Design optimization using hyper-reduced-order models

The GNAT method for nonlinear model reduction: Effective implementation and application to computational fluid dynamics and turbulent flows

(2013) Kevin Carlberg et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Accelerating Optimization of Parametric Linear Systems by Model Order Reduction

(2013) Yao Yue et al.   SIAM JOURNAL ON OPTIMIZATION

Efficient surrogate construction by combining response surface methodology and reduced order modeling

(2013) Christian Gogu et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Nonlinear model order reduction based on local reduced-order bases

(2012) David Amsallem et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Enhanced POD projection basis with application to shape optimization of car engine intake port

(2012) Manyu Xiao et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

An Online Method for Interpolating Linear Parametric Reduced-Order Models

(2011) David Amsallem et al.   SIAM JOURNAL ON SCIENTIFIC COMPUTING

A low-cost, goal-oriented ‘compact proper orthogonal decomposition’ basis for model reduction of static systems

(2010) Kevin Carlberg et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Efficient non-linear model reduction via a least-squares Petrov-Galerkin projection and compressive tensor approximations

(2010) Kevin Carlberg et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Nonlinear Model Reduction via Discrete Empirical Interpolation

(2010) Saifon Chaturantabut et al.   SIAM JOURNAL ON SCIENTIFIC COMPUTING

Reduced-order models for parameter dependent geometries based on shape sensitivity analysis

(2009) A. Hay et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Recent advances in surrogate-based optimization

(2009) Alexander I.J. Forrester et al.   PROGRESS IN AEROSPACE SCIENCES

Parametric Reduced-Order Models for Probabilistic Analysis of Unsteady Aerodynamic Applications

(2008) T. Bui-Thanh et al.   AIAA JOURNAL

Interpolation Method for Adapting Reduced-Order Models and Application to Aeroelasticity

(2008) D. Amsallem et al.   AIAA JOURNAL

Missing Point Estimation in Models Described by Proper Orthogonal Decomposition

(2008) Patricia Astrid et al.   IEEE TRANSACTIONS ON AUTOMATIC CONTROL

A multi-point reduced-order modeling approach of transient structural dynamics with application to robust design optimization

(2008) G. Weickum et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION