Krotov Method for Optimal Control in Closed Quantum Systems
arXiv:1809.09562 · doi:10.1070/RM9835
Abstract
Mathematical problems of optimal control in quantum systems attract high interest in connection with fundamental questions and existing and prospective applications. An important problem is the development of methods for constructing controls for quantum systems. One of the commonly used methods is the Krotov method initially proposed beyond quantum control in the articles by V.F.~Krotov and I.N.~Feldman (1978, 1983). The method was used to develop a novel approach for finding optimal controls for quantum systems in [D.J. Tannor, V. Kazakov, V. Orlov, In: Time-Dependent Quantum Molecular Dynamics, Boston, Springer, 347--360 (1992)] and [J.~Somlói, V.A.~Kazakov, D.J.~Tannor, Chem. Phys., 172:1, 85--98 (1993)], and in many works of various scientists, as described in details in this review. The review discusses mathematical aspects of this method for optimal control of closed quantum systems. It outlines various modifications with respect to defining the improvement function (which in most cases is linear or linear-quadratic), constraints on control spectrum and on the states of a quantum system, regularizers, etc. The review describes applications of the Krotov method to control of molecular dynamics, manipulation of Bose-Einstein condensate, quantum gate generation. We also discuss comparison with GRAPE (GRadient Ascent Pulse Engineering), CRAB (Chopped Random-Basis), the Zhu---Rabitz and the Maday---Turinici methods.
References in corpus (67)
- Quantum Machine Learning
- Control of quantum phenomena: Past, present, and future
- Many-body quantum state tomography with neural networks
- Training Schrödinger's cat: quantum optimal control
- Quantum control theory and applications: A survey
- Optimal Control at the Quantum Speed Limit
- Chopped random-basis quantum optimization
- Molecular Quantum Computing by an Optimal Control Algorithm for Unitary Transformations
- Quantum Brachistochrone
- Optimal control theory for unitary transformations
- Second order gradient ascent pulse engineering
- Controlling open quantum systems: Tools, achievements, and limitations
- Modeling and Control of Quantum Systems: An Introduction
- Monotonically convergent optimization in quantum control using Krotov's method
- Time Minimal Trajectories for a Spin 1/2 Particle in a Magnetic Field
- Controllability of quantum mechanical systems by root space decomposition of su(N)
- Loading a Bose-Einstein Condensate onto an Optical Lattice: an Application of Optimal Control Theory to The Non Linear Schrödinger Equation
- Optimal control of complex atomic quantum systems
- Colloquium: Trapped ions as quantum bits -- essential numerical tools
- Stabilization of Ultracold Molecules Using Optimal Control Theory
- Optimal quantum control of Bose Einstein condensates in magnetic microtraps
- Microwave potentials and optimal control for robust quantum gates on an atom chip
- Krotov: A Python implementation of Krotov's method for quantum optimal control
- Teaching the Environment to Control Quantum Systems
- Are there traps in quantum control landscapes?
- Interferometry with non-classical motional states of a Bose-Einstein condensate
- Complete controllability of finite-level quantum systems
- Protecting coherence in Optimal Control Theory: State dependent constraint approach
- Optimal quantum control of Bose-Einstein condensates in magnetic microtraps: Comparison of GRAPE and Krotov optimization schemes
- Exploring constrained quantum control landscapes
- Charting the circuit QED design landscape using optimal control theory
- Quantum Optimal Control in a Chopped Basis: Applications in Control of Bose-Einstein Condensates
- Montonic convergent optimal control theory to modulate bandwidth limited laser pulses in linear and non-linear optical processes
- Quantum Control Landscapes: A Closer Look
- Optimal control of atom transport for quantum gates in optical lattices
- The Quantum Speed Limit of Optimal Controlled Phasegates for Trapped Neutral Atoms
- Approximate controllability, exact controllability, and conical eigenvalue intersections for quantum mechanical systems
- Hamilton-Jacobi-Bellman equations for Quantum Filtering and Control
- Efficient Algorithms for Optimal Control of Quantum Dynamics: The "Krotov'' Method unencumbered
- Vibrational state inversion of a Bose-Einstein condensate: optimal control and state tomography
- Monotonically convergent optimal control theory of quantum systems under a nonlinear interaction with the control field
- A smoothing monotonic convergent optimal control algorithm for NMR pulse sequence design
- Optimizing for an arbitrary perfect entangler. II. Application
- Gradient Flows for Optimisation and Quantum Control: Foundations and Applications
- Trap-free manipulation in the Landau-Zener system
- Measurement-assisted Landau-Zener transitions
- Steering the optimization pathway in the control landscape using constraints
- Hybrid Optimization Schemes for Quantum Control
- Beating the limits with initial correlations
- Searching for quantum optimal controls in the presence of singular critical points
- Reservoir Engineering using Quantum Optimal Control for Qubit Reset
- A Chebychev propagator for inhomogeneous Schrödinger equations
- Comment on "Are There Traps in Quantum Control Landscapes?"
