48 results on '"Qi Lü"'
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2. Second Order Necessary Conditions for Optimal Control Problems of Stochastic Evolution Equations
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Qi Lü, Haisen Zhang, and Xu Zhang
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Stochastic control ,Control and Optimization ,Order (business) ,Applied Mathematics ,Applied mathematics ,Stochastic evolution ,Optimal control ,Malliavin calculus ,Control (linguistics) ,Mathematics - Abstract
In this paper, we obtain some second order necessary conditions for optimal control problems of stochastic evolution equations in infinite dimensions. The control acts on both the drift and diffusi...
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- 2021
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3. First and second order necessary optimality conditions for controlled stochastic evolution equations with control and state constraints
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Hélène Frankowska, Qi Lü, Institut de Mathématiques de Jussieu (IMJ), Université Pierre et Marie Curie - Paris 6 (UPMC)-Université Paris Diderot - Paris 7 (UPD7)-Centre National de la Recherche Scientifique (CNRS), and Sichuan University [Chengdu] (SCU)
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Applied Mathematics ,010102 general mathematics ,State (functional analysis) ,Stochastic evolution ,Optimal control ,01 natural sciences ,93E20, 60H15 ,necessary optimality conditions ,010101 applied mathematics ,Stochastic optimal control ,set-valued analysis ,Adjoint equation ,Applied mathematics ,Order (group theory) ,[MATH.MATH-OC]Mathematics [math]/Optimization and Control [math.OC] ,Transposition (logic) ,[MATH]Mathematics [math] ,0101 mathematics ,Control (linguistics) ,Mathematics - Optimization and Control ,Analysis ,Separable hilbert space ,Mathematics - Abstract
International audience; The purpose of this paper is to establish first and second order necessary optimality conditions for optimal control problems of stochastic evolution equations with control and state constraints. The control acts both in the drift and diffusion terms and the control region is a nonempty closed subset of a separable Hilbert space. We employ some classical set-valued analysis tools and theories of the transposition solution of vector-valued backward stochastic evolution equations and the relaxed-transposition solution of operator-valued backward stochas-tic evolution equations to derive these optimality conditions. The correction part of the second order adjoint equation, which does not appear in the first order optimality condition, plays a fundamental role in the second order optimality condition.
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- 2020
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4. Time-Inconsistent Linear Quadratic Optimal Control Problems for Stochastic Evolution Equations
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Qi Lü and Fangfang Dou
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0209 industrial biotechnology ,Control and Optimization ,Applied Mathematics ,010102 general mathematics ,MathematicsofComputing_NUMERICALANALYSIS ,Hilbert space ,02 engineering and technology ,Stochastic evolution ,Optimal control ,01 natural sciences ,Linear quadratic optimal control ,symbols.namesake ,020901 industrial engineering & automation ,ComputingMethodologies_SYMBOLICANDALGEBRAICMANIPULATION ,symbols ,Applied mathematics ,0101 mathematics ,Mathematics - Abstract
We study linear-quadratic optimal control problems with time-inconsistent cost functionals for stochastic evolution equations in a Hilbert space. A closed-loop equilibrium strategy is introduced fo...
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- 2020
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5. Partial Approximate Controllability for Linear Stochastic Control Systems
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Fangfang Dou and Qi Lü
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Controllability ,Stochastic control ,0209 industrial biotechnology ,020901 industrial engineering & automation ,Control and Optimization ,Applied Mathematics ,010102 general mathematics ,Applied mathematics ,02 engineering and technology ,0101 mathematics ,01 natural sciences ,Mathematics - Abstract
This paper is devoted to studying controllability problems of linear stochastic control systems with controls only in the drift terms. It is well known that such a system is not exactly controllabl...
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- 2019
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6. Backward Stochastic Evolution Equations
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Xu Zhang and Qi Lü
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symbols.namesake ,Distributed parameter system ,Filtration (mathematics) ,Transposition (telecommunications) ,Hilbert space ,symbols ,Applied mathematics ,Stochastic evolution ,Martingale representation theorem ,Mathematics ,Natural filtration - Abstract
In this chapter, we present an introduction to backward stochastic evolution equations (valued in Hilbert spaces), which appear naturally in the study of control problems for stochastic distributed parameter systems. In the case of natural filtration, by means of the Martingale Representation Theorem, these equations are proved to be well-posed in the sense of mild solutions; while for the general filtration, using our stochastic transposition method, we also establish their well-posedness.
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- 2021
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7. Second order necessary conditions for optimal control problems of evolution equations involving final point equality constraints
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Hélène Frankowska, Qi Lü, Institut de Mathématiques de Jussieu - Paris Rive Gauche (IMJ-PRG (UMR_7586)), Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS)-Université de Paris (UP), Centre National de la Recherche Scientifique (CNRS), School of Mathematics, Sichuan University, and Sichuan University [Chengdu] (SCU)
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0209 industrial biotechnology ,time evolution partial differential equation ,Control and Optimization ,010102 general mathematics ,second order necessary condition ,Inverse ,02 engineering and technology ,16. Peace & justice ,Optimal control ,local minimizer ,01 natural sciences ,Computational Mathematics ,Metric space ,020901 industrial engineering & automation ,Control and Systems Engineering ,Variational principle ,Linearization ,Order (group theory) ,Applied mathematics ,Point (geometry) ,0101 mathematics ,[MATH]Mathematics [math] ,Control (linguistics) ,Mathematics - Abstract
International audience; We establish some second order necessary conditions for optimal control problems of evolution equations involving final point equality and inequality constraints. Compared with the existing works, the main difference is due to the presence of end-point equality constraints. With such constraints, we cannot simply use the variational techniques since perturbations of a given control may be no longer admissible. We also cannot use the Ekeland’s variational principle, which is a first order variational principle, to obtain second order necessary conditions. Instead, we combine some inverse mapping theorems on metric spaces and second order linearization of data to obtain our results.
