Volume 40, Issue 11 No AccessBalanced Model Reduction via the Proper Orthogonal DecompositionK. Willcox and J. PeraireK. Willcox Massachusetts Institute of Technology, Cambridge, Massachusetts 02139Search for more papers by this author and J. Peraire Massachusetts Institute of Technology, Cambridge, Massachusetts 02139Search for more papers by this authorPublished Online:17 May 2012https://doi.org/10.2514/2.1570SectionsRead Now ToolsAdd to favoritesDownload citationTrack citations ShareShare onFacebookTwitterLinked InRedditEmail About Previous article Next article FiguresReferencesRelatedDetailsSee PDF for referencesCited byState Residualisation and Kron Reduction for Model Order Reduction of Energy Systems29 May 2023 | Applied Sciences, Vol. 13, No. 11Proper orthogonal descriptors for efficient and accurate interatomic potentialsJournal of Computational Physics, Vol. 480Nonintrusive Aerodynamic Shape Optimisation with a POD-DEIM Based Trust Region Method17 May 2023 | Aerospace, Vol. 10, No. 5Incorporation of market signals for the optimal design of post combustion carbon capture systemsApplied Energy, Vol. 337Digital twins for electro-physical, chemical, and photonic processesCIRP Annals, Vol. 124Model reduction for the material point method via an implicit neural representation of the deformation mapJournal of Computational Physics, Vol. 478A new approach to proper orthogonal decomposition with difference quotients20 February 2023 | Advances in Computational Mathematics, Vol. 49, No. 2Data-driven modal decomposition methods as feature detection techniques for flow problems: a critical assessment14 March 2023 | Physics of FluidsNumerical Simulation and Experimental Verification of Wind Field Reconstruction Based on PCA and QR Pivoting24 February 2023 | Applied Sciences, Vol. 13, No. 5A reduced order modeling approach with Petrov–Galerkin projection based on hybrid snapshot simulation in Semilinear-PDEsJournal of Computational Science, Vol. 67The method of forced probabilities: a computation trick for Bayesian model evidence23 November 2022 | Computational Geosciences, Vol. 27, No. 1Globally supported surrogate model based on support vector regression for nonlinear structural engineering applications31 October 2022 | Archive of Applied Mechanics, Vol. 93, No. 2The balanced proper orthogonal decomposition applied to a class of frequency-dependent damped structuresMechanical Systems and Signal Processing, Vol. 185A reduced order model for the finite element approximation of eigenvalue problemsComputer Methods in Applied Mechanics and Engineering, Vol. 404A Data-Driven Modeling Approach for Rotorcraft Store SeparationNicholas Peters, John A. 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Velazquez 30 April 2012 | AIAA Journal, Vol. 48, No. 9Towards Real-Time Computational-Fluid-Dynamics-Based Aeroelastic Computations Using a Database of Reduced-Order Information David Amsallem , Julien Cortial and Charbel Farhat 30 April 2012 | AIAA Journal, Vol. 48, No. 9When is the discretization of a spatially distributed system good enough for control?Automatica, Vol. 46, No. 9A note on model reduction by moment matching for nonlinear systemsIFAC Proceedings Volumes, Vol. 43, No. 14Optimality of Balanced Proper Orthogonal Decomposition for Data ReconstructionNumerical Functional Analysis and Optimization, Vol. 31, No. 7Model reduction by the Modal Identification Method in forced convection: Application to a heated flow over a backward-facing stepInternational Journal of Thermal Sciences, Vol. 49, No. 8Snapshot selection for groundwater model reduction using proper orthogonal decomposition24 August 2010 | Water Resources Research, Vol. 46, No. 8Compact Modeling of Nonlinear Analog Circuits Using System Identification via Semidefinite Programming and Incremental Stability CertificationIEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, Vol. 29, No. 8SPARE—A