Time optimal control problems: Bang-bang property and observability - - PowerPoint PPT Presentation

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Time optimal control problems: Bang-bang property and observability - - PowerPoint PPT Presentation

Time optimal control problems: Bang-bang property and observability estimates from measurable sets Can ZHANG (zhangcansx@163.com) Paris, June 2016 In honor of Prof. J. M. Corons 60th birthday occasion C. ZHANG Time optimal control problems


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SLIDE 1

Time optimal control problems:

Bang-bang property and observability estimates from measurable sets

Can ZHANG (zhangcansx@163.com) Paris, June 2016 In honor of Prof. J. M. Coron’s 60th birthday occasion

  • C. ZHANG

Time optimal control problems 1 / 21

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SLIDE 2

1

Motivations Observability estimates over measurable sets implies the bang-bang property

2

Main results

3

Conclusion and further research

  • C. ZHANG

Time optimal control problems 2 / 21

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SLIDE 3

Bang-bang property of time optimal controls We introduce the time optimal control problem for the heat equation. Let ω ⊂ Ω be an open subset with its characteristic function χω. Consider the time optimal control problem: (TP)M

1 :

T(M) inf

u∈UM

  • t > 0 : y(t; u) = 0
  • ,
  • C. ZHANG

Time optimal control problems 2 / 21

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SLIDE 4

Bang-bang property of time optimal controls We introduce the time optimal control problem for the heat equation. Let ω ⊂ Ω be an open subset with its characteristic function χω. Consider the time optimal control problem: (TP)M

1 :

T(M) inf

u∈UM

  • t > 0 : y(t; u) = 0
  • ,

where UM is the control constraint given by UM =

  • u ∈ L∞(Ω×R+) : |u(x, t)| ≤ M for a.e. (x, t) ∈ Ω×R+

, M > 0, and y(·; u) solves the non-homogeneous heat equation      yt − ∆y = χωu in Ω × R+, y = 0

  • n ∂Ω × R+,

y(x, 0) = y0(x) in Ω.

  • C. ZHANG

Time optimal control problems 2 / 21

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SLIDE 5
  • We call T(M) the optimal time (if it exists) and u∗ a time optimal

control if y(T(M); u∗) = 0.

  • C. ZHANG

Time optimal control problems 3 / 21

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SLIDE 6
  • We call T(M) the optimal time (if it exists) and u∗ a time optimal

control if y(T(M); u∗) = 0. In fact, the existence of optimal time and time optimal controls are guaranteed by the observability inequality and the decay of energy of the heat equation.

  • C. ZHANG

Time optimal control problems 3 / 21

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SLIDE 7
  • We call T(M) the optimal time (if it exists) and u∗ a time optimal

control if y(T(M); u∗) = 0. In fact, the existence of optimal time and time optimal controls are guaranteed by the observability inequality and the decay of energy of the heat equation.

  • In the state space L2(Ω), since the reachable set
  • y(T(M); u) : u ∈ UM

has no interior point in L2(Ω), to the best of our knowledge, we do not know how to separate this set from the target set {0} by a hyperplane in L2(Ω). Thus, we do not know how to get the Pontryagin maximum principle for Problem (TP)M

1 by the way used in the case of O.D.E..

  • C. ZHANG

Time optimal control problems 3 / 21

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SLIDE 8
  • We call T(M) the optimal time (if it exists) and u∗ a time optimal

control if y(T(M); u∗) = 0. In fact, the existence of optimal time and time optimal controls are guaranteed by the observability inequality and the decay of energy of the heat equation.

  • In the state space L2(Ω), since the reachable set
  • y(T(M); u) : u ∈ UM

has no interior point in L2(Ω), to the best of our knowledge, we do not know how to separate this set from the target set {0} by a hyperplane in L2(Ω). Thus, we do not know how to get the Pontryagin maximum principle for Problem (TP)M

1 by the way used in the case of O.D.E..

  • It is natural to ask if the bang-bang property (for simplicity B-B-P) holds

for (TP)M

1 : Any time optimal control u∗ for (TP)M 1 verifies |u∗(x, t)| = M

for a.e. (x, t) ∈ ω × (0, T(M)).