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- 2021
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8. Controllability for Stochastic Linear Evolution Equations
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Qi Lü and Xu Zhang
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Controllability ,Duality (mathematics) ,Applied mathematics ,Observability ,Stochastic evolution ,Mathematics ,Dual (category theory) - Abstract
This chapter is devoted to presenting some results on controllability for forward and backward stochastic linear evolution equations with possibly unbounded control operators. By the duality argument, these controllability problems can be reduced to suitable observability for the dual equations. Explicit forms of controls for the controllability problems are also provided. Finally, the controllability of some forward stochastic evolution equations are shown to be equivalent to that of suitably chosen backward stochastic evolution equations.
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- 2021
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9. Control Problems for Stochastic Distributed Parameter Systems
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Qi Lü and Xu Zhang
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Controllability ,Distributed parameter system ,Computer science ,MathematicsofComputing_NUMERICALANALYSIS ,Applied mathematics ,Observability ,Stochastic evolution ,Optimal control ,Wave equation ,Control (linguistics) - Abstract
In this chapter, we shall present several typical controlled stochastic evolution equations, including a new refined controlled stochastic wave equation in particular. Then, we shall give a quite general formulation of some typical control problems, such as controllability/observability problems and optimal control problems for stochastic distributed parameter systems.
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- 2021
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10. Controllability and Observability of Stochastic Parabolic Systems
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Qi Lü and Xu Zhang
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Controllability ,Null (mathematics) ,Mathematics::Analysis of PDEs ,Applied mathematics ,Observability ,Mathematics - Abstract
This chapter is devoted to studying the null/approximate controllability and observability of stochastic parabolic systems.
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- 2021
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11. Linear Quadratic Optimal Control Problems
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Xu Zhang and Qi Lü
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Maximum principle ,Control variable ,Order (group theory) ,Applied mathematics ,Transposition (logic) ,Stochastic evolution ,Type (model theory) ,Mathematics ,Linear quadratic optimal control - Abstract
In this chapter, we are concerned with linear quadratic optimal control problems (LQ problems for short) for stochastic evolution equations, in which the diffusion terms depend on the control variables and the coefficients are stochastic. In such a general setting, one has to introduce suitable operator-valued backward stochastic evolution equations (to characterize the optimal controls in the form of Pontryagin-type maximum principle or in the feedback forms), served as the second order adjoint equations or the Riccati type equations. As in the previous chapter, it is very difficult to show the existence of solutions to these equations. We shall use the stochastic transposition method to overcome this difficulty.
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- 2021
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12. Mathematical Control Theory for Stochastic Partial Differential Equations
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Xu Zhang and Qi Lü
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Stochastic partial differential equation ,Control theory ,Applied mathematics ,Mathematics - Published
- 2021
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13. A Concise Introduction to Control Theory for Stochastic Partial Differential Equations
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Qi Lü and Xu Zhang
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0209 industrial biotechnology ,Control and Optimization ,Applied Mathematics ,010102 general mathematics ,02 engineering and technology ,93E20, 60H15, 93B05, 93B07 ,Optimal control ,01 natural sciences ,Parabolic partial differential equation ,Controllability ,Stochastic partial differential equation ,020901 industrial engineering & automation ,Maximum principle ,Control theory ,Optimization and Control (math.OC) ,FOS: Mathematics ,Observability ,0101 mathematics ,Mathematics - Optimization and Control ,Hyperbolic partial differential equation ,Mathematics - Abstract
The aim of this notes is to give a concise introduction to control theory for systems governed by stochastic partial differential equations. We shall mainly focus on controllability and optimal control problems for these systems. For the first one, we present results for the exact controllability of stochastic transport equations, null and approximate controllability of stochastic parabolic equations and lack of exact controllability of stochastic hyperbolic equations. For the second one, we first introduce the stochastic linear quadratic optimal control problems and then the Pontryagin type maximum principle for general optimal control problems. It deserves mentioning that, in order to solve some difficult problems in this field, one has to develop new tools, say, the stochastic transposition method introduced in our previous works.
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- 2021
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14. Exact Controllability for a Refined Stochastic Wave Equation
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Qi Lü and Xu Zhang
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Controllability ,Work (thermodynamics) ,Control theory ,Applied mathematics ,Point (geometry) ,Diffusion (business) ,Wave equation ,Action (physics) ,Term (time) ,Mathematics - Abstract
In this chapter, we shall prove that the usual stochastic wave equation, i.e., the classic wave equation perturbed by a term of Ito’s integral, is not exactly controllable even if the controls are effective everywhere in both drift and diffusion terms, which means that some key feature is ignored in this model. Then, by means of a global Carleman estimate, we establish the exact controllability of a refined stochastic wave equation with three controls. Moreover, we give a result about the lack of exact controllability, which shows that the action of three controls is necessary. Our analysis indicates that, at least from the view point of Control Theory, the new stochastic wave equation introduced in our work is more reasonable than the one in the existing literature.
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- 2021
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15. Stochastic Evolution Equations
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Qi Lü and Xu Zhang
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symbols.namesake ,Hilbert space ,symbols ,sort ,Applied mathematics ,Stochastic evolution ,Control (linguistics) ,Mathematics - Abstract
This book is mainly addressed to studying the control problems governed by stochastic evolution equations. In this chapter, we shall present a short introduction to the well-posedness and regularity of solutions to this sort of equations, valued in Hilbert spaces.
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- 2021
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16. Pontryagin-Type Stochastic Maximum Principle and Beyond
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Xu Zhang and Qi Lü
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Nonlinear system ,Diffusion (acoustics) ,Maximum principle ,Adjoint equation ,Existential quantification ,Control variable ,Applied mathematics ,Order (group theory) ,Type (model theory) ,Mathematics - Abstract
The main purpose of this chapter is to derive first order necessary conditions, i.e., Pontryagin-type maximum principle for optimal controls of general nonlinear stochastic evolution equations in infinite dimensions, in which both the drift and the diffusion terms may contain the control variables, and the control regions are allowed to be nonconvex. In order to do this, quite different from the deterministic infinite dimensional setting and the stochastic finite dimensional case, people have to introduce a suitable operator-valued backward stochastic evolution equation, served as the second order adjoint equation. It is very difficult to prove the existence of solutions to this equation for the general case. Indeed, in the infinite dimensional setting, there exists no such a satisfactory stochastic integration/evolution equation theory (in the previous literatures) that can be employed to establish the well-posedness of such an equation.
