Gradient projection method for constrained quantum control

Abstract In this work, we adopt the gradient projection method (GPM) to problems of quantum control. For general N -level closed and open quantum systems, we derive the corresponding adjoint systems and gradients of the objective functionals and provide the projection versions of the Pontryagin maximum principle and the GPM, all directly in terms of quantum objects such as evolution operator, Hamiltonians, density matrices, etc. Various forms of the GPM, including one- and two-step, are provided and compared. We formulate the GPM both for closed and open quantum systems, latter for the general case with simultaneous coherent and incoherent controls. The GPM is designed to perform local gradient based optimization in the case when bounds are imposed on the controls. The main advantage of the method is that it allows to exactly satisfy the bounds, in difference to other approaches such as adding constraints as weight to an objective. We apply the GPM to several examples including generation of one- and two-qubit gates and two-qubit Bell and Werner states for models of superconducting qubits under the constraint when controls are zero at the initial and final times, steering an open quantum system to a target density matrix for simulating action of the Werner–Holevo channel, etc.

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Publication Details

Journal
Journal of Physics A Mathematical and Theoretical
Published
2025-03-27
DOI
https://doi.org/10.1088/1751-8121/adbe1a
Citations
4
Primary Topic
Quantum Information and Cryptography
Type
article
Field-Weighted Citation Impact
9.92

Funders

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article

Gradient projection method for constrained quantum control

О. В. Моржин, Alexander Pechen
4 citations
Journal of Physics A Mathematical and Theoretical
Quantum Information and Cryptography
9.92
article

Gradient projection method for constrained quantum control

О. В. Моржин, Alexander Pechen
article en
4 citations

Abstract

Abstract In this work, we adopt the gradient projection method (GPM) to problems of quantum control. For general N -level closed and open quantum systems, we derive the corresponding adjoint systems and gradients of the objective functionals and provide the projection versions of the Pontryagin maximum principle and the GPM, all directly in terms of quantum objects such as evolution operator, Hamiltonians, density matrices, etc. Various forms of the GPM, including one- and two-step, are provided and compared. We formulate the GPM both for closed and open quantum systems, latter for the general case with simultaneous coherent and incoherent controls. The GPM is designed to perform local gradient based optimization in the case when bounds are imposed on the controls. The main advantage of the method is that it allows to exactly satisfy the bounds, in difference to other approaches such as adding constraints as weight to an objective. We apply the GPM to several examples including generation of one- and two-qubit gates and two-qubit Bell and Werner states for models of superconducting qubits under the constraint when controls are zero at the initial and final times, steering an open quantum system to a target density matrix for simulating action of the Werner–Holevo channel, etc.

Journal of Physics A Mathematical and TheoreticalVol. 58(13)
National University of Science and Technology (RU), Steklov Mathematical Institute (RU)
Russian Science Foundation
Openalex Percentile: Top 2%
Quantum Information and Cryptography
9.92
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Gradient projection method for constrained quantum control — О. В. Моржин, Alexander Pechen · Journal of Physics A Mathematical and Theoretical (2025) | TGRS Research Map | TGRS