  • C. ZHANG

Time optimal control problems 3 / 21

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SLIDE 9

The advantage of B-B-P

  • The time optimal control is unique.

The argument is very simple. Assume u∗ and v∗ are two time optimal

  • controls. Since
  • u∗(x, t) − v∗(x, t)

2

  • 2

= |u∗(x, t)|2 + |v∗(x, t)|2 2 −

  • u∗(x, t) + v∗(x, t)

2

  • 2

, and (u∗ + v∗)/2 is also a time optimal control, by the B-B-P, we get that u∗ = v∗ a.e. in ω × (0, T(M)).

  • C. ZHANG

Time optimal control problems 4 / 21

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The advantage of B-B-P

  • The time optimal control is unique.

The argument is very simple. Assume u∗ and v∗ are two time optimal

  • controls. Since
  • u∗(x, t) − v∗(x, t)

2

  • 2

= |u∗(x, t)|2 + |v∗(x, t)|2 2 −

  • u∗(x, t) + v∗(x, t)

2

  • 2

, and (u∗ + v∗)/2 is also a time optimal control, by the B-B-P, we get that u∗ = v∗ a.e. in ω × (0, T(M)).

  • The equivalence between the time optimal control problem and norm
  • ptimal control problem, and so provide a necessary and sufficient

condition for the time optimal control problem.

  • G. Wang, E. Zuazua, On the equivalence of minimal time and minimal norm

controls for internally controlled heat equations, SICON, 2012.

  • C. ZHANG

Time optimal control problems 4 / 21

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Observability inequalities from measurable sets To present our motivations, we begin with the simplest situation. Let T > 0 and Ω be a bounded Lipschitz domain in Rn. Consider the heat equation      ∂tu − ∆u = 0, in Ω × (0, T), u = 0,

  • n ∂Ω × (0, T),

u(·, 0) = u0 ∈ L2(Ω). Two important a priori estimates for the above equation are as follows. Interior case: u(T)L2(Ω) ≤ N(Ω, T, D)

  • D

|u(x, t)| dxdt, ∀ u0 ∈ L2(Ω), (1) where D is a measurable subset of Ω × (0, T).

  • C. ZHANG

Time optimal control problems 5 / 21

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Boundary case: u(T)L2(Ω) ≤ N(Ω, T, J )

  • J

| ∂

∂ν u(x, t)| dσdt, ∀ u0 ∈ L2(Ω),

(2) where J is a measurable subset of ∂Ω × (0, T).

  • C. ZHANG

Time optimal control problems 6 / 21

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Boundary case: u(T)L2(Ω) ≤ N(Ω, T, J )

  • J

| ∂

∂ν u(x, t)| dσdt, ∀ u0 ∈ L2(Ω),

(2) where J is a measurable subset of ∂Ω × (0, T).

  • Such a priori estimates are usually called observability inequalities in

Control Theory when the observation regions are open subsets.

  • C. ZHANG

Time optimal control problems 6 / 21

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SLIDE 14

Boundary case: u(T)L2(Ω) ≤ N(Ω, T, J )

  • J

| ∂

∂ν u(x, t)| dσdt, ∀ u0 ∈ L2(Ω),

(2) where J is a measurable subset of ∂Ω × (0, T).

  • Such a priori estimates are usually called observability inequalities in

Control Theory when the observation regions are open subsets. Our aim is to build up estimates (1) and (2) when D and J are subsets of positive measure and positive surface measure, respectively.

  • C. ZHANG

Time optimal control problems 6 / 21

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Observability estimates from measurable sets implies the B-B-P Main idea: By contradiction, we would suppose that there were a constant ε ∈ (0, M) and a subset of positive measure D ⊂ ω × (0, T(M)) such that |u∗(x, t)| ≤ M − ε, ∀ (x, t) ∈ D. It provides a “room” for constructing another control (by the duality) such that there exist δ ∈ (0, T(M)) and v ∈ L∞(Ω × R+), with vL∞ ≤ M, such that        ∂ty − ∆y = χωv in Ω × (0, T ∗ − δ), y = 0

  • n

∂Ω × (0, T ∗ − δ), y(x, 0) = y0(x) in Ω, y(x, T ∗ − δ) = 0 in Ω. This leads to a contradiction with the time optimality of T(M).