- Vibrational stabilization of ultracold KRb molecules. A comparative study
- Optimal Control of Superconducting N-level quantum systems
- A fully efficient time-parallelized quantum optimal control algorithm
- Minimal Time Generation of Density Matrices for a Two-Level Quantum System Driven by Coherent and Incoherent Controls
- Optimal nonlinear coherent mode transitions in Bose-Einstein Condensates utilizing spatio-temporal controls
- Time complexity and gate complexity
- Geometric analysis of minimum time trajectories for a two-level quantum system
- Constructing grids for molecular quantum dynamics using an autoencoder
- Optimal control of population and coherence in three-level systems
- Efficient optimization of state preparation in quantum networks using quantum trajectories
- Control of quantum transmission is trap free
- Time optimization and state-dependent constraints in the quantum optimal control of molecular orientation
- Dissipative Quantum Dynamics and Optimal Control using Iterative Time Ordering: An Application to Superconducting Qubits
- Periodic control laws for bilinear quantum systems with discrete spectrum
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- GRAPE optimization for open quantum systems with time-dependent decoherence rates driven by coherent and incoherent controls
- Quantum Optimal Control via Semi-Automatic Differentiation
- Optimal State Manipulation for a Two-Qubit System Driven by Coherent and Incoherent Controls
- Energy control in a quantum oscillator using coherent control and engineered environment
- Robust quantum control with disorder-dressed evolution
- Optimal control for state preparation in two-qubit open quantum systems driven by coherent and incoherent controls via GRAPE approach
- Quantum Gate Generation in Two-Level Open Quantum Systems by Coherent and Incoherent Photons Found with Gradient Search
- Robust optimization for quantum reinforcement learning control using partial observations
- Optimal Zeno Dragging for Quantum Control: A Shortcut to Zeno with Action-based Scheduling Optimization
- Numerical estimation of reachable and controllability sets for a two-level open quantum system driven by coherent and incoherent controls
- Control landscapes for high-fidelity generation of C-NOT and C-PHASE gates with coherent and environmental driving
- On optimization of coherent and incoherent controls for two-level quantum systems
- Generation of C-NOT, SWAP, and C-Z Gates for Two Qubits Using Coherent and Incoherent Controls and Stochastic Optimization
- On the detailed structure of quantum control landscape for fast single qubit phase-shift gate generation
- Exponentiation of Parametric Hamiltonians via Unitary interpolation
- Monte Carlo approach for finding optimally controlled quantum gates with differential geometry
- No-Collapse Accurate Quantum Feedback Control via Conditional State Tomography
- Two-level control over quantum state creation via entangled equal-probability state
- Optimization of Time-Dependent Decoherence Rates and Coherent Control for a Qutrit System
- Globally optimal control of quantum dynamics
- Optimal transfer of entanglement in oscillator chains in non-Markovian open systems
- Optimal Work Extraction from Finite-Time Closed Quantum Dynamics
- Jenga-Krotov algorithm: Efficient compilation of multi-qubit gates for exchange-only qubits
- Coherent dynamical control of quantum processes
- Enhancement of superconducting pairing via quantum Lyapunov control