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- 2021
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17. Preface special issue on recent advances in mathematical control theory
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Qi Lü and Xu Zhang
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Control and Optimization ,Applied Mathematics - Published
- 2022
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18. Operator-valued backward stochastic Lyapunov equations in infinite dimensions, and its application
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Xu Zhang and Qi Lü
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Lyapunov function ,0209 industrial biotechnology ,Control and Optimization ,Applied Mathematics ,010102 general mathematics ,Transposition (telecommunications) ,02 engineering and technology ,Stochastic evolution ,Optimal control ,01 natural sciences ,symbols.namesake ,020901 industrial engineering & automation ,Operator (computer programming) ,Maximum principle ,symbols ,Applied mathematics ,0101 mathematics ,Mathematics - Abstract
We establish the well-posedness of operator-valued backward stochastic Lyapunov equations in infinite dimensions, in the sense of \begin{document}$ V $\end{document} -transposition solution and of relaxed transposition solution. As an application, we obtain a Pontryagin-type maximum principle for the optimal control of controlled stochastic evolution equations.
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- 2018
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19. Averaged controllability for random evolution Partial Differential Equations
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Enrique Zuazua and Qi Lü
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0209 industrial biotechnology ,Partial differential equation ,Differential equation ,Independent equation ,Applied Mathematics ,General Mathematics ,010102 general mathematics ,Mathematical analysis ,Mathematics::Analysis of PDEs ,02 engineering and technology ,01 natural sciences ,Parabolic partial differential equation ,Stochastic partial differential equation ,020901 industrial engineering & automation ,Optimization and Control (math.OC) ,Distributed parameter system ,Simultaneous equations ,FOS: Mathematics ,0101 mathematics ,Mathematics - Optimization and Control ,Mathematics ,Numerical partial differential equations - Abstract
We analyze the averaged controllability properties of random evolution Partial Differential Equations. We mainly consider heat and Schr\"odinger equations with random parameters, although the problem is also formulated in an abstract frame. We show that the averages of parabolic equations lead to parabolic-like dynamics that enjoy the null-controllability properties of solutions of heat equations in an arbitrarily short time and from arbitrary measurable sets of positive measure. In the case of Schr\"odinger equations we show that, depending on the probability density governing the random parameter, the average may behave either as a conservative or a parabolic-like evolution, leading to controllability properties, in average, of very different kind., Comment: 51 pages, add some remarks according to the referee's comments
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- 2016
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20. Stochastic linear quadratic optimal control problems for mean-field stochastic evolution equations
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Qi Lü
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Computational Mathematics ,Control and Optimization ,Operator (computer programming) ,Mean field theory ,Control and Systems Engineering ,Feedback control ,Regular polygon ,Regular solution ,Riccati equation ,Applied mathematics ,Stochastic evolution ,Mathematics ,Linear quadratic optimal control - Abstract
We study a linear quadratic optimal control problem for mean-field stochastic evolution equation with the assumption that all the coefficients concerned in the problem are deterministic. We show that the existence of optimal feedback operators is equivalent to that of regular solution to the system which is coupled by two Riccati equations and an explicit formula of the optimal feedback control operator is given via the regular solution. We also show that the mentioned Riccati equations admit a unique strongly regular solution when the cost functional is uniformly convex.
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- 2020
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21. Local state observation for stochastic hyperbolic equations
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Zhongqi Yin and Qi Lü
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Control and Optimization ,Property (philosophy) ,010102 general mathematics ,State (functional analysis) ,01 natural sciences ,010101 applied mathematics ,Computational Mathematics ,Continuation ,Control and Systems Engineering ,Applied mathematics ,Boundary value problem ,0101 mathematics ,Hyperbolic partial differential equation ,Mathematics - Abstract
In this paper, we solve a local state observation problem for stochastic hyperbolic equations without boundary conditions, which is reduced to a local unique continuation property for these equations. This result is proved by a global Carleman estimate. As far as we know, this is the first result in this topic.
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- 2020
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22. Well-posedness of Stochastic Riccati Equations and Closed-Loop Solvability for Stochastic Linear Quadratic Optimal Control Problems
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Qi Lü
- Subjects
Quadratic cost ,93E20, 49N10, 49N35 ,Applied Mathematics ,010102 general mathematics ,MathematicsofComputing_NUMERICALANALYSIS ,Stochastic evolution ,01 natural sciences ,Convexity ,Linear quadratic optimal control ,010101 applied mathematics ,Optimization and Control (math.OC) ,TheoryofComputation_ANALYSISOFALGORITHMSANDPROBLEMCOMPLEXITY ,ComputingMethodologies_SYMBOLICANDALGEBRAICMANIPULATION ,Riccati equation ,FOS: Mathematics ,Applied mathematics ,0101 mathematics ,Closed loop ,Mathematics - Optimization and Control ,Analysis ,Well posedness ,Mathematics - Abstract
We study the closed-loop solvability of a stochastic linear quadratic optimal control problem for systems governed by stochastic evolution equations. This solvability is established by means of solvability of the corresponding Riccati equation, which is implied by the uniform convexity of the quadratic cost functional. At last, conditions ensuring the uniform convexity of the cost functional are discussed.
