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Optimal Control of Partial Differential Equations

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118 CHAPTER 10. ALGORITHMS FOR SOLVING OPTIMAL CONTROL PROBLEMS<br />

Now, by adding the different equalities, we find the adjoint equation by identifying<br />

with<br />

∆t<br />

M<br />

(C ¯z n − y n d , Cw n u)Y + (D¯z M − yT , Dw M u )YT<br />

n=1<br />

∆t<br />

M<br />

n=1<br />

More precisely, if p = (p 0 , . . . , p M ) is defined by<br />

then<br />

(u n , B ∗ p n−1 )U.<br />

p M = D ∗ (D¯z M − yT ),<br />

for n = 1, . . . , M, p n is the solution to<br />

1<br />

∆t (−pn + p n−1 ) = A ∗ p n−1 + C ∗ (C ¯z n − y n d ),<br />

F ′ M(ū)u = ∆t<br />

M<br />

n=1<br />

(u n , B ∗ p n−1 )U + ∆t<br />

M<br />

n=1<br />

(ū n , u n )U.<br />

(10.6.17)<br />

Observe that the above identification is not justified since D ∗ (D¯z M − yT ) does not necessarily<br />

belong to D(A ∗ ). In practice, a ’space-discretization’ is also performed. This means that<br />

equation (10.6.15) is replaced by a system <strong>of</strong> ordinary differential equations, the operator A<br />

is replaced by an operator belonging to L(R ℓ ), where ℓ is the dimension <strong>of</strong> the discrete space,<br />

and the above calculations are justified for the corresponding discrete problem.<br />

10.7 Exercises<br />

Exercise 10.7.1<br />

Apply the conjugate gradient method to problem (P4) <strong>of</strong> chapter 5. In particular identify the<br />

bounded operator Λ from L 2 (Σ) into L 2 (Ω), and its adjoint Λ ∗ , such that<br />

where wu is the solution to equation<br />

Exercise 10.7.2<br />

∂w<br />

∂t<br />

|wu(T )| 2<br />

H −1 (Ω) =<br />

<br />

|Λu|<br />

Ω<br />

2<br />

− ∆w = 0 in Q, w = u on Σ, w(0) = 0 in Ω.<br />

Apply the conjugate gradient method to problem (P5) <strong>of</strong> chapter 6.<br />

Exercise 10.7.3<br />

Apply the SQP method to problem (P1) <strong>of</strong> chapter 3. In particular, prove that the Linear-<br />

Quadratic problem (QPn+1) <strong>of</strong> the SQP method is well posed.

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