with Random Coefficient, published in Communications in Computational ...

An Adaptive ANOVA-Based Data-Driven Stochastic Method for ...

the adaptive ANOVA decomposition technique and the data-driven stochastic method. To handle high-dimensional stochastic problems, we investigate the use of ...

An Adaptive Algorithm Based on Stochastic Discontinuous Galerkin ...

In this paper, we propose an adaptive approach, based on mesh refinement or parametric enrichment with polynomial degree adaption, for numerical solution of ...

An adaptive probabilistic data-driven methodology for prognosis of ...

The degradation process of a composite structure is a nonlinear and time-varying dynamic process of stochastic nature. In that case, the model- ...

Application of adaptive ANOVA and reduced basis methods to the ...

... stochastic collocation method for partial differential equations with random input data. SIAM J. Numer. Anal. 46, 2309–2345 (2008). https ...

An adaptive method for solving stochastic equations based on ...

An adaptive collocation-based surrogate model is developed for the solution of equations with random coefficients, referred to as stochastic equations.

[2409.01955] Adaptive Stochastic Predictive Control from Noisy Data

The proposed method handles all uncertainties stochastically by employing an online adaptive sampling-based approximation of chance constraints.

Data-Driven Direct Adaptive Risk-Sensitive Control of Stochastic ...

The authors propose a data-driven direct adaptive control law based on the adaptive dynamic programming (ADP) algorithm for continuous-time stochastic linear ...

An adaptive ANOVA-based data-driven stochastic method for elliptic ...

Read & Download PDF An adaptive ANOVA-based data-driven stochastic method for elliptic PDE with random coefficient Free, Update the latest version with ...

A few-shot identification method for stochastic dynamical systems ...

Neural networks are popular data-driven modeling tools that come with high data collection costs. This paper proposes a residual-based ...