This volume provides a broad and uniform introduction of PDE-constrained optimization as well as to document a number of interesting and challenging applications. Many science and engineering applications necessitate the solution of optimization problems constrained by physical laws that are described by systems of partial differential equations (PDEs). As a result, PDE-constrained optimization problems arise in a variety of disciplines including geophysics, earth and climate science, material science, chemical and mechanical engineering, medical imaging and physics.
This volume is divided into two parts. The first part provides a comprehensive treatment of PDE-constrained optimization including discussions of problems constrained by PDEs with uncertain inputs and problems constrained by variational inequalities. Special emphasis is placed on algorithm development and numerical computation. In addition, a comprehensive treatment of inverseproblems arising in the oil and gas industry is provided. The second part of this volume focuses on the application of PDE-constrained optimization, including problems in optimal control, optimal design, and inverse problems, among other topics.
Rezensionen / Stimmen
"I am deeply impressed by the quality of the contributions both from the mathematical and also from the applications side. I highly recommend this book to newcomers in the field and also to experts who want to broaden their expertise in other directions." (Ekkehard Sachs, SIAM Review, Vol. 61 (4), December, 2019)
Reihe
Sprache
Verlagsort
Verlagsgruppe
Illustrationen
12
72 farbige Abbildungen, 12 s/w Abbildungen
X, 434 p. 84 illus., 72 illus. in color.
Dateigröße
ISBN-13
978-1-4939-8636-1 (9781493986361)
DOI
10.1007/978-1-4939-8636-1
Schweitzer Klassifikation
Part I: PDE-Constrained Optimization - Tutorials.- A Brief Introduction to PDE Constrained Optimization.- Optimization of PDEs with Uncertain Inputs.- Inexact Trust-Region Methods for PDE-Constrained Optimization.- Numerical Optimization Methods for the Optimal Control of Elliptic Inequalities.- Introduction to PDE-Constrained Optimization in the Oil and Gas Industry.- An Extreme-Scale PDE-Constrained Optimization Problem.- Part II: PDE-Constrained Optimization - Applications.- Energetically Optimal Flapping Wing Motions via Adjoint-Based Optimization and High-Order Discretizations.- Optimization of a Fractional Differential Equation.- Sensitivity-Based Topology and Shape Optimization with Electric Motors.- Distributed Parameter Estimation for the Time-Dependent Radiative Transfer Equation.- On the Use of Optimal Transport Distances for a PDE-Constrained Optimization Problem in Seismic Imaging.- Exploiting Sparsity in Solving PDE-Constrained Inverse Problems: Application to SubsurfaceFlow Model Calibration.