Scalable Algorithm for Passive, Structure Preserving, Parameter-Aware Model Order ReductionIEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, Vol. 29, No. 6A note on POD model reduction methods for DAEsMathematical and Computer Modelling of Dynamical Systems, Vol. 16, No. 2Dynamics and Control of Global Instabilities in Open-Flows: A Linearized Approach27 April 2010 | Applied Mechanics Reviews, Vol. 63, No. 3Reduced Order Modeling of Transonic Flutter and Limit Cycle Oscillations Using the Pruned Volterra SeriesMaciej Balajewicz26 June 2012Statistical analysis of large on-chip power grid networks by variational reduction schemeIntegration, Vol. 43, No. 2Mean field representation of the natural and actuated cylinder wakePhysics of Fluids, Vol. 22, No. 3Using Automatic Differentiation to Create a Nonlinear Reduced-Order-Model Aerodynamic Solver Jeffrey P. 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S. Lorente , J. M. Vega and A. Velazquez 22 May 2012 | Journal of Aircraft, Vol. 45, No. 5Reduced Basis Approximation and a Posteriori Error Estimation for Affinely Parametrized Elliptic Coercive Partial Differential Equations21 May 2008 | Archives of Computational Methods in Engineering, Vol. 15, No. 3Optimal control of diffusion-convection-reaction processes using reduced-order modelsComputers & Chemical Engineering, Vol. 32, No. 9Model Reduction of Input-Output Dynamical Systems by Proper Orthogonal DecompositionArthur Or, Jason Speyer and Henry Carlson15 June 2012Interpolation Method for Adapting Reduced-Order Models and Application to Aeroelasticity David Amsallem and Charbel Farhat 2 May 2012 | AIAA Journal, Vol. 46, No. 7Dynamics Of Axially Dispersed Reactors24 June 2008 | Industrial & Engineering Chemistry Research, Vol. 47, No. 14Input-Output Analysis and Control Applied to Spatially Developing Shear FlowsDan Henningson, E. Akervik, L. Brandt and S. 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Applications Using Balanced Proper Orthogonal DecompositionTan Bui-Thanh and Karen Willcox19 June 2012Fourier Series for Accurate, Stable, Reduced-Order Models in Large-Scale Linear ApplicationsSIAM Journal on Scientific Computing, Vol. 26, No. 3Segregation by primary phase factorsUnsteady Flow Sensing and Estimation via the Gappy Proper Orthogonal DecompositionKaren Willcox20 June 2012Reduced-order modeling: new approaches for computational physicsProgress in Aerospace Sciences, Vol. 40, No. 1-2Optimal reduced dimensional representation of classical molecular dynamicsThe Journal of Chemical Physics, Vol. 119, No. 11Fourier Series for Accurate, Stable, Reduced-Order Models for Linear CFD ApplicationsKaren Willcox and Alexandre Megretski25 June 2012A parametric analysis of reduced order models of viscous flows in turbomachineryJournal of Fluids and Structures, Vol. 17, No. 7Creating compact models of complex electronic systems: an overview and suggested use of existing model reduction and experimental system identification toolsIEEE Transactions on Components and Packaging Technologies, Vol. 26, No. 1MACROMODEL GENERATION FOR BIOMEMS COMPONENTS USING A STABILIZED BALANCED TRUNCATION PLUS TRAJECTORY PIECEWISE LINEAR APPROACHProper Orthogonal Decomposition Surrogate Models for Nonlinear Dynamical Systems: Error Estimates and Suboptimal ControlAn Optimization Frame work for Goal-Oriented, Model-Based Reduction of Large-Scale SystemsA more reliable reduction algorithm for behavioral model extraction What's Popular Volume 40, Number 11November 2002 Crossmark TopicsApplied MathematicsArtificial IntelligenceComputing and InformaticsComputing, Information, and CommunicationData ProcessingData ScienceGeneral PhysicsMachine LearningSignal Processing KeywordsFrequency DomainNonlinear SystemsTwo Dimensional AirfoilHankel Singular ValueState Space SystemsNumerical ModelingKernel FunctionsTurbomachineryLift ForcesComputingPDF Published online17 May 2012