Challenges
Datasets
Workspaces
Papers
Discussions
Leaderboard
Log inSign up
Challenges
Datasets
Workspaces
Papers
Discussions
Leaderboard
Blog
Job Board
Q3AS

© 2026 Aqora Quantum S.A.S.

TermsPrivacyLegal Notice

Physical Review A

Assessing optimality and robustness of control over quantum dynamics

Metin Demіralp, HERSCHEL A. RABITZ

Published Apr 1, 1998• 21 citations
Publisher

Abstract

This work presents a general framework for assessing the quality and robustness of control over quantum dynamics induced by an optical field $\mathcal{E}(t).$ The control process is expressed in terms of a cost functional, including the physical objectives, penalties, and constraints. The first variations of such cost functionals have traditionally been utilized to create designs for the controlling electric fields. Here, the second variation of the cost functional is analyzed to explore (i) whether such solutions are locally optimal, and (ii) their degree of robustness. Both issues may be assessed from the eigenvalues of the stability operator S whose kernel $K(t,\ensuremath{\tau})$ is related to $\ensuremath{\delta}\mathcal{E}(t)/\ensuremath{\delta}\mathcal{E}(\ensuremath{\tau}){|}_{c}$ for $0<t,$ $\ensuremath{\tau}<~T,$ where $T$ is the target control time. Here $c$ denotes the constraint that the field satisfies the optimal control dynamical equations. The eigenvalues \ensuremath{\sigma} of S satisfying $\ensuremath{\sigma}<1$ assure local optimality of the control solution, with $\ensuremath{\sigma}=1$ being the critical value separating optimal solutions from false solutions (i.e., those with negative second variational curvature of the cost functional). In turn, the maximally robust control solutions with the least sensitivity to field errors also correspond to $\ensuremath{\sigma}=1.$ Thus, sufficiently high sensitivity of the field at one time $t$ to the field at another time \ensuremath{\tau} (i.e., $\ensuremath{\sigma}>1$) will lead to a loss of local optimality. An expression is obtained for a bound on the stability operator, and this result is employed to qualitatively analyze control behavior. From this bound, the inclusion of an auxiliary operator (i.e., other than the target operator) is shown to act as a stabilizer of the control process. It is also shown that robust solutions are expected to exist in both the strong- and weak-field regimes.

DOI
10.1103/physreva.57.2420

Related papers

Optimally controlled quantum molecular dynamics: A perturbation formulation and the existence of multiple solutions

Metin Demіralp, HERSCHEL A. RABITZ

This work considers optimal control of quantum-mechanical systems within the framework of perturbation theory with respect to the controlling optical electric field. The control problem is expressed in terms of a cost functional including the physical objective, the penalties, and constraints. The resultant nonlinear variational equations are linearized by considering the lowest-order term in an expansion in powers of the optical-field strength. The optical field is found to satisfy a linear integral equation, and the solution may be expressed in terms of a generalized eigenvalue problem associated with the corresponding kernel. A full determination of the field is specified through the solution to the integral equation and the roots of an accompanying linearized spectral equation for a characteristic multiplier parameter. Each discrete value of the latter parameter corresponds to a particular solution to the variational equations. As a result, it is argued that under very general conditions there will be a denumerably infinite number of solutions to well-posed quantum-mechanical optimal-control problems.

Physical Review A•Feb 1, 1993•99 citations

Optimally controlled quantum molecular dynamics: The effect of nonlinearities on the magnitude and multiplicity of control-field solutions

Metin Demіralp, HERSCHEL A. RABITZ

This paper addresses the nature and multiplicity of an optimally designed electric field for controlling quantum-dynamical processes. A rather general cost functional is considered, with only mild conditions called for amongst the various operators involved. An explicit upper bound on the magnitude of the controlling electric field is attained in terms of the norms of various operators entering into the control cost functional. An earlier work employing first-order perturbation theory arguments showed that, under rather mild assumptions, a denumerably infinite number of control-field solutions exists for the optimal control problem. In the present work, it is shown that through a bound on the remainder of the nonlinear terms in the expansion, this same conclusion concerning the control-field multiplicity continues to hold.