  • V. J. Mizel, T. I. Seidman, An abstract bang-bang principle and time optimal

boundary control of the heat equation, SICON, 1997.

  • G. Wang, L∞-Null controllability for the heat equation and its consequences

for the time optimal control problem, SICON, 2008.

  • C. ZHANG

Time optimal control problems 7 / 21

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SLIDE 16

1

Motivations

2

Main results Heat equations Abstract evolution equations

An specific example

3

Conclusion and further research

  • C. ZHANG

Time optimal control problems 8 / 21

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SLIDE 17

Space-time analyticity estimate

Recall the following result in the last talk given by M. Santiago:

Theorem

Assume that △4R(q0) (when non-empty) is real-analytic. Then, there are constants N and ρ, with 0 < ρ ≤ 1, such that |∂α

x ∂β t et∆f (x)| ≤ N (t − s)− n

4 e8R2/(t−s)|α|! β!

(Rρ)|α| ((t − s) /4)β es∆f L2(Ω), when x ∈ B2R(q0) ∩ Ω, 0 ≤ s < t, α ∈ Nn and β ≥ 0. Here △4R(q0) B4R(q0) ∩ ∂Ω.

  • C. ZHANG

Time optimal control problems 8 / 21

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Propagation of estimate for real-analytic functions

Theorem

Assume that f : B2R ⊂ Rn − → R is real-analytic in B2R verifying |∂α

x f (x)| ≤ M|α|!

(ρR)|α| , when x ∈ B2R, α ∈ Nn, for some M > 0 and 0 < ρ ≤ 1. Let E ⊂ BR be a measurable set with positive measure. Then, there are positive constants N = N(ρ, |E|/|BR|) and θ = θ(ρ, |E|/|BR|), with θ ∈ (0, 1), such that f L∞(BR) ≤ N

  • E

|f | dx θ M1−θ.

  • S. Vessella, A continuous dependence result in the analytic continuation

problem, Forum Math., 11 (1999), 695–703.

  • C. ZHANG

Time optimal control problems 9 / 21

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Main results Based on these two theorems and a telescoping series method introduced in the last talk, we have The observability estimates (1) and (2) over measurable sets of positive measure in both space and time variables are true.

  • C. ZHANG

Time optimal control problems 10 / 21

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Main results Based on these two theorems and a telescoping series method introduced in the last talk, we have The observability estimates (1) and (2) over measurable sets of positive measure in both space and time variables are true. Consequently, (TP)M

1 has B-B-P, i.e., any time optimal control u∗ satisfies

|u∗(x, t)| = M for a.e. (x, t) ∈ ω × (0, T(M)).

  • C. ZHANG

Time optimal control problems 10 / 21

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Main results Based on these two theorems and a telescoping series method introduced in the last talk, we have The observability estimates (1) and (2) over measurable sets of positive measure in both space and time variables are true. Consequently, (TP)M

1 has B-B-P, i.e., any time optimal control u∗ satisfies

|u∗(x, t)| = M for a.e. (x, t) ∈ ω × (0, T(M)).

  • Remark. One can also consider the time optimal boundary control problem

and obtain the corresponding bang-bang property.

  • J. Apraiz, L. Escauriaza, G. Wang, C. Zhang, Observability inequalities and

measurable sets, J. Eur. Math. Soc., 16 (2014) 2433-2475.

  • C. ZHANG

Time optimal control problems 10 / 21

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Extensions These observability estimates from measurable subsets can also be extended to solutions of the general higher-order parabolic equations with both space and time analytic coefficients.

  • L. Escauriaza, S. Montaner, C. Zhang, Observation from measurable sets for

parabolic analytic evolutions and applications, J. Math. Pures Appl., 104 (2015) 837-867.

  • L. Escauriaza, S. Montaner, C. Zhang, Analyticity of solutions to parabolic

evolutions and applications. Submitted.

  • C. ZHANG

Time optimal control problems 11 / 21

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Abstract time optimal control problem X and U are two Hilbert spaces A generate a C0 semigroup {S(t); t ≥ 0} on X B ∈ L(U, X−1) is an admissible control operator for {S(t); t ≥ 0}, where X−1 is the dual of D(A∗) with respect to the pivot space X The controlled equation reads: dz dt = Az + Bf , t > 0, z(0) = z0 ∈ X, f ∈ L2

loc(R+; U).

