Contributions in Mathematical and Computational Sciences

Model Based Parameter Estimation

Theory and Applications

Editors: Bock, H.G., Carraro, Th., Jäger, W., Körkel, S., Rannacher, R., Schlöder, J. (Eds.)

  • 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 ​
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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.

Table of contents (15 chapters)

  • Parameter Estimation and Optimum Experimental Design for Differential Equation Models

    Bock, Hans Georg (et al.)

    Pages 1-30

  • Adaptive Finite Element Methods for Parameter Identification Problems

    Vexler, Boris

    Pages 31-54

  • Gauss–Newton Methods for Robust Parameter Estimation

    Binder, Tanja (et al.)

    Pages 55-87

  • An Optimal Scanning Sensor Activation Policy for Parameter Estimation of Distributed Systems

    Uciński, Dariusz

    Pages 89-124

  • Interaction Between Experiment, Modeling and Simulation of Spatial Aspects in the JAK2/STAT5 Signaling Pathway

    Friedmann, Elfriede (et al.)

    Pages 125-143

Buy this book

eBook $99.00
price for USA (gross)
  • ISBN 978-3-642-30367-8
  • Digitally watermarked, DRM-free
  • Included format: PDF, EPUB
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $149.00
price for USA
  • ISBN 978-3-642-30366-1
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
Rent the ebook  
  • Rental duration: 1 or 6 month
  • low-cost access
  • online reader with highlighting and note-making option
  • can be used across all devices
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Bibliographic Information

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 Schlöder
Series Title
Contributions in Mathematical and Computational Sciences
Series Volume
4
Copyright
2013
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-642-30367-8
DOI
10.1007/978-3-642-30367-8
Hardcover ISBN
978-3-642-30366-1
Series ISSN
2191-303X
Edition Number
1
Number of Pages
X, 334
Number of Illustrations and Tables
57 b/w illustrations, 26 illustrations in colour
Topics