- Published
- 2018
23. Finite Codimensional Controllability, and Optimal Control Problems with Endpoint State Constraints
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Qi Lü, Xu Liu, and Xu Zhang
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0209 industrial biotechnology ,Spacetime ,Applied Mathematics ,General Mathematics ,010102 general mathematics ,02 engineering and technology ,State (functional analysis) ,Type inequality ,Optimal control ,Wave equation ,01 natural sciences ,Controllability ,020901 industrial engineering & automation ,Optimization and Control (math.OC) ,FOS: Mathematics ,Geometric control ,sort ,Applied mathematics ,0101 mathematics ,Mathematics - Optimization and Control ,Mathematics - Abstract
In this paper, motivated by the study of optimal control problems for infinite dimensional systems with endpoint state constraints, we introduce the notion of finite codimensional (exact/approximate) controllability. Some equivalent criteria on the finite codimensional controllability are presented. In particular, the finite codimensional exact controllability is reduced to deriving a G{\aa}rding type inequality for the adjoint system, which is new for many evolution equations. This inequality can be verified for some concrete problems (and hence applied to the corresponding optimal control problems), say the wave equations with both time and space dependent potentials. Moreover, under some mild assumptions, we show that the finite codimensional exact controllability of this sort of wave equations is equivalent to the classical geometric control condition., Comment: 34 pages
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- 2018
24. Characterization of optimal feedback for stochastic linear quadratic control problems
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Qi Lü, Tianxiao Wang, and Xu Zhang
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0209 industrial biotechnology ,Feedback control ,MathematicsofComputing_NUMERICALANALYSIS ,02 engineering and technology ,Linear quadratic ,Characterization (mathematics) ,01 natural sciences ,lcsh:QA75.5-76.95 ,020901 industrial engineering & automation ,Control theory ,Stochastic linear quadratic problem ,ComputingMethodologies_SYMBOLICANDALGEBRAICMANIPULATION ,FOS: Mathematics ,Applied mathematics ,0101 mathematics ,Control (linguistics) ,Mathematics - Optimization and Control ,Equivalence (measure theory) ,Backward stochastic Riccati equation ,Mathematics ,010102 general mathematics ,93E20 ,Sense (electronics) ,Backward stochastic differential equation ,Optimization and Control (math.OC) ,lcsh:Electronic computers. Computer science ,lcsh:Probabilities. Mathematical statistics ,lcsh:QA273-280 ,Counterexample - Abstract
One of the fundamental issues in Control Theory is to design feedback controls. It is well-known that, the purpose of introducing Riccati equations in the study of deterministic linear quadratic control problems is exactly to construct the desired feedbacks. To date, the same problem in the stochastic setting is only partially well-understood. In this paper, we establish the equivalence between the existence of optimal feedback controls for the stochastic linear quadratic control problems with random coefficients and the solvability of the corresponding backward stochastic Riccati equations in a suitable sense. We also give a counterexample showing the nonexistence of feedback controls to a solvable stochastic linear quadratic control problem. This is a new phenomenon in the stochastic setting, significantly different from its deterministic counterpart.
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- 2017
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25. Global Uniqueness for an Inverse Stochastic Hyperbolic Problem with Three Unknowns
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Xu Zhang and Qi Lü
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Applied Mathematics ,General Mathematics ,Mathematical analysis ,Inverse ,Uniqueness ,Inverse problem ,Hyperbolic partial differential equation ,Displacement (vector) ,Intensity (heat transfer) ,Mathematics - Abstract
This paper is addressed to an inverse stochastic hyperbolic problem with three unknowns, i.e., a random force intensity, an initial displacement, and an initial velocity. The global uniqueness for this inverse problem is proved by means of a new global Carleman estimate for the stochastic hyperbolic equation. It is found that both the formulation of stochastic inverse problems and the tools to solve them differ considerably from their deterministic counterpart. © 2015 Wiley Periodicals, Inc.
- Published
- 2014
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26. Exact controllability for stochastic Schrödinger equations
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Qi Lü
- Subjects
0209 industrial biotechnology ,Applied Mathematics ,010102 general mathematics ,Duality (optimization) ,Boundary (topology) ,02 engineering and technology ,01 natural sciences ,Action (physics) ,Schrödinger equation ,Term (time) ,Controllability ,symbols.namesake ,020901 industrial engineering & automation ,symbols ,Applied mathematics ,Observability ,0101 mathematics ,Diffusion (business) ,Analysis ,Mathematics - Abstract
This paper is addressed to studying the exact controllability of stochastic Schrodinger equations by two controls. One is a boundary control and the other is an internal control in the diffusion term. By means of the duality argument, the control problem is converted into an observability problem for backward stochastic Schrodinger equations, and the desired observability estimate is obtained by a global Carleman estimate. At last, we give a result about the lack of exact controllability, which shows that the action of two controls is necessary.
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- 2013
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27. Null Controllability for Wave Equations with Memory
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Enrique Zuazua, Qi Lü, Xu Zhang, Sichuan University [Chengdu] (SCU), Laboratoire Jacques-Louis Lions (LJLL), Université Pierre et Marie Curie - Paris 6 (UPMC)-Université Paris Diderot - Paris 7 (UPD7)-Centre National de la Recherche Scientifique (CNRS), and Lu, Qi
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0209 industrial biotechnology ,93B05, 74D05, 35L05, 93B07 ,General Mathematics ,Duality (optimization) ,02 engineering and technology ,01 natural sciences ,moving geometric control condition ,Domain (mathematical analysis) ,020901 industrial engineering & automation ,FOS: Mathematics ,memory-type null controllability ,Observability ,0101 mathematics ,Mathematics - Optimization and Control ,Mathematics ,moving control ,Applied Mathematics ,010102 general mathematics ,Mathematical analysis ,Null (mathematics) ,Degenerate energy levels ,Ode ,[MATH.MATH-OC] Mathematics [math]/Optimization and Control [math.OC] ,Wave equation ,Controllability ,Optimization and Control (math.OC) ,coupled PDE-ODE system ,Wave equations with memory ,[MATH.MATH-OC]Mathematics [math]/Optimization and Control [math.OC] - Abstract
We study the memory-type null controllability property for wave equations involving memory terms. The goal is not only to drive the displacement and the velocity (of the considered wave) to rest at some time-instant but also to require the memory term to vanish at the same time, ensuring that the whole process reaches the equilibrium. This memory-type null controllability problem can be reduced to the classical null controllability property for a coupled PDE-ODE system. The latter can be viewed as a degenerate system of wave equations, in which the velocity of propagation for the ODE component vanishes. This fact requires the support of the control to move to ensure the memory-type null controllability to hold, under the so-called Moving Geometric Control Condition. The control result is proved by duality by means of an observability inequality which employs measurements done on a moving observation open subset of the domain where the waves propagate., ´Nousétudions le contrôle vers l'´ equilibre de l'´ equations des ondes avec mémoire. Cecí exige non seulement de contrôler le déplacement et la vitesse de l'onde considérée, mais aussi d'assurer que le terme de mémoire atteigne l'´ etat d'´ equilibrè a un instant donné. Ceprobì eme de contrôlè a zéro de type mémoire peutêtrepeutˆpeutêtre réduitréduit`réduità unprobì eme de contrôlè a zéro pour un système couplé PDE-ODE. Ce dernier peutêtrepeutˆpeutêtre considéré comme un système dégénéré d'´ equations d'ondes, pour lequel la vitesse de propagation de la composante ODE est nulle. Pour aboutir au résultat, le support du contrôle doit se déplacer le long du domaine o` u les ondes se propagent, assurant ainsi, non seulement l'absorption des rayons classiques de l'´ equation des ondes, mais aussi labsorption des rayons qui ne se propagent pas et qui sont associésassociés`associésà l'ODE. On appelle cette condition : Condition de contrôle géométrique en mouvement. Le résultat de contrôle est prouvé moyennant une inégalité d'observabilité.