(3) The time optimal control problem is as (TP)M

2 :

T(M) inf

f ∈UM

  • t > 0 : z(t; f , 0, z0) = z1
  • ,

where z1 ∈ X is the target which differs from z0 and UM =

  • f : R+ → U measurable : f (t)U ≤ M, a.e. t > 0
  • ,

with M > 0.

  • C. ZHANG

Time optimal control problems 12 / 21

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SLIDE 24

In this problem, T(M) is called the optimal time (if it exists), f ∗ ∈ UM is called an optimal control if z(T(M); f ∗, 0, z0) = z1.

Theorem

Let A generate an analytic semigroup {S(t); t ≥ 0} in X. Assume that (A∗, B∗) satisfies the observability inequality from time intervals: S(L)∗ϕ02

X ≤ e

d Lk

L B∗S(t)∗ϕ02

U dt,

for all ϕ0 ∈ D(A∗) and L ∈ (0, 1], where positive constants d and k are independent of L and ϕ0. Then the problem (TP)M

2 holds the bang-bang

property.

  • C. ZHANG

Time optimal control problems 13 / 21

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SLIDE 25

In this problem, T(M) is called the optimal time (if it exists), f ∗ ∈ UM is called an optimal control if z(T(M); f ∗, 0, z0) = z1.

Theorem

Let A generate an analytic semigroup {S(t); t ≥ 0} in X. Assume that (A∗, B∗) satisfies the observability inequality from time intervals: S(L)∗ϕ02

X ≤ e

d Lk

L B∗S(t)∗ϕ02

U dt,

for all ϕ0 ∈ D(A∗) and L ∈ (0, 1], where positive constants d and k are independent of L and ϕ0. Then the problem (TP)M

2 holds the bang-bang

property. Here the bang-bang property means that: any optimal control f ∗ satisfies f ∗(t)U = M for a.e. t ∈ (0, T(M)).

  • G. Wang and C. Zhang. Observability estimate from measurable sets in time

for some evolution equations. Submitted.

  • C. ZHANG

Time optimal control problems 13 / 21

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SLIDE 26

An Specific Example: Time-optimal controlled Stokes equations Assume that Ω ⊂ R3 is a bounded domain with a smooth boundary ∂Ω. Consider the controlled Stokes system            yt − ∆y + ∇p = f , in Ω × R+, div y = 0,

  • n Ω × R+,

y = 0, in ∂Ω × R+, y(·, 0) = y0, in Ω, (4) where y0 is arbitrarily fixed in the usual space: L2

σ(Ω) {y ∈ (L2(Ω))3 : div y = 0, y · ν = 0 on ∂Ω},

and f is taken from the control constraint set: UM

  • f = (0, f2, f3) ∈ L∞(R+; (L2(ω))3) : f (t)(L2(ω))3 ≤ M, ∀t > 0
  • ,

with M > 0, ω ⊂ Ω a nonempty open subset.

  • C. ZHANG

Time optimal control problems 14 / 21

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SLIDE 27

The time optimal control problem now reads: (TP)M

3 :

T(M) inf

f ∈UM

  • t > 0 : y(t; f ) = 0
  • .
  • C. ZHANG

Time optimal control problems 15 / 21

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SLIDE 28

The time optimal control problem now reads: (TP)M

3 :

T(M) inf

f ∈UM

  • t > 0 : y(t; f ) = 0
  • .

To apply the above-mentioned abstract result to obtain the bang-bang property for (TP)M

3 , we write X = L2 σ(Ω) and U = {0} × L2(ω) × L2(ω).

  • C. ZHANG

Time optimal control problems 15 / 21

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SLIDE 29

The time optimal control problem now reads: (TP)M

3 :

T(M) inf

f ∈UM

  • t > 0 : y(t; f ) = 0
  • .

To apply the above-mentioned abstract result to obtain the bang-bang property for (TP)M

3 , we write X = L2 σ(Ω) and U = {0} × L2(ω) × L2(ω).

Define the operator A on X by

  • D(A) =
  • H2(Ω) H1

0(Ω)

3 L2

σ(Ω),

Ay = P(∆y) for all y ∈ D(A), where P is the Helmholtz projection operator from (L2(Ω))3 into X.

