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AuthorKalaba, Robert. author
TitleControl, Identification, and Input Optimization [electronic resource] / by Robert Kalaba, Karl Spingarn
ImprintBoston, MA : Springer US, 1982
Connect tohttp://dx.doi.org/10.1007/978-1-4684-7662-0
Descript XII, 442 p. online resource

SUMMARY

This book is a self-contained text devoted to the numerical determination of optimal inputs for system identification. It presents the current state of optimal inputs with extensive background material on optimization and system identification. The field of optimal inputs has been an area of considerable research recently with important advances by R. Mehra, G. c. Goodwin, M. Aoki, and N. E. Nahi, to name just a few eminent inยญ vestigators. The authors' interest in optimal inputs first developed when F. E. Yates, an eminent physiologist, expressed the need for optimal or preferred inputs to estimate physiological parameters. The text assumes no previous knowledge of optimal control theory, numerical methods for solving two-point boundary-value problems, or system identification. As such it should be of interest to students as well as researchers in control engineering, computer science, biomedical enยญ gineering, operations research, and economics. In addition the sections on beam theory should be of special interest to mechanical and civil enยญ gineers and the sections on eigenvalues should be of interest to numerical analysts. The authors have tried to present a balanced viewpoint; however, primary emphasis is on those methods in which they have had first-hand experience. Their work has been influenced by many authors. Special acknowledgment should go to those listed above as well as R. Bellman, A. Miele, G. A. Bekey, and A. P. Sage. The book can be used for a two-semester course in control theory, system identification, and optimal inputs


CONTENT

I. Introduction -- 1. Introduction -- II. Optimal Control and Methods for Numerical Solutions -- 2. Optimal Control -- 3. Numerical Solutions for Linear Two-Point Boundary-Value Problems. -- 4. Numerical Solutions for Nonlinear Two-Point Boundary-Value Problems -- III. System Identification -- 5. Gauss-Newton Method for System Identification -- 6. Quasilinearization Method for System Identification -- 7. Applications of System Identification -- IV. Optimal Inputs for System Identification -- 8. Optimal Inputs -- 9. Additional Topics for Optimal Inputs -- 10. Applications of Optimal Inputs -- V. Computer Programs -- 11. Computer Programs for the Solution of Boundary-Value and Identification Problems -- References -- Author Index


Mathematics Calculus of variations Mathematics Calculus of Variations and Optimal Control; Optimization



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