Model Based Parameter Estimation

Theory and Applications

  • Hans Georg Bock
  • Thomas Carraro
  • Willi Jäger
  • Stefan Körkel
  • Rolf Rannacher
  • Johannes P. Schlöder
Part of the Contributions in Mathematical and Computational Sciences book series (CMCS, volume 4)

Table of contents

  1. Front Matter
    Pages i-x
  2. Hans Georg Bock, Stefan Körkel, Johannes P. Schlöder
    Pages 1-30
  3. Tanja Binder, Ekaterina Kostina
    Pages 55-87
  4. Elfriede Friedmann, Andrea C. Pfeifer, Rebecca Neumann, Ursula Klingmüller, Rolf Rannacher
    Pages 125-143
  5. Marc Fischer, Uwe Riedel
    Pages 207-226
  6. Olaf Deutschmann, Steffen Tischer
    Pages 227-250
  7. Alexandra G. Herzog, Felix R. Vogel
    Pages 287-309
  8. Christoph S. Garbe, Björn Ommer
    Pages 311-334

About this book

Introduction

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.

Keywords

dynamic process models modeling of processes in natural and life sciences optimal experimental design parameter estimation

Editors and affiliations

  • Hans Georg Bock
    • 1
  • Thomas Carraro
    • 2
  • Willi Jäger
    • 3
  • Stefan Körkel
    • 4
  • Rolf Rannacher
    • 5
  • Johannes P. Schlöder
    • 6
  1. 1.Interdisciplinary Center for Scientific, Computing (IWR)Heidelberg UniversityHeidelbergGermany
  2. 2.Institute for Applied MathematicsHeidelberg UniversityHeidelbergGermany
  3. 3.Interdisciplinary Center for Scientific, Computing (IWR)Heidelberg UniversityHeidelbergGermany
  4. 4.Interdisciplinary Center for, Scientific Computing (IWR)Heidelberg UniversityHeidelbergGermany
  5. 5.Institute for Applied MathematicsHeidelberg UniversityHeidelbergGermany
  6. 6.Interdisciplinary Center for Scientific, Computing (IWR)Heidelberg UniversityHeidelbergGermany

Bibliographic information

  • DOI https://doi.org/10.1007/978-3-642-30367-8
  • Copyright Information Springer-Verlag Berlin Heidelberg 2013
  • Publisher Name Springer, Berlin, Heidelberg
  • eBook Packages Mathematics and Statistics
  • Print ISBN 978-3-642-30366-1
  • Online ISBN 978-3-642-30367-8
  • Series Print ISSN 2191-303X
  • Series Online ISSN 2191-3048
  • About this book