  • C. ZHANG

Time optimal control problems 15 / 21

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SLIDE 30

The time optimal control problem now reads: (TP)M

3 :

T(M) inf

f ∈UM

  • t > 0 : y(t; f ) = 0
  • .

To apply the above-mentioned abstract result to obtain the bang-bang property for (TP)M

3 , we write X = L2 σ(Ω) and U = {0} × L2(ω) × L2(ω).

Define the operator A on X by

  • D(A) =
  • H2(Ω) H1

0(Ω)

3 L2

σ(Ω),

Ay = P(∆y) for all y ∈ D(A), where P is the Helmholtz projection operator from (L2(Ω))3 into X. Let B ∈ L(U, X) be defined by Bf = Pf for all f ∈ U.

  • C. ZHANG

Time optimal control problems 15 / 21

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SLIDE 31

The time optimal control problem now reads: (TP)M

3 :

T(M) inf

f ∈UM

  • t > 0 : y(t; f ) = 0
  • .

To apply the above-mentioned abstract result to obtain the bang-bang property for (TP)M

3 , we write X = L2 σ(Ω) and U = {0} × L2(ω) × L2(ω).

Define the operator A on X by

  • D(A) =
  • H2(Ω) H1

0(Ω)

3 L2

σ(Ω),

Ay = P(∆y) for all y ∈ D(A), where P is the Helmholtz projection operator from (L2(Ω))3 into X. Let B ∈ L(U, X) be defined by Bf = Pf for all f ∈ U. Then, A is self-adjoint and generates an analytic semigroup in X;

  • C. ZHANG

Time optimal control problems 15 / 21

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SLIDE 32

The time optimal control problem now reads: (TP)M

3 :

T(M) inf

f ∈UM

  • t > 0 : y(t; f ) = 0
  • .

To apply the above-mentioned abstract result to obtain the bang-bang property for (TP)M

3 , we write X = L2 σ(Ω) and U = {0} × L2(ω) × L2(ω).

Define the operator A on X by

  • D(A) =
  • H2(Ω) H1

0(Ω)

3 L2

σ(Ω),

Ay = P(∆y) for all y ∈ D(A), where P is the Helmholtz projection operator from (L2(Ω))3 into X. Let B ∈ L(U, X) be defined by Bf = Pf for all f ∈ U. Then, A is self-adjoint and generates an analytic semigroup in X; B is an admissible control

  • perator for {etA; t ≥ 0} and B∗ : X → U is given by

B∗ϕ = (0, χωϕ2, χωϕ3) for all ϕ = (ϕ1, ϕ2, ϕ3) ∈ X;

  • C. ZHANG

Time optimal control problems 15 / 21

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SLIDE 33

The time optimal control problem now reads: (TP)M

3 :

T(M) inf

f ∈UM

  • t > 0 : y(t; f ) = 0
  • .

To apply the above-mentioned abstract result to obtain the bang-bang property for (TP)M

3 , we write X = L2 σ(Ω) and U = {0} × L2(ω) × L2(ω).

Define the operator A on X by

  • D(A) =
  • H2(Ω) H1

0(Ω)

3 L2

σ(Ω),

Ay = P(∆y) for all y ∈ D(A), where P is the Helmholtz projection operator from (L2(Ω))3 into X. Let B ∈ L(U, X) be defined by Bf = Pf for all f ∈ U. Then, A is self-adjoint and generates an analytic semigroup in X; B is an admissible control

  • perator for {etA; t ≥ 0} and B∗ : X → U is given by

B∗ϕ = (0, χωϕ2, χωϕ3) for all ϕ = (ϕ1, ϕ2, ϕ3) ∈ X; The equation (4) can be rewritten as dy dt = Ay + Bf , t > 0. y(0) = y0.