- Published
- 2016
28. Second order necessary conditions for optimal control problems of stochastic evolution equations
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Qi Lü
- Subjects
Stochastic control ,0209 industrial biotechnology ,Partial differential equation ,010102 general mathematics ,Ode ,02 engineering and technology ,Optimal control ,Malliavin calculus ,01 natural sciences ,Stochastic differential equation ,020901 industrial engineering & automation ,Ordinary differential equation ,Applied mathematics ,Order (group theory) ,0101 mathematics ,Mathematics - Abstract
The classical Pontryagin maximum principle is a first-order necessary condition (FONC for short) for optimal controls of ordinary differential equations (ODEs for short). When the FONC degenerates, people introduce second-order necessary conditions (SONCs for short) for optimal controls. SONCs are well studied for optimal controls of systems described by ODEs and partial differential equations (PDEs for short). Some results for SONC of optimal controls for systems governed by stochastic differential equations (SDEs for short) are also obtained. However, nothing is known about the SONC for optimal controls of systems described by stochastic (infinite dimensional) evolution equations (SEEs for short). This paper aims to give a solution to this difficult problem, under some mild conditions.
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- 2016
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29. Null controllability of linear heat and wave equations with nonlocal spatial terms
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Enrique Zuazua, Qi Lü, Enrique Fernández-Cara, Universidad de Sevilla. Departamento de Ecuaciones Diferenciales y Análisis Numérico, Universidad de Sevilla. FQM131: Ec.diferenciales,Simulación Num.y Desarrollo Software, and UAM. Departamento de Matemáticas
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0209 industrial biotechnology ,Null controllability ,Control and Optimization ,Matemáticas ,Applied Mathematics ,Heat equation ,010102 general mathematics ,Null (mathematics) ,Mathematical analysis ,02 engineering and technology ,Wave equation ,01 natural sciences ,Controllability ,Kernel (algebra) ,020901 industrial engineering & automation ,0101 mathematics ,Argument (linguistics) ,Nonlocal terms ,Mathematics - Abstract
In this paper, we study the null controllability of linear heat and wave equations with spatial nonlocal integral terms. Under some analyticity assumptions on the corresponding kernel, we show that the equations are controllable. We employ compactness-uniqueness arguments in a suitable functional setting, an argument that is harder to apply for heat equations because of its very strong time irreversibility. Some possible extensions and open problems concerning other nonlocal systems are presented, E.F.C. was partially supported by MINECO (Spain) grant MTM2013-41286-P. Q.L. was supported by the NSF of China under grant 11471231, the Fundamental Research Funds for the Central Universities in China under grant 2015SCU04A02, and MICINN (Spain) grant MTM2011-29306-C02-00. E.Z. was partially supported by the advanced grant NUMERIWAVES/FP7-246775 of the European Research Council Executive Agency, FA9550-14-1-0214 of EOARD-AFOSR, FA9550-15-1-002 of AFOSR, MTM2011-29306 and MTM2014-52347 grants of MINECO, and a Humboldt Award at the University of Erlangen-Nurnberg
- Published
- 2016
30. Representation of Itô integrals by Lebesgue/Bochner integrals
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Jiongmin Yong, Qi Lü, and Xu Zhang
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Pure mathematics ,Riesz representation theorem ,Stochastic process ,Applied Mathematics ,General Mathematics ,Bochner integral ,Banach space ,Lebesgue integration ,Controllability ,symbols.namesake ,Stochastic differential equation ,symbols ,Mathematics ,Probability measure - Abstract
In [Yong 2004], it was proved that as long as the integrand has certain properties, the corresponding It\^o integral can be written as a (parameterized) Lebesgue integral (or a Bochner integral). In this paper, we show that such a question can be answered in a more positive and refined way. To do this, we need to characterize the dual of the Banach space of some vector-valued stochastic processes having different integrability with respect to the time variable and the probability measure. The later can be regarded as a variant of the classical Riesz Representation Theorem, and therefore it will be useful in studying other problems. Some remarkable consequences are presented as well, including a reasonable definition of exact controllability for stochastic differential equations and a condition which implies a Black�Scholes market to be complete.
