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Preface |
6 |
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Acknowledgements |
7 |
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Contents |
9 |
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Analytical Background and Optimality Theory |
12 |
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Introduction and Examples |
12 |
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Introduction |
12 |
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Examples for Optimization Problems with PDEs |
15 |
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Optimization of a Stationary Heating Process |
16 |
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Boundary Control |
16 |
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Boundary Control with Radiation Boundary |
17 |
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Distributed Control |
18 |
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Problems with State Constraints |
18 |
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Optimization of an Unsteady Heating Processes |
18 |
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Boundary Control |
19 |
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Optimal Design |
19 |
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Linear Functional Analysis and Sobolev Spaces |
20 |
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Banach and Hilbert Spaces |
21 |
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Basic Definitions |
21 |
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Linear Operators and Dual Space |
22 |
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Sobolev Spaces |
24 |
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Lebesgue Spaces |
24 |
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Lebesgue Measurable Functions and Lebesgue Integral |
24 |
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Definition of Lebesgue Spaces |
26 |
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Density Results and Convergence Theorems |
28 |
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Weak Derivatives |
29 |
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Regular Domains and Integration by Parts |
29 |
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Sobolev Spaces |
30 |
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Poincaré's Inequality |
32 |
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Sobolev Imbedding Theorem |
33 |
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The Dual Space H-1 of H01 |
34 |
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Weak Convergence |
35 |
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Weak Solutions of Elliptic and Parabolic PDEs |
37 |
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Weak Solutions of Elliptic PDEs |
37 |
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Weak solutions of the Poisson equation |
37 |
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Dirichlet Boundary Conditions |
37 |
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Boundary Conditions of Robin Type |
41 |
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Weak Solutions of Uniformly Elliptic Equations |
43 |
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An Existence and Uniqueness Result for Semilinear Elliptic Equations |
44 |
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Regularity Results |
45 |
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Interior Regularity |
45 |
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Boundary Regularity |
46 |
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Weak Solutions of Parabolic PDEs |
47 |
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Uniformly Parabolic Equations |
48 |
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Bochner Spaces |
48 |
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Weak Solutions of Uniformly Parabolic Equations |
51 |
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Weak Solutions |
51 |
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Existence and Uniqueness of Weak Solutions |
54 |
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Abstract Parabolic Evolution Problem |
54 |
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Abstract Parabolic Evolution Problem, Equivalent Form |
55 |
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Energy Estimate and Uniqueness Result |
55 |
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Existence Result by Galerkin Approximation |
56 |
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Operator Formulation |
58 |
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Regularity Results |
59 |
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An Existence and Uniqueness Result for Semilinear Parabolic Equations |
60 |
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Gâteaux- and Fréchet Differentiability |
61 |
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Basic Definitions |
61 |
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Implicit Function Theorem |
63 |
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Existence of Optimal Controls |
63 |
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Existence Result for a General Linear-Quadratic Problem |
63 |
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Existence Results for Nonlinear Problems |
65 |
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Applications |
67 |
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Distributed Control of Elliptic Equations |
67 |
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Boundary Control of Semilinear Elliptic Equations |
68 |
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Reduced Problem, Sensitivities and Adjoints |
68 |
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Sensitivity Approach |
69 |
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Adjoint Approach |
70 |
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Application to a Linear-Quadratic Optimal Control Problem |
71 |
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A Lagrangian-Based View of the Adjoint Approach |
74 |
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Second Derivatives |
75 |
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Optimality Conditions |
76 |
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Optimality Conditions for Simply Constrained Problems |
76 |
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Optimality Conditions for Control-Constrained Problems |
81 |
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A General First Order Optimality Condition |
82 |
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Necessary First Order Optimality Conditions |
83 |
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Applications |
84 |
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General Linear-Quadratic Problem |
84 |
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Distributed Control of Elliptic Equations |
85 |
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Distributed Control of Semilinear Elliptic Equations |
87 |
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Boundary Control of Parabolic Equations |
89 |
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Optimality Conditions for Problems with General Constraints |
91 |
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A Basic First Order Optimality Condition |
92 |
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Constraint Qualification and Robinson's Regularity Condition |
93 |
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Karush-Kuhn-Tucker Conditions |
94 |
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Application to PDE-Constrained Optimization |
95 |
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Applications |
97 |
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Elliptic Problem with State Constraints |
97 |
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Optimal Control of Instationary Incompressible Navier-Stokes Flow |
99 |
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Functional Analytic Setting |
100 |
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Analysis of the Flow Control Problem |
102 |
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Reduced Optimal Control Problem |
105 |
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Optimization Methods in Banach Spaces |
107 |
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Synopsis |
107 |
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Globally Convergent Methods in Banach Spaces |
109 |
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Unconstrained Optimization |
109 |
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Armijo Rule |
111 |
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Optimization on Closed Convex Sets |
114 |
