Kevin Carlberg

Kevin Carlberg, Ph.D. Department of Aeronautics & Astronautics Stanford University Adviser: Professor Charbel Farhat Lab: Farhat Research Group Now at Sandia National Laboratories (new website)

Contact

ktcarlb@sandia.gov
7011 East Ave, MS 9159, Livermore, CA 94550
phone: 925.294.6677
fax: 925.294.2234

Education

• 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

Publications

• K. Carlberg. Model Reduction of Nonlinear Mechanical Systems via Optimal Projection and Tensor Approximation, Ph.D. thesis, Stanford University, 2011. (link)

Journal

• 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)

Conference (refereed)

• 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)

Talks

• 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)

Posters

• 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)

Teaching

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)