Title Dynamic Systems Models : New Methods of Parameter and State Estimation Author(s) Boguslavskiy, Josif A;Borodovsky, Mark Publication Cham, Springer International Publishing, 2016. Description XX, 201 p : online resource Abstract Note This monograph is an exposition of a novel method for solving inverse problems, a method of parameter estimation for time series data collected from simulations of real experiments. These time series might be generated by measuring the dynamics of aircraft in flight, by the function of a hidden Markov model used in bioinformatics or speech recognition or when analyzing the dynamics of asset pricing provided by the nonlinear models of financial mathematics. Dynamic Systems Models demonstrates the use of algorithms based on polynomial approximation which have weaker requirements than already-popular iterative methods. Specifically, they do not require a first approximation of a root vector and they allow non-differentiable elements in the vector functions being approximated. The text covers all the points necessary for the understanding and use of polynomial approximation from the mathematical fundamentals, through algorithm development to the application of the method in, for instance, aeroplane flight dynamics or biological sequence analysis. The technical material is illustrated by the use of worked examples and methods for training the algorithms are included. Dynamic Systems Models provides researchers in aerospatial engineering, bioinformatics and financial mathematics (as well as computer scientists interested in any of these fields) with a reliable and effective numerical method for nonlinear estimation and solving boundary problems when carrying out control design. It will also be of interest to academic researchers studying inverse problems and their solution ISBN,Price 9783319040363 Keyword(s) 1. Aerospace engineering 2. Aerospace Technology and Astronautics 3. Applications of Nonlinear Dynamics and Chaos Theory 4. ASTRONAUTICS 5. EBOOK 6. EBOOK - SPRINGER 7. Economics, Mathematical?? 8. IMAGE PROCESSING 9. Mathematical Modeling and Industrial Mathematics 10. MATHEMATICAL MODELS 11. Quantitative Finance 12. SIGNAL PROCESSING 13. Signal, Image and Speech Processing 14. Speech processing systems 15. STATISTICAL PHYSICS Item Type eBook Multi-Media Links Please Click here for eBook Circulation Data Accession#   Call# Status Issued To Return Due On Physical Location I10444     On Shelf