Performance Bounds for Quantum Control
- URL: http://arxiv.org/abs/2304.03366v1
- Date: Thu, 6 Apr 2023 20:48:51 GMT
- Title: Performance Bounds for Quantum Control
- Authors: Flemming Holtorf, Frank Sch\"afer, Julian Arnold, Christopher
Rackauckas, Alan Edelman
- Abstract summary: Quantum feedback controllers often lack performance targets and optimality certificates.
We combine quantum filtering theory and moment-sum-of-squares techniques to construct a hierarchy of convex optimization problems.
- Score: 0.06999740786886534
- License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
- Abstract: Quantum feedback controllers often lack performance targets and optimality
certificates. We combine quantum filtering theory and moment-sum-of-squares
techniques to construct a hierarchy of convex optimization problems that
furnish monotonically improving, computable bounds on the best attainable
performance for a large class of quantum feedback control problems. We prove
convergence of the bounds under technical assumptions and demonstrate the
practical utility of our approach by designing certifiably near-optimal
controllers for a qubit in a cavity subjected to continuous photon counting and
homodyne detection measurements.
Related papers
- FOCQS: Feedback Optimally Controlled Quantum States [0.0]
Feedback-based quantum algorithms, such as FALQON, avoid fine-tuning problems but at the cost of additional circuit depth and a lack of convergence guarantees.
We develop an analytic framework to use it to perturbatively update previous control layers.
This perturbative methodology, which we call Feedback Optimally Controlled Quantum States (FOCQS), can be used to improve the results of feedback-based algorithms.
arXiv Detail & Related papers (2024-09-23T18:00:06Z) - Robustness of optimal quantum annealing protocols [0.0]
We show that the norm of the Hamiltonian quantifies the robustness against these errors, motivating the introduction of an additional regularization term in the cost function.
We analyze the optimality conditions of the resulting robust quantum optimal control problem based on Pontryagin's maximum principle.
arXiv Detail & Related papers (2024-08-13T10:10:56Z) - Bayesian Parameterized Quantum Circuit Optimization (BPQCO): A task and hardware-dependent approach [49.89480853499917]
Variational quantum algorithms (VQA) have emerged as a promising quantum alternative for solving optimization and machine learning problems.
In this paper, we experimentally demonstrate the influence of the circuit design on the performance obtained for two classification problems.
We also study the degradation of the obtained circuits in the presence of noise when simulating real quantum computers.
arXiv Detail & Related papers (2024-04-17T11:00:12Z) - Photonic counterdiabatic quantum optimization algorithm [3.2174634059872154]
We propose a hybrid quantum- approximate optimization algorithm for quantum computing that is tailored for continuous-variable problems.
We conduct proof-of-principle experiments on an-photo quantum chip.
arXiv Detail & Related papers (2023-07-27T13:33:33Z) - Evaluating the Convergence of Tabu Enhanced Hybrid Quantum Optimization [58.720142291102135]
We introduce the Tabu Enhanced Hybrid Quantum Optimization metaheuristic approach useful for optimization problem solving on a quantum hardware.
We address the theoretical convergence of the proposed scheme from the viewpoint of the collisions in the object which stores the tabu states, based on the Ising model.
arXiv Detail & Related papers (2022-09-05T07:23:03Z) - Robust optimization for quantum reinforcement learning control using
partial observations [10.975734427172231]
Full observation of quantum state is experimentally infeasible due to the exponential scaling of the number of required quantum measurements on the number of qubits.
This control scheme is compatible with near-term quantum devices, where the noise is prevalent.
It has been shown that high-fidelity state control can be achieved even if the noise amplitude is at the same level as the control amplitude.
arXiv Detail & Related papers (2022-06-29T06:30:35Z) - A Quantum Optimal Control Problem with State Constrained Preserving
Coherence [68.8204255655161]
We consider a three-level $Lambda$-type atom subjected to Markovian decoherence characterized by non-unital decoherence channels.
We formulate the quantum optimal control problem with state constraints where the decoherence level remains within a pre-defined bound.
arXiv Detail & Related papers (2022-03-24T21:31:34Z) - Circuit Symmetry Verification Mitigates Quantum-Domain Impairments [69.33243249411113]
We propose circuit-oriented symmetry verification that are capable of verifying the commutativity of quantum circuits without the knowledge of the quantum state.
In particular, we propose the Fourier-temporal stabilizer (STS) technique, which generalizes the conventional quantum-domain formalism to circuit-oriented stabilizers.
arXiv Detail & Related papers (2021-12-27T21:15:35Z) - Realization of arbitrary doubly-controlled quantum phase gates [62.997667081978825]
We introduce a high-fidelity gate set inspired by a proposal for near-term quantum advantage in optimization problems.
By orchestrating coherent, multi-level control over three transmon qutrits, we synthesize a family of deterministic, continuous-angle quantum phase gates acting in the natural three-qubit computational basis.
arXiv Detail & Related papers (2021-08-03T17:49:09Z) - Benchmarking Quantum Annealing Controls with Portfolio Optimization [0.0]
We compare empirical results from the D-Wave 2000Q quantum annealer to the computational ground truth for a variety of portfolio optimization instances.
We identify control variations that yield optimal performance in terms of probability of success and probability of chain breaks.
arXiv Detail & Related papers (2020-07-06T18:46:55Z) - Using Quantum Metrological Bounds in Quantum Error Correction: A Simple
Proof of the Approximate Eastin-Knill Theorem [77.34726150561087]
We present a proof of the approximate Eastin-Knill theorem, which connects the quality of a quantum error-correcting code with its ability to achieve a universal set of logical gates.
Our derivation employs powerful bounds on the quantum Fisher information in generic quantum metrological protocols.
arXiv Detail & Related papers (2020-04-24T17:58:10Z)
This list is automatically generated from the titles and abstracts of the papers in this site.
This site does not guarantee the quality of this site (including all information) and is not responsible for any consequences.