Model Based Parameter Estimation
Subtitle: Theory and Applications
By: edited by Hans Georg Bock, Thomas Carraro, Willi Jäger, Stefan Körkel, Rolf Rannacher, Johannes P. Schlöder
Contributors: Carraro, Thomas; Jäger, Willi; Körkel, Stefan; Rannacher, Rolf; Schlöder, Johannes P.; SpringerLink (Online service)
Series: Contributions in Mathematical and Computational Sciences -- 4
Publisher: Springer Berlin Heidelberg; Imprint: Springer
Published: 2013
Place of publication: Berlin, Heidelberg
Language: eng
Format: [electronic resource] :
Number of pages: 334
ISBN-13: 9783642303678
Subjects: Differential equations; Numerical analysis; Ordinary Differential Equations; Calculus of Variations and Optimal Control; Optimization; Partial Differential equations; Mathematical Modeling and Industrial Mathematics; Mathematics; Mathematical optimization; Computational Science and Engineering; Computer science
Description: 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: title: Parameter Estimation and Optimum Experimental Design for Differential Equation Models: H.G. Bock, St. Körkel, J.P. Schlöder; title: Adaptive Finite Element Methods for Parameter Identification Problems: B. Vexler; title: Gauss-Newton Methods for Robust Parameter Estimation: T. Binder, E. Kostina; title: An Optimal Scanning Sensor Activation Policy for Parameter Estimation of Distributed Systems: D. Ucínski; title: Interaction between Experiment, Modeling and Simulation of Spatial Aspects in the JAK2/STAT5 Signaling Pathway: E. Friedmann, A. C. Pfeifer, R. Neumann, U. Klingmüller , R. Rannacher; title: The Importance and Challenges of Bayesian Parameter Learning in Systems Biology: J. Mazur, L. Kaderali; title: Experiment Setups and Parameter Estimation in Fluorescence Recovery After Photobleaching Experiments: A Review of Current Practice: J. Beaudouin, M. S. Mommer, H. G. Bock, R. Eils; title: Drug Resistance in Infectious Diseases: Modeling, Parameter Estimation and Numerical Simulation: Le Thi Thanh An, W. Jäger; title: Mathematical Models of Hematopoietic Reconstitution after Stem Cell Transplantation: A. Marciniak-Czochra, Th. Stiehl; title: Combustion Chemistry and Parameter Estimation: M. Fischer, U. Riedel; title: Numerical Simulation of Catalytic Reactors by Molecular-Based Models: O. Deutschmann, St. Tischer; title: Model-Based Design of Experiments for Estimating Heat-Transport Parameters in Tubular Reactors: A.Badinski, D. Corbett; title: Parameter Estimation for a Reconstructed SOFC Mixed-Conducting LSCF-Cathode: Th. Carraro, J. Joos; title: An Application of Robust Parameter Estimation in Environmental Physics: G. Herzog, F. R. Vogel; title: Parameter Estimation in Image Processing and Computer Vision: Ch. S. Garbe, B. Ommer.​.