Solution to HW Set 6 in AOE 5244: Optimal Control with Explicit Dependence on Time - Prof., Assignments of Aerospace Engineering

The solution to homework set 6 in advanced optimal econometrics (aoe 5244), focusing on the extension required to include explicit dependence on time in the statement of an optimal control problem. An augmented state vector, transforms the problem to a standard form, and derives the variational hamiltonian and adjoint equations for the new problem. The document also explains how to find the transversality conditions for the extended costate.

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Pre 2010

Uploaded on 02/13/2009

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AOE 5244
HW Set 6 - Solution
1) The question deals with the extension required to allow for explicit de-
pendence on time (the independent variable) in the statement of the optimal
control problem. Specifically, we have dynamics given by
˙x=f(x, t, u)
uIRm, with given initial condition (x(t0)=x0), the end-condition
θı(x(tf),t
f)=0=1,2,...,q,
and the Mayer cost-functional
g(x(tf),t
f).
To treat this problem we introduce an augmented state vector
ˆx=x
xn+1 ,
and transform to a standard problem, where the tvariable does not explicitly
appear. To this end we define
˙
ˆx=ˆ
fx, u)=f(x,xn+1 ,u)
1,
and ˆ
θı(x(tf),t
f)=θı(x(tf),x
n+1),
along with a modified Mayer cost-functional
ˆg(x(tf),t
f).
The variational Hamiltonian for the new problem is written in terms of
the extended costate ˆ
λ=(λ, ˆ
λn+1)
ˆ
H(ˆ
λ, ˆx, u)=λTf(x, xn+1,u)+ˆ
λn+1,
1
pf2

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AOE 5244

HW Set 6 - Solution

  1. The question deals with the extension required to allow for explicit de-

pendence on time (the independent variable) in the statement of the optimal

control problem. Specifically, we have dynamics given by

x˙ = f (x, t, u)

u ∈ Ω ⊂ IR

m , with given initial condition (x(t 0 ) = x 0 ), the end-condition

θ ı

(x(t f

), t f

) = 0, ı = 1, 2 ,... , q,

and the Mayer cost-functional

g(x(t f

), t f

To treat this problem we introduce an augmented state vector

xˆ =

[

x

x n+

]

and transform to a standard problem, where the t variable does not explicitly

appear. To this end we define

xˆ =

f (ˆx, u) =

[

f (x, x n+

, u)

]

and

θ ı

(x(t f

), t f

) = θ ı

(x(t f

), x n+

alongwith a modified Mayer cost-functional

gˆ(x(tf ), tf ).

The variational Hamiltonian for the new problem is written in terms of

the extended costate

λ = (λ,

λn+1)

H(

λ, ˆx, u) = λ

T f (x, x n+

, u) +

λ n+

where the first term on the right is the variational Hamiltonian for the

original problem. The adjoint equations are

λ = −

(

H

∂ x

) T

(

∂H

∂ x

) T

λ n+

H

∂ x n+

∂H

∂ t

Since the modified problem does not explicitly include the independent vari-

abel (t), we have

H(t) = 0 constant.

Since

H is constant alongan extremal and since

H = H +

λ n+

we find

d

H

d t

d H

d t

λ n+

or

d H

d t

λn+1 =

∂ H

∂ t

The transversality conditions for the first n components of

λ are as be-

fore, but the last of these is

λ n+

(t f

) = λ 0

∂ ˆg

∂ x n+

q ∑

ı=

ν ı

θ ı

∂ x n+

Which can be written in terms of the original problem as

−H(t f

) = λ 0

∂ g

∂ t

q ∑

ı=

νı

∂ θ ı

∂ t