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- 2012
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31. Erratum to 'Representation of Itô integrals by Lebesgue/Bochner integrals' (J. Eur. Math. Soc. 14, 1795–1823 (2012))
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Qi Lü, Xu Zhang, and Jiongmin Yong
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0209 industrial biotechnology ,Pure mathematics ,Applied Mathematics ,General Mathematics ,010102 general mathematics ,Representation (systemics) ,02 engineering and technology ,Lebesgue integration ,01 natural sciences ,symbols.namesake ,020901 industrial engineering & automation ,symbols ,0101 mathematics ,Mathematics - Published
- 2017
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32. On the Existence of Time Optimal Controls with Constraints of the Rectangular Type for Heat Equations
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Qi Lü and Gengsheng Wang
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Control and Optimization ,Perspective (geometry) ,Ball type ,Applied Mathematics ,Ordinary differential equation ,Mathematical analysis ,Heat equation ,Type (model theory) ,Control (linguistics) ,Time optimal ,Mathematics - Abstract
This paper presents a time optimal control problem with control constraints of the rectangular type for internally controlled heat equations. An existence result of time optimal controls for such a problem is established. The rectangular type of control constraints originates from the study of time optimal control problems for ordinary differential equations. In the finite dimensional case, there is no difference between such problems with control constraints of the rectangular type and those of the ball type, from the perspective of the study on the existence of optimal controls. Interestingly, in the infinite dimensional case, the problem with control constraints of the rectangular type differs essentially from that with control constraints of the ball type. For infinite dimensional systems, the existence for time optimal controls with constraints of the ball type has already been discussed in the literature, while the study of the rectangular type has not been touched upon as far as we know.
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- 2011
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33. Bang-bang principle of time optimal controls and null controllability of fractional order parabolic equations
- Author
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Qi Lü
- Subjects
Controllability ,Applied Mathematics ,General Mathematics ,Bounded function ,Null (mathematics) ,Mathematical analysis ,Observability ,Eigenfunction ,Measure (mathematics) ,Parabolic partial differential equation ,Domain (mathematical analysis) ,Mathematics - Abstract
In this paper, we establish a bang-bang principle of time optimal controls for a controlled parabolic equation of fractional order evolved in a bounded domain Ω of ℝn, with a controller ω to be any given nonempty open subset of ω. The problem is reduced to a new controllability property for this equation, i.e. the null controllability of the system at any given time T > 0 when the control is restricted to be active in ω × E, where E is any given subset of [0, T] with positive (Legesgue) measure. The desired controllability result is established by means of a sharp observability estimate on the eigenfunctions of the Dirichlet Laplacian due to Lebeau and Robbiano, and a delicate result in the measure theory due to Lions.
- Published
- 2010
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- View/download PDF
34. State observation problem for general time reversible system and applications
- Author
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Qi Lü and Jing Li
- Subjects
Iterative method ,Applied Mathematics ,Numerical analysis ,Mathematical analysis ,State (functional analysis) ,Wave equation ,Schrödinger equation ,Computational Mathematics ,symbols.namesake ,Rate of convergence ,Convergence (routing) ,symbols ,Applied mathematics ,Observation data ,Mathematics - Abstract
This paper is concerned with a state observation problem for the general time reversible system, i.e., to recover the initial state of the given system from suitable observation data. An abstract unified framework is presented. By means of an iterative time reversal technique, we derive two asymptotic formulae of reconstructing the initial state approximately with explicit convergence rates. General results are then applied to the state observation problems for the Schrodinger equation and the wave equation.
- Published
- 2010
- Full Text
- View/download PDF
35. Preface a tribute to professor Jiongmin Yong on his 60th birthday
- Author
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Xu Zhang, Hongwei Lou, Qi Lü, and Gengsheng Wang
- Subjects
Control and Optimization ,Applied Mathematics ,media_common.quotation_subject ,Tribute ,Art ,Classics ,media_common - Published
- 2018
- Full Text
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36. Fredholm transform and local rapid stabilization for a Kuramoto-Sivashinsky equation
- Author
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Jean-Michel Coron, Qi Lü, Laboratoire Jacques-Louis Lions (LJLL), Université Pierre et Marie Curie - Paris 6 (UPMC)-Université Paris Diderot - Paris 7 (UPD7)-Centre National de la Recherche Scientifique (CNRS), School of Mathematical Sciences, University of Electronic Science and Technology of China (UESTC), European Project: 266907,EC:FP7:ERC,ERC-2010-AdG_20100224,CPDENL(2011), and University of Electronic Science and Technology of China [Chengdu] (UESTC)
- Subjects
Kuramoto–Sivashinsky equation ,93D15 (35Q53 93C20) ,Applied Mathematics ,Mathematical analysis ,Zero (complex analysis) ,Geodetic datum ,rapid exponential stabilization ,Interval (mathematics) ,93D15, 35Q53 ,Integral transform ,Exponential stabilization ,Exponential growth ,Optimization and Control (math.OC) ,Bounded function ,FOS: Mathematics ,[MATH.MATH-OC]Mathematics [math]/Optimization and Control [math.OC] ,Mathematics - Optimization and Control ,Analysis ,Mathematics - Abstract
International audience; This paper is devoted to the study of the local rapid exponential stabilization problem for a controlled Kuramoto–Sivashinsky equation on a bounded interval. We build a feedback control law to force the solution of the closed-loop system to decay exponentially to zero with arbitrarily prescribed decay rates, provided that the initial datum is small enough. Our approach uses a method we introduced for the rapid stabilization of a Korteweg–de Vries equation. It relies on the construction of a suitable integral transform and can be applied to many other equations.
- Published
- 2015
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- View/download PDF
37. Transposition Method for Backward Stochastic Evolution Equations Revisited, and Its Application
- Author
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Xu Zhang and Qi Lü
- Subjects
Control and Optimization ,Applied Mathematics ,Drop (liquid) ,Transposition (telecommunications) ,93E20 ,Linear quadratic ,Stochastic evolution ,Optimal control ,Maximum principle ,Optimization and Control (math.OC) ,FOS: Mathematics ,Filtration (mathematics) ,Applied mathematics ,Mathematics - Optimization and Control ,Mathematics - Abstract
The main purpose of this paper is to improve our transposition method to solve both vector-valued and operator-valued backward stochastic evolution equations with a general filtration. As its application, we obtain a general Pontryagin-type maximum principle for optimal controls of stochastic evolution equations in infinite dimensions. In particular, we drop the technical assumption appeared in [12, Theorem 9.1]. We also establish a Pontryagin-type maximum principle for a stochastic linear quadratic problems.
