Model based parameter estimation : theory and applications /

Model based parameter estimation : theory and applications /

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Bibliographic Details
Imprint:Berlin ; New York : Springer, c2013.
Description:1 online resource.
Language:English
Series:Contributions in mathematical and computational sciences, 2191-303X ; v.4
Contributions in Mathematical and Computational Sciences ; v.4.
Subject:
Parameter estimation.
Differential equations.
Simulation methods.
Differential equations.
Parameter estimation.
Simulation methods.
Format: E-Resource Book
URL for this record:http://pi.lib.uchicago.edu/1001/cat/bib/9850022
Hidden Bibliographic Details
Other authors / contributors:Bock, Hans Georg.
ISBN:9783642303678 (electronic bk.)
3642303676 (electronic bk.)
9783642303661
Summary: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:
  • Parameter Estimation and Optimum Experimental Design for Differential Equation Models / Hans Georg Bock, Stefan Körkel, Johannes P. Schlöder
  • Adaptive Finite Element Methods for Parameter Identification Problems / Boris Vexler
  • Gauss-Newton Methods for Robust Parameter Estimation / Tanja Binder, Ekaterina Kostina
  • An Optimal Scanning Sensor Activation Policy for Parameter Estimation of Distributed Systems / Dariusz Uciński
  • Interaction Between Experiment, Modeling and Simulation of Spatial Aspects in the JAK2/STAT5 Signaling Pathway / Elfriede Friedmann, Andrea C. Pfeifer, Rebecca Neumann
  • The Importance and Challenges of Bayesian Parameter Learning in Systems Biology / Johanna Mazur, Lars Kaderali
  • Experiment Setups and Parameter Estimation in Fluorescence Recovery After Photobleaching Experiments: A Review of Current Practice / J. Beaudouin, Mario S. Mommer, Hans Georg Bock
  • Drug Resistance in Infectious Diseases: Modeling, Parameter Estimation and Numerical Simulation / Le Thi Thanh An, Willi Jäger
  • Mathematical Models of Hematopoietic Reconstitution After Stem Cell Transplantation / Anna Marciniak-Czochra, Thomas Stiehl
  • Combustion Chemistry and Parameter Estimation / Marc Fischer, Uwe Riedel
  • Numerical Simulation of Catalytic Reactors by Molecular-Based Models / Olaf Deutschmann, Steffen Tischer
  • Model-Based Design of Experiments for Estimating Heat-Transport Parameters in Tubular Reactors / Alexander Badinski, Daniel Corbett
  • Parameter Estimation for a Reconstructed SOFC Mixed-Conducting LSCF-Cathode / Thomas Carraro, Jochen Joos
  • An Application of Robust Parameter Estimation in Environmental Physics / Alexandra G. Herzog, Felix R. Vogel
  • Parameter Estimation in Image Processing and Computer Vision / Christoph S. Garbe, Björn Ommer.

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