| Description |
1 online resource (x, 334 pages) : illustrations (some color) |
| Series |
Contributions in mathematical and computational sciences, 2191-303X ; v. 4 |
|
Contributions in mathematical and computational sciences ; v. 4.
|
| 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 |
| 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 |
| Analysis |
Mathematics |
|
Differential Equations |
|
Differential equations, partial |
|
Computer science |
|
Numerical analysis |
|
Mathematical optimization |
|
Computational Science and Engineering |
|
Mathematical Modeling and Industrial Mathematics |
| Bibliography |
Includes bibliographical references |
| Notes |
Print version record |
| Subject |
Parameter estimation.
|
|
Differential equations.
|
|
Simulation methods.
|
|
simulation methods.
|
|
MATHEMATICS -- Probability & Statistics -- General.
|
|
Estimación estadística
|
|
Ecuaciones diferenciales
|
|
Métodos de simulación
|
|
Differential equations
|
|
Parameter estimation
|
|
Simulation methods
|
|
Parameterschätzung
|
|
Optimale Versuchsplanung
|
|
Mathematisches Modell
|
|
Differentialgleichung
|
| Form |
Electronic book
|
| Author |
Bock, Hans Georg.
|
| ISBN |
9783642303678 |
|
3642303676 |
|
3642303668 |
|
9783642303661 |
|
9781299336643 |
|
1299336647 |
|
