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CSE-879 Model Order Reduction
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Campus
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RCMS
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Programs
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PG
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Session
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Spring Semester 2017
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Course Title
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Model Order Reduction
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Course Code
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CSE-879
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Credit Hours
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3-0
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Pre-Requisutes
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Course Objectives
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Detail Content
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- Basics of linear systems
- Solving matrix equations.
- Model reduction methods for linear and nonlinear systems:
- Modal truncation (eigenvalue-based methods),
- Balanced truncation (SVD-based methods),
- Pade approximation / rational interpolation (Krylov subspace based methods),
- Proper orthogonal decomposition (POD),
- Reduced basis method.
- Applications of model reduction.
- Model reduction for parametric systems.
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Text/Ref Books
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- A.C. Antoulas: Approximation of Large-Scale Dynamical Systems, SIAM, Philadelphia, 2005.
- P. Benner, V. Mehrmann, D.C. Sorensen: Dimension Reduction of Large-Scale Systems, Springer-Verlag, Berlin/Heidelberg, June 2005.
- P. Benner: Numerical Linear Algebra for Model Reduction in Control and Simulation, GAMM Mitteilungen, 2006.
- G. Obinata, B.D.O. Anderson: Model Reduction for Control System Design, Springer-Verlag, 2000.
- W.H. Schilders, H.A. van der Vorst, J. Rommes Model Order Reduction: Theory, Research Aspects and Applications, Springer-Verlag, 2008.
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Time Schedule
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Spring Semester 2017
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Faculty/Resource Person
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Dr Mian Ilyas Ahmad
PhD (Imperial College London (UK))
Discipline: Electrical & Electronics Engg
Specialization: Control Systems
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