  • C. ZHANG

Time optimal control problems 15 / 21

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SLIDE 34

On the other hand, by Coron-Guerrero’s work

  • J. M. Coron, S. Guerrero, Null controllability of the N-dimensional

Stokes system with N − 1 scalar controls, Journal of Differential Equations, 246 (2009), 2908-2921. there exists a positive constant C = C(Ω, ω) such that for each L ∈ (0, 1],

3

  • j=1

|ϕj(x, L)|2 dx ≤ e

C L9

L

  • ω

|ϕ2(x, t)|2 + |ϕ3(x, t)|2 dxdt for all ϕ0 ∈ L2

σ(Ω), where ϕ = (ϕ1, ϕ2, ϕ3) solves the equation

           ϕt − ∆ϕ + ∇p = 0, in Ω × (0, L), div ϕ = 0, in Ω × (0, L), ϕ = 0, in ∂Ω × (0, L), ϕ(·, 0) = ϕ0.

  • C. ZHANG

Time optimal control problems 16 / 21

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SLIDE 35

In other words, the pair (A∗, B∗) satisfies observability inequality: eLA∗ϕ02

X ≤ e

C L9

L B∗etA∗ϕ02

U dt for all ϕ0 ∈ X and L ∈ (0, 1].

  • C. ZHANG

Time optimal control problems 17 / 21

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SLIDE 36

In other words, the pair (A∗, B∗) satisfies observability inequality: eLA∗ϕ02

X ≤ e

C L9

L B∗etA∗ϕ02

U dt for all ϕ0 ∈ X and L ∈ (0, 1].

Therefore, we have

Corollary

Problem (TP)M

3 has the bang-bang property.

  • C. ZHANG

Time optimal control problems 17 / 21

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SLIDE 37

In other words, the pair (A∗, B∗) satisfies observability inequality: eLA∗ϕ02

X ≤ e

C L9

L B∗etA∗ϕ02

U dt for all ϕ0 ∈ X and L ∈ (0, 1].

Therefore, we have

Corollary

Problem (TP)M

3 has the bang-bang property.

  • Remark. In this time-optimal control problem, when the control constraint

set is replaced by the pointwise-type:

  • f ∈ L∞(Ω × R+)3 : |fi(x, t)| ≤ M, (x, t) ∈ Ω × R+, i = 1, 2, 3
  • ,

the corresponding bang-bang property is much more difficult. This work is now in process co-worked with Felipe and Diego.

  • C. ZHANG

Time optimal control problems 17 / 21

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SLIDE 38

1

Motivations

2

Main results

3

Conclusion and further research

  • C. ZHANG

Time optimal control problems 18 / 21

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SLIDE 39

Including remarks

Different kinds of observability inequality from measurable subsets imply different versions of bang-bang property for time optimal control problems, as well as norm optimal control problems.

  • C. ZHANG

Time optimal control problems 18 / 21

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SLIDE 40

Including remarks

Different kinds of observability inequality from measurable subsets imply different versions of bang-bang property for time optimal control problems, as well as norm optimal control problems. When the controlled system is not ”time-invariant”, we still do not know how to derive the bang-bang property even if we have established the corresponding observability inequality from measurable subsets.

  • C. ZHANG

Time optimal control problems 18 / 21

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SLIDE 41

For the progress of B-B-P, we refer the following recent work, which in particular derive, but from another aspect, the bang-bang property of time

  • ptimal control problem for the heat equation with a potential

a(x, t) = a(x) + b(t) ∈ L∞.

  • G. Wang, Y. Xu, and Y. Zhang. Attainable subspaces and the

bang-bang property of time optimal controls for heat equations. SIAM

  • J. Control Optim., 2015.
  • C. ZHANG

Time optimal control problems 19 / 21

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SLIDE 42

Study the bang-bang property of optimal control problems to the general parabolic equation with some nonlinearity terms. On this issue, the bang-bang property for the semilinear heat equation with global Lipschitz nonlinearity and a good sign condition is proved. For the general case, it is still open.

  • K. D. Phung, L. Wang and C. Zhang, Bang-bang property for time optimal

control of semilinear heat equation. Annales de I’Institut Henri Poincar´ e (C) Non Linear Analysis, 31 (2014), 477-499.

  • K. Kunisch, L. Wang, Bang-bang property of time optimal controls of

semilinear parabolic equation. Discrete Contin. Dyn. Syst. 36 (2016), 279-302.

  • C. ZHANG

Time optimal control problems 20 / 21

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SLIDE 43

Thank you for your attention!

  • C. ZHANG

Time optimal control problems 21 / 21