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Projected Armijo Rule |
117 |
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General Optimization Problems |
119 |
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Newton-Based Methods-A Preview |
119 |
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Unconstrained Problems-Newton's Method |
119 |
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Simple Constraints |
120 |
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Nonsmooth Reformulation Approach and Generalized Newton Methods |
120 |
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SQP Methods |
122 |
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General Inequality Constraints |
123 |
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Nonsmooth Reformulation Approach and Generalized Newton Methods |
124 |
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SQP Methods |
125 |
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Generalized Newton Methods |
125 |
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Motivation: Application to Optimal Control |
125 |
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A General Superlinear Convergence Result |
126 |
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The Classical Newton's Method |
129 |
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Generalized Differential and Semismoothness |
130 |
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Semismooth Newton Methods |
133 |
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Semismooth Newton Method for Finite Dimensional KKT Systems |
134 |
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Discussion |
135 |
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Semismooth Newton Methods in Function Spaces |
135 |
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Pointwise Bound Constraints in L2 |
135 |
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Semismoothness of Superposition Operators |
136 |
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Pointwise Bound Constraints in L2 Revisited |
139 |
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Application to Optimal Control |
140 |
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General Optimization Problems with Inequality Constraints in L2 |
142 |
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Application to Elliptic Optimal Control Problems |
143 |
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Distributed Control |
143 |
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Neumann Boundary Control |
145 |
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Optimal Control of the Incompressible Navier-Stokes Equations |
147 |
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Sequential Quadratic Programming |
150 |
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Lagrange-Newton Methods for Equality Constrained Problems |
150 |
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The Josephy-Newton Method |
154 |
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Generalized Equation |
154 |
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SQP Methods for Inequality Constrained Problems |
158 |
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SQP Subproblem |
160 |
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Application to Optimal Control |
161 |
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State-Constrained Problems |
161 |
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SQP Methods |
162 |
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Semismooth Newton Methods |
162 |
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Moreau-Yosida Regularization |
163 |
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Lavrentiev Regularization |
164 |
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Further Aspects |
165 |
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Mesh Independence |
165 |
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Application of Fast Solvers |
166 |
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Other Methods |
166 |
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Discrete Concepts in PDE Constrained Optimization |
167 |
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Introduction |
167 |
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Control Constraints |
168 |
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Stationary Model Problem |
168 |
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First Discretize, Then Optimize |
170 |
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First Optimize, Then Discretize |
171 |
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Discussion and Implications |
173 |
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The Variational Discretization Concept |
174 |
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Error Estimates |
177 |
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Uniform Estimates |
180 |
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Numerical Examples for Distributed Control |
181 |
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Boundary Control |
187 |
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Neumann and Robin-Type Boundary Control |
188 |
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Numerical Examples for Robin-Type Boundary Control |
193 |
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Dirichlet Boundary Control |
199 |
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Numerical Example for Dirichlet Boundary Control |
203 |
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Some Literature Related to Control Constraints |
206 |
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Constraints on the State |
207 |
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Pointwise Bounds on the State |
208 |
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Finite Element Discretization |
209 |
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Error Analysis |
213 |
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Piecewise Constant Controls |
217 |
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Numerical Examples for Pointwise Constraints on the State |
222 |
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Some Literature for (Control and) State Constraints |
228 |
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Pointwise Bounds on the Gradient of the State |
229 |
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Finite Element Discretization |
231 |
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A Numerical Experiment with Pointwise Constraints on the Gradient |
236 |
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Time Dependent Problem |
237 |
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Mathematical Model, State Equation |
237 |
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Optimization Problem |
239 |
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Discretization |
239 |
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Further Literature on Control of Time-Dependent Problems |
241 |
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Applications |
243 |
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Optimal Semiconductor Design |
243 |
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Semiconductor Device Physics |
244 |
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Charge Transport |
245 |
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The Potential Equation |
246 |
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The Continuity Equations |
247 |
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The Current Densities |
248 |
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Scaling |
249 |
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The Optimization Problem |
250 |
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The First-Order Optimality System |
254 |
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Numerical Results |
256 |
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Steepest Descent |
256 |
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The Reduced Newton Method |
258 |
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Optimal Control of Glass Cooling |
260 |
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Modeling |
261 |
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Radiation |
261 |
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SPN-approximations |
263 |
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Optimal Boundary Control |
264 |
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Derivatives |
267 |
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Newton's Method |
268 |
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Numerical Results |
270 |
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References |
274 |
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