Physical Review A•Feb 1, 1993•32 citations

Instantaneous Stability and Robustness Investigations in Quantum Optimal Control: Harmonic Oscillator Under Linear Dipole and Quadratic Control Agents

Metin Demіralp, Burcu Tunga

In this work we have investigated the stability and robustness of the optimal control solutions to a quantum system when the control duration goes to zero. The solutions at this limit are called “Instantaneous Solutions”. These investigations are based on the second variation of the cost functional evaluated at control solution values when the first variations of wave and costate functions are related to the first variation of external field amplitude via control equations. This form of cost functional's second variation is purely quadratic in the first variation of the external field amplitude. Investigations are conducted for an illustrative model system, one dimensional quantum harmonic oscillator under linear dipole interaction, purely quadratic objective operator in position, and purely quadratic penalty operator in momentum. We have not found the stability operator's spectrum explicitly. Instead we have employed a bound analysis to understand the system's stability and robustness. (© 2005 WILEY-VCH Verlag GmbH & Co. KGaA, Weinheim)

Applied Numerical Analysis & Computational Mathematics•Apr 12, 2005•1 citation

Algebraic and computational aspects of quantum control and applications.

I. C. H. Pullen

We investigate the problem of control of quantum systems. Various notions of controllability of quantum systems are discussed and Lie algebraic techniques are employed to derive necessary and sufficient conditions for the resulting degrees of controllability. The results are employed to study the degree of controllability for various model systems. The problem of optimal control is formulated as a problem of maximisation of the expectation value of an observable of the system subject to dynamical constraints and costs. A class of iterative algorithms is discussed, and shown to converge to a solution of the Euler-Lagrange equations, which is a necessary condition for optimality of a solution. A numerical realisation of the algorithm is presented and potential implementation of the resulting control fields in the laboratory is discussed. The algorithm is applied to find optimal control fields for a variety of applications including selective and simultaneous excitation of individual quantum dots in a globally addressed ensemble, creation of superposition states, and selective excitation of certain vibrational modes of a simple molecule such as Hydrogen Fluoride. In each case we systematically explore the parameter space of the algorithm to select solutions with desirable physical features from the multitude of possible choices. As there are many possible optimal control fields which give similar yields the question of whether some are more robust than others is investigated. A number of optimal fields are analysed quantitatively in terms of robustness with regard to temporal and spectral noise affecting the fields, uncertainty in the model parameters and the effect of experimental limitations such as restrictions on the bandwidth of the fields. It is shown that whilst the solutions tend to be sensitive to uncertainty in the energy levels chosen for the model, they appear to be surprisingly tolerant to even severe bandwidth limitations.

•Jan 1, 2006•0 citations

Optimal control of quantum systems: Origins of inherent robustness to control field fluctuations

HERSCHEL A. RABITZ

The impact of control field fluctuations on the optimal manipulation of quantum dynamics phenomena is investigated. The quantum system is driven by an optimal control field, with the physical focus on the evolving expectation value of an observable operator. A relationship is shown to exist between the system dynamics and the control field fluctuations, wherein the process of seeking optimal performance assures an inherent degree of system robustness to such fluctuations. The presence of significant field fluctuations breaks down the evolution of the observable expectation value into a sequence of partially coherent robust steps. Robustness occurs because the optimization process reduces sensitivity to noise-driven quantum system fluctuations by taking advantage of the observable expectation value being bilinear in the evolution operator and its adjoint. The consequences of this inherent robustness are discussed in the light of recent experiments and numerical simulations on the optimal control of quantum phenomena. The analysis in this paper bodes well for the future success of closed-loop quantum optimal control experiments, even in the presence of reasonable levels of field fluctuations.

