Editors:
- Overview of state-of-the-art methods for model based parameter estimation
- Applications for several scientific disciplines: biology, medicine, chemistry, electrochemistry, environmental physics, image processing and computer vision
- Parameter estimation is a key feature of computational modelling ?
- Includes supplementary material: sn.pub/extras
Part of the book series: Contributions in Mathematical and Computational Sciences (CMCS, volume 4)
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Table of contents (15 chapters)
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Front Matter
About this book
This judicious selection of articles combines mathematical and numerical methods to apply parameter estimation and optimum experimental design in a range of contexts. These include fields as diverse as biology, medicine, chemistry, environmental physics, image processing and computer vision. The material chosen was presented at a multidisciplinary workshop on parameter estimation held in 2009 in Heidelberg. The contributions show how indispensable efficient methods of applied mathematics and computer-based modeling can be to enhancing the quality of interdisciplinary research.
The use of scientific computing to model, simulate, and optimize complex processes has become a standard methodology in many scientific fields, as well as in industry. Demonstrating that the use of state-of-the-art optimization techniques in a number of research areas has much potential for improvement, this book provides advanced numerical methods and the very latest results for the applications under consideration.
Editors and Affiliations
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Interdisciplinary Center for Scientific, Computing (IWR), Heidelberg University, Heidelberg, Germany
Hans Georg Bock, Willi Jäger, Johannes P. Schlöder
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Institute for Applied Mathematics, Heidelberg University, Heidelberg, Germany
Thomas Carraro, Rolf Rannacher
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Interdisciplinary Center for, Scientific Computing (IWR), Heidelberg University, Heidelberg, Germany
Stefan Körkel
Bibliographic Information
Book Title: Model Based Parameter Estimation
Book Subtitle: Theory and Applications
Editors: Hans Georg Bock, Thomas Carraro, Willi Jäger, Stefan Körkel, Rolf Rannacher, Johannes P. Schlöder
Series Title: Contributions in Mathematical and Computational Sciences
DOI: https://doi.org/10.1007/978-3-642-30367-8
Publisher: Springer Berlin, Heidelberg
eBook Packages: Mathematics and Statistics, Mathematics and Statistics (R0)
Copyright Information: Springer-Verlag Berlin Heidelberg 2013
Hardcover ISBN: 978-3-642-30366-1Published: 05 March 2013
Softcover ISBN: 978-3-642-44076-2Published: 07 March 2015
eBook ISBN: 978-3-642-30367-8Published: 26 February 2013
Series ISSN: 2191-303X
Series E-ISSN: 2191-3048
Edition Number: 1
Number of Pages: X, 334
Number of Illustrations: 57 b/w illustrations, 26 illustrations in colour
Topics: Ordinary Differential Equations, Partial Differential Equations, Numerical Analysis, Computational Science and Engineering, Mathematical Modeling and Industrial Mathematics, Calculus of Variations and Optimal Control; Optimization