- Published
- 2014
38. Local rapid stabilization for a Korteweg\u2013de Vries equation with a Neumann boundary control on the right
- Author
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Jean-Michel Coron, Qi Lü, Laboratoire Jacques-Louis Lions (LJLL), Université Pierre et Marie Curie - Paris 6 (UPMC)-Université Paris Diderot - Paris 7 (UPD7)-Centre National de la Recherche Scientifique (CNRS), School of Mathematical Sciences, University of Electronic Science and Technology of China (UESTC), European Project: 266907,EC:FP7:ERC,ERC-2010-AdG_20100224,CPDENL(2011), and University of Electronic Science and Technology of China [Chengdu] (UESTC)
- Subjects
0209 industrial biotechnology ,General Mathematics ,integral transform ,Boundary (topology) ,02 engineering and technology ,Interval (mathematics) ,01 natural sciences ,symbols.namesake ,020901 industrial engineering & automation ,Korteweg-de Vries equation ,Neumann boundary condition ,FOS: Mathematics ,0101 mathematics ,Korteweg–de Vries equation ,Mathematics - Optimization and Control ,Mathematics ,93D15 ,35Q53 ,Applied Mathematics ,010102 general mathematics ,Mathematical analysis ,Zero (complex analysis) ,16. Peace & justice ,Integral transform ,stabilization ,Optimization and Control (math.OC) ,Dirichlet boundary condition ,Bounded function ,symbols ,[MATH.MATH-OC]Mathematics [math]/Optimization and Control [math.OC] - Abstract
This paper is devoted to the study of the rapid exponential stabilization problem for a controlled Korteweg-de Vries equation on a bounded interval with homogeneous Dirichlet boundary conditions and Neumann boundary control at the right endpoint of the interval. For every noncritical length, we build a feedback control law to force the solution of the closed-loop system to decay exponentially to zero with arbitrarily prescribed decay rates, provided that the initial datum is small enough. Our approach relies on the construction of a suitable integral transform., Comment: 45 pages
- Published
- 2014
- Full Text
- View/download PDF
39. Necessary Condition for Optimal Controls, the Case of Non-convex Control Domains
- Author
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Xu Zhang and Qi Lü
- Subjects
Stochastic control ,Stochastic differential equation ,Maximum principle ,Stochastic process ,Mathematics::Optimization and Control ,Regular polygon ,Applied mathematics ,Control (linguistics) ,Mathematics ,Domain (software engineering) - Abstract
In this chapter, we derive a general Pontryagin-type stochastic maximum principle for optimal controls with a possibly nonconvex control domain.
- Published
- 2014
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40. Well-Posedness Result for the Operator-Valued BSEEs with Special Data
- Author
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Qi Lü and Xu Zhang
- Subjects
symbols.namesake ,Operator (computer programming) ,Hilbert–Schmidt operator ,Mathematics::Analysis of PDEs ,Transposition (telecommunications) ,Hilbert space ,symbols ,Applied mathematics ,Geodetic datum ,Uniqueness ,Special case ,Mathematics ,Term (time) - Abstract
In this chapter, we prove a uniqueness result for transposition solutions to the operator-valued backward stochastic evolution Eq. (1.10) and a well-posedness result for transposition solutions to this equation for the special case that both the final datum and the nonhomogeneous term are valued in the Hilbert space of Hilbert-Schmidt operators.
- Published
- 2014
- Full Text
- View/download PDF
41. Robust null controllability for heat equations with unknown switching control mode
- Author
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Enrique Zuazua and Qi Lü
- Subjects
Controllability ,Control mode ,Robustness (computer science) ,Control theory ,Applied Mathematics ,Discrete Mathematics and Combinatorics ,A priori and a posteriori ,Heat equation ,Robust control ,Analysis ,Mathematics - Abstract
We analyze the null controllability for heat equations in the presence of switching controls. The switching pattern is a priori unknown so that the control has to be designed in a robust manner, based only on the past dynamics, so to fulfill the final control requirement, regardless of what the future dynamics is. We prove that such a robust control strategy actually exists when the switching controllers are located on two non trivial open subsets of the domain where the heat process evolves. Our strategy to construct these robust controls is based on earlier works by Lebeau and Robbiano on the null controllability of the heat equation. It is relevant to emphasize that our result is specific to the heat equation as an extension of a property of finite-dimensional systems that we fully characterize but that it may not hold for wave-like equations.
- Published
- 2014
42. Observability estimate for stochastic Schrödinger equations and its applications
- Author
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Qi Lü
- Subjects
0209 industrial biotechnology ,Control and Optimization ,Unique continuation property ,Mathematics::Analysis of PDEs ,Boundary (topology) ,02 engineering and technology ,01 natural sciences ,Schrödinger equation ,symbols.namesake ,Continuation ,020901 industrial engineering & automation ,Operator (computer programming) ,Observability ,0101 mathematics ,Nonlinear Sciences::Pattern Formation and Solitons ,Mathematics ,Applied Mathematics ,Global Carleman estimate ,010102 general mathematics ,Mathematical analysis ,State (functional analysis) ,State observation problem ,symbols ,Stochastic Schrödinger equation ,Observability estimate - Abstract
In this paper, we establish a boundary observability estimate for stochastic Schrödinger equations by means of the global Carleman estimate. Our Carleman estimate is based on a new fundamental identity for a stochastic Schrödinger-like operator. Applications to the state observation problem for semilinear stochastic Schrödinger equations and the unique continuation problem for stochastic Schrödinger equations are also addressed.
