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Kevin Carlberg, Ph.D. Now at Sandia National Laboratories
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ktcarlb@sandia.gov
7011 East Ave, MS 9159, Livermore, CA 94550
phone: 925.294.6677
fax: 925.294.2234
Ph.D., Aeronautics & Astronautics, Stanford University, September 2011
M.S., Aeronautics & Astronautics, Stanford University, September 2006
B.S., Mechanical Engineering, Washington University in St. Louis, May 2005
K. Carlberg. Model Reduction of Nonlinear Mechanical Systems via Optimal Projection and Tensor Approximation, Ph.D. thesis, Stanford University, 2011. (link)
K. Carlberg and C. Farhat. ‘‘A low-cost, goal-oriented ‘compact proper orthogonal decomposition’ basis for model reduction of static systems,’’ International Journal for Numerical Methods in Engineering, Vol. 86, No. 3, p. 381–402 (2011). (link)
K. Carlberg, C. Bou-Mosleh, and C. Farhat. ‘‘Efficient non-linear model reduction via a least-squares Petrov–Galerkin projection and compressive tensor approximations,’’ International Journal for Numerical Methods in Engineering, Vol. 86, No. 2, p. 155–181 (2011). (link)
D. Amsallem, J. Cortial, K. Carlberg and C. Farhat. ‘‘A method for interpolating on manifolds structural dynamics reduced-order models,’’ International Journal for Numerical Methods in Engineering, Vol. 80, No. 9, p. 1241–1257 (2009). (link)
K. Carlberg, J. Cortial, D. Amsallem, M. Zahr, and C. Farhat. ‘‘The GNAT nonlinear model reduction method and its application to fluid dynamics problems,’’ AIAA Paper 2011-3112, 6th AIAA Theoretical Fluid Mechanics Conference, Honolulu, Hawaii, June 27–30, 2011. (pdf) (slides)
K. Carlberg and C. Farhat. ‘‘An Adaptive POD-Krylov Reduced-Order Model for Structural Optimization,’’ Proceedings of 8th World Congress on Structural and Multidisciplinary Optimization, Lisbon, Portugal, June 1–5, 2009. (pdf) (slides)
K. Carlberg and C. Farhat. ‘‘A Compact Proper Orthogonal Decomposition Basis for Optimization-Oriented Reduced-Order Models,’’ AIAA Paper 2008-5964, 12th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, Victoria, Canada, September 10–12, 2008. (pdf) (slides)
K. Carlberg and C. Farhat, “ The Gauss–Newton with approximated tensors (GNAT) method for nonlinear model reduction,” SUPRI-B Group Seminar, Stanford University, Stanford, CA, June 1, 2011. (slides)
K. Carlberg, D. Amsallem, J. Cortial, C. Bou-Mosleh, and C. Farhat. ‘‘Efficient Model Reduction of Large-Scale Nonlinear Systems in Fluid Dynamics,’’ 2011 SIAM Conference on Computational Science and Engineering, Reno, NV, February 28–March 4, 2011. (slides)
K. Carlberg and C. Farhat. ‘‘Model reduction-based iterative methods for real-time simulation and repeated analyses of mathematical models,’’ Linear Algebra and Optimization Seminar, Stanford, CA, October 28, 2010. (slides)
K. Carlberg and C. Farhat. ‘‘Nonlinear Model Reduction Using Petrov-Galerkin Projection and Data Reconstruction,’’ 2010 SIAM Annual Meeting, Pittsburgh, PA, July 12–16, 2010. (slides)
C. Farhat and K. Carlberg. ‘‘Nonlinear Model Reduction via Petrov-Galerkin Projection and Compressive Tensor-Product Approximation,’’ IV European Conference on Computational Mechanics, Palais des Congres, Paris, France, May 16–21, 2010. (abstract)
R. Stephan and K. Carlberg. ‘‘Gappy Data Reconstruction and Applications in Archaeology,’’ XXXVIII Annual Conference on Computer Applications and Quantitative Methods in Archaeology, Granada, Spain, April 6–9, 2010. (slides) (paper)
K. Carlberg and C. Farhat. ‘‘A Proper Orthogonal Decomposition-Based Augmented Conjugate Gradient Algorithm for Nearby Problems,’’ 2009 SIAM Annual Meeting, Denver, CO, July 6–10, 2009. (slides)
K. Carlberg and C. Farhat. ‘‘An Adaptive POD-Krylov Reduced-Order Modeling Framework for Repeated Analyses Problems,’’ 2009 Joint ASCE-ASME-SES Conference on Mechanics and Materials, Blacksburg, VA, June 24–27, 2009. (slides) (abstract)
K. Carlberg and C. Farhat. ‘‘A POD-Based Iterative Solver for Fast Structural Optimization,’’ Seoul National University-Stanford University Student Joint Workshop, Stanford University, June 18, 2009. (slides)
K. Carlberg and C. Farhat. ‘‘Enhanced Proper Orthogonal Decomposition Snapshots for Design-Oriented Reduced-Order Models,’’ displayed at the 50th Anniversary Symposium and Celebration of the Department of Aeronautics and Astronautics at Stanford University, May 8, 2008. (poster)
Instructor:
Introduction to Engineering Optimization, Stanford University, AHPCRC Summer Institute week-long course (Summer 2009, Summer 2010)
Teaching assistant:
Large-Scale Numerical Optimization (CME 338), Stanford University (Spring 2010)
Mechanics of Deformable Bodies (ME 241), Washington University in St. Louis (Fall 2004, Spring 2005)