Physical Review A•Dec 13, 2002•37 citations

Control of quantum systems and inherent robustness to field fluctuations

HERSCHEL A. RABITZ

A relationship is shown to exist between optimally controlled quantum dynamics and field fluctuations, wherein the process of seeking optimal performance assures an inherent degree of system robustness to such fluctuations. Robustness occurs because the optimization process reduces sensitivity to noise-driven quantum system fluctuations by taking advantage of the observable expectation value being bilinear in the evolution operator and its adjoint. The consequences of this inherent robustness are discussed in light of recent experiments and numerical simulations on optimal control of quantum phenomena.

IEEE Conference on Decision and Control (CDC)•Aug 27, 2003•1 citation
This work presents a general framework for assessing the quality and robustness of control over quantum dynamics induced by an optical field E(t).\mathcal{E}(t).E(t). The control process is expressed in terms of a cost functional, including the physical objectives, penalties, and constraints. The first variations of such cost functionals have traditionally been utilized to create designs for the controlling electric fields. Here, the second variation of the cost functional is analyzed to explore (i) whether such solutions are locally optimal, and (ii) their degree of robustness. Both issues may be assessed from the eigenvalues of the stability operator S whose kernel K(t,\ensuremathτ)K(t,\ensuremath{\tau})K(t,\ensuremathτ) is related to \ensuremathδE(t)/\ensuremathδE(\ensuremathτ)∣c\ensuremath{\delta}\mathcal{E}(t)/\ensuremath{\delta}\mathcal{E}(\ensuremath{\tau}){|}_{c}\ensuremathδE(t)/\ensuremathδE(\ensuremathτ)∣c​ for 0<t,0<t,0<t, \ensuremathτ< T,\ensuremath{\tau}<~T,\ensuremathτ< T, where TTT is the target control time. Here ccc denotes the constraint that the field satisfies the optimal control dynamical equations. The eigenvalues \ensuremath{\sigma} of S satisfying \ensuremathσ<1\ensuremath{\sigma}<1\ensuremathσ<1 assure local optimality of the control solution, with \ensuremathσ=1\ensuremath{\sigma}=1\ensuremathσ=1 being the critical value separating optimal solutions from false solutions (i.e., those with negative second variational curvature of the cost functional). In turn, the maximally robust control solutions with the least sensitivity to field errors also correspond to \ensuremathσ=1.\ensuremath{\sigma}=1.\ensuremathσ=1. Thus, sufficiently high sensitivity of the field at one time ttt to the field at another time \ensuremath{\tau} (i.e., \ensuremathσ>1\ensuremath{\sigma}>1\ensuremathσ>1) will lead to a loss of local optimality. An expression is obtained for a bound on the stability operator, and this result is employed to qualitatively analyze control behavior. From this bound, the inclusion of an auxiliary operator (i.e., other than the target operator) is shown to act as a stabilizer of the control process. It is also shown that robust solutions are expected to exist in both the strong- and weak-field regimes.
This work considers optimal control of quantum-mechanical systems within the framework of perturbation theory with respect to the controlling optical electric field. The control problem is expressed in terms of a cost functional including the physical objective, the penalties, and constraints. The resultant nonlinear variational equations are linearized by considering the lowest-order term in an expansion in powers of the optical-field strength. The optical field is found to satisfy a linear integral equation, and the solution may be expressed in terms of a generalized eigenvalue problem associated with the corresponding kernel. A full determination of the field is specified through the solution to the integral equation and the roots of an accompanying linearized spectral equation for a characteristic multiplier parameter. Each discrete value of the latter parameter corresponds to a particular solution to the variational equations. As a result, it is argued that under very general conditions there will be a denumerably infinite number of solutions to well-posed quantum-mechanical optimal-control problems.
This paper addresses the nature and multiplicity of an optimally designed electric field for controlling quantum-dynamical processes. A rather general cost functional is considered, with only mild conditions called for amongst the various operators involved. An explicit upper bound on the magnitude of the controlling electric field is attained in terms of the norms of various operators entering into the control cost functional. An earlier work employing first-order perturbation theory arguments showed that, under rather mild assumptions, a denumerably infinite number of control-field solutions exists for the optimal control problem. In the present work, it is shown that through a bound on the remainder of the nonlinear terms in the expansion, this same conclusion concerning the control-field multiplicity continues to hold.
