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Frontiers In Pde Constrained Optimization


Frontiers In Pde Constrained Optimization
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Frontiers In Pde Constrained Optimization


Frontiers In Pde Constrained Optimization
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Author : Harbir Antil
language : en
Publisher: Springer
Release Date : 2018-10-12

Frontiers In Pde Constrained Optimization written by Harbir Antil and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-10-12 with Mathematics categories.


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 inverse problems 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.



Large Scale Pde Constrained Optimization In Applications


Large Scale Pde Constrained Optimization In Applications
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Author : Subhendu Bikash Hazra
language : en
Publisher: Springer
Release Date : 2010-06-24

Large Scale Pde Constrained Optimization In Applications written by Subhendu Bikash Hazra and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2010-06-24 with Mathematics categories.


With continuous development of modern computing hardware and applicable - merical methods, computational ?uid dynamics (CFD) has reached certain level of maturity so that it is being used routinely by scientists and engineers for ?uid ?ow analysis. Since most of the real-life applications involve some kind of optimization, it has been natural to extend the use of CFD tools from ?ow simulation to simu- tion based optimization. However, the transition from simulation to optimization is not straight forward, it requires proper interaction between advanced CFD meth- ologies and state-of-the-art optimization algorithms. The ultimate goal is to achieve optimal solution at the cost of few ?ow solutions. There is growing number of - search activities to achieve this goal. This book results from my work done on simulation based optimization problems at the Department of Mathematics, University of Trier, and reported in my postd- toral thesis (”Habilitationsschrift”) accepted by the Faculty-IV of this University in 2008. The focus of the work has been to develop mathematical methods and - gorithms which lead to ef?cient and high performance computational techniques to solve such optimization problems in real-life applications. Systematic development of the methods and algorithms are presented here. Practical aspects of implemen- tions are discussed at each level as the complexity of the problems increase, suppo- ing with enough number of computational examples.



Mathematical Reviews


Mathematical Reviews
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Author :
language : en
Publisher:
Release Date : 2008

Mathematical Reviews written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008 with Mathematics categories.




Siam Journal On Scientific Computing


Siam Journal On Scientific Computing
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Author :
language : en
Publisher:
Release Date : 2009

Siam Journal On Scientific Computing written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009 with Mathematical statistics categories.




Optimization With Pde Constraints


Optimization With Pde Constraints
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Author : Michael Hinze
language : en
Publisher: Springer Science & Business Media
Release Date : 2008-10-16

Optimization With Pde Constraints written by Michael Hinze and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008-10-16 with Mathematics categories.


Solving optimization problems subject to constraints given in terms of partial d- ferential equations (PDEs) with additional constraints on the controls and/or states is one of the most challenging problems in the context of industrial, medical and economical applications, where the transition from model-based numerical si- lations to model-based design and optimal control is crucial. For the treatment of such optimization problems the interaction of optimization techniques and num- ical simulation plays a central role. After proper discretization, the number of op- 3 10 timization variables varies between 10 and 10 . It is only very recently that the enormous advances in computing power have made it possible to attack problems of this size. However, in order to accomplish this task it is crucial to utilize and f- ther explore the speci?c mathematical structure of optimization problems with PDE constraints, and to develop new mathematical approaches concerning mathematical analysis, structure exploiting algorithms, and discretization, with a special focus on prototype applications. The present book provides a modern introduction to the rapidly developing ma- ematical ?eld of optimization with PDE constraints. The ?rst chapter introduces to the analytical background and optimality theory for optimization problems with PDEs. Optimization problems with PDE-constraints are posed in in?nite dim- sional spaces. Therefore, functional analytic techniques, function space theory, as well as existence- and uniqueness results for the underlying PDE are essential to study the existence of optimal solutions and to derive optimality conditions.



Proceedings Of The American Control Conference


Proceedings Of The American Control Conference
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Author :
language : en
Publisher:
Release Date : 2005

Proceedings Of The American Control Conference written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005 with Automatic control categories.




Representing Groundwater In Water Management Models Applications In California


Representing Groundwater In Water Management Models Applications In California
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Author :
language : en
Publisher:
Release Date : 2008

Representing Groundwater In Water Management Models Applications In California written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008 with Groundwater categories.




A Certified Reduced Basis Approach To Pde Constrained Optimization


A Certified Reduced Basis Approach To Pde Constrained Optimization
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Author : Elizabeth Yi Qian
language : en
Publisher:
Release Date : 2017

A Certified Reduced Basis Approach To Pde Constrained Optimization written by Elizabeth Yi Qian and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017 with categories.


Parameter optimization problems constrained by partial differential equations (PDEs) appear in many science and engineering applications. The PDE usually describes the underlying system or component behavior, while the parameters identify a particular configurations of the component, such as boundary and initial conditions, material properties, and geometry. Solving these optimization problems may require a prohibitively large number of computationally expensive PDE solves, particularly if the parameter dimension is high. It is therefore advantageous to replace expensive high-dimensional PDE solvers (e.g., finite element) with lower-dimension surrogate models. This work builds on the reduced basis (RB) method, a model reduction method that allows efficient and reliable reduced order approximations for a large class of parametrized PDEs. Traditionally, RB models are generated during a computationally expensive offline phase for a certain admissible parameter space. The optimization problem can then be solved efficiently during the online phase. However, since the RB model is only evaluated along the optimization trajectory, building an RB model for the entire admissible parameter set incurs superfluous offline costs. In this thesis, we break from the traditional RB offline/online decomposition and use a trust region framework to adaptiviely build the RB model along the optimization trajectory only. Novel a posteriori error bounds on the RB cost and cost gradient for quadratic cost functionals (e.g., least squares) are presented, and used to guarantee convergence to the optimum of the high-fidelity model. The proposed certified RB trust region approach uses high-fidelity solves to update the RB model only if the approximation is no longer sufficiently accurate, reducing the number of full-fidelity solves required. We consider problems governed by elliptic and parabolic PDEs and present numerical results for a thermal fin model problem in which we are able to reduce the number of full solves necessary for the optimization by up to 86%.



Some Preconditioners For Elliptic Pde Constrained Optimization Problems


Some Preconditioners For Elliptic Pde Constrained Optimization Problems
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Author :
language : en
Publisher:
Release Date : 2018

Some Preconditioners For Elliptic Pde Constrained Optimization Problems written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018 with categories.




L Analyse Num Rique Et La Th Orie De L Approximation


L Analyse Num Rique Et La Th Orie De L Approximation
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Author :
language : en
Publisher:
Release Date : 1999

L Analyse Num Rique Et La Th Orie De L Approximation written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1999 with Approximation theory categories.