Fidelity-Enhanced Variational Quantum Optimal Control
arXiv:2501.17692 · doi:10.1103/PhysRevA.111.052625
Abstract
Creating robust quantum operations is a major challenge in the current noisy intermediate-scale quantum computing era. Recently, the importance of noise-resilient control methods has become more pronounced in the field. Ordinarily, noisy quantum systems are described by the Lindblad equation. However, minimizing noise susceptibility using this equation has proven challenging because of its irreversibility. In this study, we propose a new method for creating robust pulses based on the stochastic Schrödinger equation. This equation describes individual noise realizations under any colored noise process, contrary to the Lindblad equation, which describes mean system behavior under white noise. Using stochastic optimal control techniques, our method, Fidelity-Enhanced Variational Quantum Optimal Control (F-VQOC), is able to construct higher fidelity paths than its non-stochastic counterpart (VQOC). By accounting for both environmental noise sources as well as noise sources inherent to the control system, highly significant increases in fidelity are noted for both single and multiqubit state preparations.
13 pages, 8 figures
References in corpus (27)
- Quantum Computing in the NISQ era and beyond
- High-Fidelity Entanglement and Detection of Alkaline-Earth Rydberg Atoms
- Quantum simulation and computing with Rydberg-interacting qubits
- Continuous quantum error correction via quantum feedback control
- Variational quantum algorithms for discovering Hamiltonian spectra
- Analysis of imperfections in the coherent optical excitation of single atoms to Rydberg states
- Decoherence in qubits due to low-frequency noise
- Dynamical decoupling for superconducting qubits: a performance survey
- The impact of classical control electronics on qubit fidelity
- Quantum-optimal-control-inspired ansatz for variational quantum algorithms
- Stochastic jump processes for non-Markovian quantum dynamics
- Evolution of Flux Noise in Superconducting Qubits with Weak Magnetic Fields
- Qubits as spectrometers of dephasing noise
- Robust control and optimal Rydberg states for neutral atom two-qubit gates
- Stochastic Schrödinger equations with coloured noise
- Universally Robust Quantum Control
- Semi-martingale driven variational principles
- Stochastic Wave-Function Unravelling of the Generalized Lindblad Master Equation
- Pulse based Variational Quantum Optimal Control for hybrid quantum computing
- Supervised learning for robust quantum control in composite-pulse systems
- Stochastic Schrödinger Equations for Markovian and non-Markovian cases
- Characterizing low-frequency qubit noise
- Mitigating controller noise in quantum gates using optimal control theory
- Stochastic optimal control formalism for an open quantum system
- Error estimation in current noisy quantum computers
- Robust quantum control by smooth quasi-square pulses
- Qubit fidelity under stochastic Schrödinger equations driven by colored noise