In this work we have investigated the stability and robustness of the optimal control solutions to a quantum system when the control duration goes to zero. The solutions at this limit are called “Instantaneous Solutions”. These investigations are based on the second variation of the cost functional evaluated at control solution values when the first variations of wave and costate functions are related to the first variation of external field amplitude via control equations. This form of cost functional's second variation is purely quadratic in the first variation of the external field amplitude. Investigations are conducted for an illustrative model system, one dimensional quantum harmonic oscillator under linear dipole interaction, purely quadratic objective operator in position, and purely quadratic penalty operator in momentum. We have not found the stability operator's spectrum explicitly. Instead we have employed a bound analysis to understand the system's stability and robustness. (© 2005 WILEY-VCH Verlag GmbH & Co. KGaA, Weinheim)
We investigate the problem of control of quantum systems. Various notions of controllability of quantum systems are discussed and Lie algebraic techniques are employed to derive necessary and sufficient conditions for the resulting degrees of controllability. The results are employed to study the degree of controllability for various model systems. The problem of optimal control is formulated as a problem of maximisation of the expectation value of an observable of the system subject to dynamical constraints and costs. A class of iterative algorithms is discussed, and shown to converge to a solution of the Euler-Lagrange equations, which is a necessary condition for optimality of a solution. A numerical realisation of the algorithm is presented and potential implementation of the resulting control fields in the laboratory is discussed. The algorithm is applied to find optimal control fields for a variety of applications including selective and simultaneous excitation of individual quantum dots in a globally addressed ensemble, creation of superposition states, and selective excitation of certain vibrational modes of a simple molecule such as Hydrogen Fluoride. In each case we systematically explore the parameter space of the algorithm to select solutions with desirable physical features from the multitude of possible choices. As there are many possible optimal control fields which give similar yields the question of whether some are more robust than others is investigated. A number of optimal fields are analysed quantitatively in terms of robustness with regard to temporal and spectral noise affecting the fields, uncertainty in the model parameters and the effect of experimental limitations such as restrictions on the bandwidth of the fields. It is shown that whilst the solutions tend to be sensitive to uncertainty in the energy levels chosen for the model, they appear to be surprisingly tolerant to even severe bandwidth limitations.
The impact of control field fluctuations on the optimal manipulation of quantum dynamics phenomena is investigated. The quantum system is driven by an optimal control field, with the physical focus on the evolving expectation value of an observable operator. A relationship is shown to exist between the system dynamics and the control field fluctuations, wherein the process of seeking optimal performance assures an inherent degree of system robustness to such fluctuations. The presence of significant field fluctuations breaks down the evolution of the observable expectation value into a sequence of partially coherent robust steps. Robustness occurs because the optimization process reduces sensitivity to noise-driven quantum system fluctuations by taking advantage of the observable expectation value being bilinear in the evolution operator and its adjoint. The consequences of this inherent robustness are discussed in the light of recent experiments and numerical simulations on the optimal control of quantum phenomena. The analysis in this paper bodes well for the future success of closed-loop quantum optimal control experiments, even in the presence of reasonable levels of field fluctuations.
A relationship is shown to exist between optimally controlled quantum dynamics and field fluctuations, wherein the process of seeking optimal performance assures an inherent degree of system robustness to such fluctuations. Robustness occurs because the optimization process reduces sensitivity to noise-driven quantum system fluctuations by taking advantage of the observable expectation value being bilinear in the evolution operator and its adjoint. The consequences of this inherent robustness are discussed in light of recent experiments and numerical simulations on optimal control of quantum phenomena.