- Published
- 2013
- Full Text
- View/download PDF
43. Exact Controllability for Stochastic Transport Equations
- Author
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Qi Lü
- Subjects
Controllability ,Primary 93B05, Secondary 93B07, 93E20, 60H15 ,Control and Optimization ,Mathematics - Analysis of PDEs ,Optimization and Control (math.OC) ,Applied Mathematics ,FOS: Mathematics ,Applied mathematics ,Duality (optimization) ,Observability ,Mathematics - Optimization and Control ,Mathematics ,Analysis of PDEs (math.AP) - Abstract
This paper is addressed to studying the exact controllability for stochastic transport equations by two controls: one is a boundary control imposed on the drift term and the other is an internal control imposed on the diffusion term. By means of the duality argument, this controllability problem can be reduced to an observability problem for backward stochastic transport equations, and the desired observability estimate is obtained by a new global Carleman estimate. Also, we present some results about the lack of exact controllability, which show that the action of two controls is necessary. To some extent, this indicates that the controllability problems for stochastic PDEs differ from their deterministic counterpart.
- Published
- 2013
44. A quantitative boundary unique continuation for stochastic parabolic equations
- Author
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Qi Lü and Hongheng Li
- Subjects
0209 industrial biotechnology ,Boundary unique continuation property ,Property (philosophy) ,Applied Mathematics ,Global Carleman estimate ,010102 general mathematics ,Mathematical analysis ,Boundary (topology) ,02 engineering and technology ,01 natural sciences ,Parabolic partial differential equation ,Continuation ,020901 industrial engineering & automation ,Stochastic parabolic equations ,0101 mathematics ,Analysis ,Mathematics - Abstract
This paper is addressed to the boundary unique continuation property for forward stochastic parabolic equations, that is, to determine the value of the solution by virtue of the observation on an arbitrary open subset of the boundary. By means of a global Carleman estimate, we establish a quantitative version of this property.
- Published
- 2013
45. Null controllability for some systems of two backward stochastic heat equations with one control force
- Author
-
Qi Lü and Hongheng Li
- Subjects
0209 industrial biotechnology ,Null controllability ,Applied Mathematics ,General Mathematics ,010102 general mathematics ,Null (mathematics) ,02 engineering and technology ,Control force ,01 natural sciences ,Dual (category theory) ,Controllability ,020901 industrial engineering & automation ,Control theory ,Backward stochastic heat equation ,Heat equation ,Observability ,0101 mathematics ,Observability estimate ,Mathematics - Abstract
The authors establish the null controllability for some systems coupled by two backward stochastic heat equations. The desired controllability result is obtained by means of proving a suitable observability estimate for the dual system of the controlled system.
- Published
- 2012
46. Carleman Estimate for Stochastic Parabolic Equations and Inverse Stochastic Parabolic Problems
- Author
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Qi Lü
- Subjects
Conditional stability ,Applied Mathematics ,010102 general mathematics ,Process (computing) ,Boundary (topology) ,Inverse ,Systems and Control (eess.SY) ,Inverse problem ,01 natural sciences ,Parabolic partial differential equation ,Computer Science Applications ,Theoretical Computer Science ,010101 applied mathematics ,Inverse source problem ,Optimization and Control (math.OC) ,Signal Processing ,FOS: Mathematics ,FOS: Electrical engineering, electronic engineering, information engineering ,Applied mathematics ,Computer Science - Systems and Control ,Uniqueness ,0101 mathematics ,Mathematics - Optimization and Control ,Mathematical Physics ,Mathematics - Abstract
In this paper, we establish a global Carleman estimate for stochastic parabolic equations. Based on this estimate, we solve two inverse problems for stochastic parabolic equations. One is concerned with a determination problem of the history of a stochastic heat process through the observation at the final time $T$, for which we obtain a conditional stability estimate. The other is an inverse source problem with observation on the lateral boundary. We derive the uniqueness of the source., 18 pages
- Published
- 2011
47. Well-posedness of Backward Stochastic Differential Equations with General Filtration
- Author
-
Xu Zhang and Qi Lü
- Subjects
Comparison theorem ,Applied Mathematics ,Probability (math.PR) ,Mathematical analysis ,Stochastic partial differential equation ,Stochastic differential equation ,Maximum principle ,FOS: Mathematics ,Filtration (mathematics) ,Point (geometry) ,Transposition (logic) ,Martingale representation theorem ,Analysis ,Mathematics - Probability ,Mathematics - Abstract
This paper is addressed to the well-posedness of some linear and semilinear backward stochastic differential equations with general filtration, without using the Martingale Representation Theorem. The point of our approach is to introduce a new notion of solution, i.e., the transposition solution, which coincides with the usual strong solution when the filtration is natural but it is more flexible for the general filtration than the existing notion of solutions. A comparison theorem for transposition solutions is also presented., 21 pages
- Published
- 2010
48. Observability estimate and state observation problems for stochastic hyperbolic equations
- Author
-
Qi Lü
- Subjects
0209 industrial biotechnology ,Mathematics::Dynamical Systems ,93B07, 65N21, 60H15 ,FOS: Physical sciences ,Boundary (topology) ,02 engineering and technology ,01 natural sciences ,Stability (probability) ,Theoretical Computer Science ,Continuation ,020901 industrial engineering & automation ,FOS: Mathematics ,Applied mathematics ,Observability ,0101 mathematics ,Mathematics - Optimization and Control ,Mathematical Physics ,Mathematics ,Applied Mathematics ,010102 general mathematics ,Lower order ,Mathematical Physics (math-ph) ,State (functional analysis) ,Mathematics::Geometric Topology ,Computer Science Applications ,Optimization and Control (math.OC) ,Signal Processing ,Hyperbolic partial differential equation - Abstract
This paper is devoted to a study of the boundary and internal state observation problems for stochastic hyperbolic equations. For this, we derive a boundary and an internal observability inequality for stochastic hyperbolic equations with nonsmooth lower order terms. The required inequalities are obtained by the global Carleman estimate for stochastic hyperbolic equations. By these inequalities, we get stability estimates for the state observation problems. As a consequence, we also establish a unique continuation property for stochastic hyperbolic equations.
- Published
- 2013
- Full Text
- View/download PDF
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