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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Pare, P.E. Wilson, A.T. Transtrum, M.K. Warnick, S.C. |
| Copyright Year | 2015 |
| Description | Author affiliation: Univ. of Illinois at Urbana-Champaign, Champaign, IL, USA (Pare, P.E.) || Brigham Young Univ., Provo, UT, USA (Wilson, A.T.; Transtrum, M.K.; Warnick, S.C.) |
| Abstract | This paper demonstrates that both Balanced Truncation and Balanced Singular Perturbation Approximations can be viewed as limiting approximations of the same parameterization of Linear Time Invariant (LTI) systems. First, we introduce a specific parameterization of LTI systems that distinguishes dynamic and structural parameters. Next, we apply the Model Boundary Approximation Method (MBAM) [1] to particular parameters to achieve different approximations. This unified view of these popular model reduction techniques, which themselves can result in quite different approximations, illustrates that each approximation corresponds to a particular boundary element on a manifold, the “model manifold,” which is associated with the specific choice of model parameterization and is embedded in a sample space of measured outputs. |
| Starting Page | 1989 |
| Ending Page | 1994 |
| File Size | 486146 |
| Page Count | 6 |
| File Format | |
| e-ISBN | 9781479986842 |
| DOI | 10.1109/ACC.2015.7171025 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2015-07-01 |
| Publisher Place | USA |
| Access Restriction | Subscribed |
| Rights Holder | American Automatic Control Council(AACC) |
| Subject Keyword | Approximation methods Manifolds Mathematical model Reduced order systems Measurement Linear systems Biological system modeling |
| Content Type | Text |
| Resource Type | Article |
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