Geometrical scheduling of adiabatic control without information of energy spectra
- URL: http://arxiv.org/abs/2501.11846v1
- Date: Tue, 21 Jan 2025 03:03:10 GMT
- Title: Geometrical scheduling of adiabatic control without information of energy spectra
- Authors: Yuta Shingu, Takuya Hatomura,
- Abstract summary: We propose a novel quantum adiabatic brachistochrone protocol tailored for quantum annealing.
Our approach builds on advancements in counterdiabatic driving to design efficient parameter schedules.
- Score: 0.0
- License:
- Abstract: Adiabatic control is a fundamental technique for manipulating quantum systems, guided by the quantum adiabatic theorem, which ensures suppressed nonadiabatic transitions under slow parameter variations. Quantum annealing, a heuristic algorithm leveraging adiabatic control, seeks the ground states of Ising spin glass models and has drawn attention for addressing combinatorial optimization problems. However, exponentially small energy gaps in such models often necessitate impractically long runtime to satisfy the adiabatic condition. Despite this limitation, improving the quality of approximate solutions remains crucial for practical applications. The quantum adiabatic brachistochrone provides a method to enhance adiabaticity by minimizing an action representing nonadiabaticity via the variational principle. While effective, its implementation requires detailed energy spectra, complicating its use in quantum annealing. Shortcuts to adiabaticity by counterdiabatic driving offer alternative approaches for accelerating adiabatic processes. However, the theory of shortcuts to adiabaticity often faces challenges such as nonlocal control requirements, high computational cost, and trade-offs between speed and energy efficiency. In this work, we propose a novel quantum adiabatic brachistochrone protocol tailored for quantum annealing that eliminates the need for energy spectrum information. Our approach builds on advancements in counterdiabatic driving to design efficient parameter schedules. We demonstrate the effectiveness of our method through numerical simulations on the transverse-field Ising chain and axial next-nearest neighbor Ising models.
Related papers
- Shortcuts for Adiabatic and Variational Algorithms in Molecular Simulation [3.5621685463862356]
We introduce shortcuts-to-adiabaticity techniques into adiabatic and variational algorithms for calculating the molecular ground state.
Our approach achieves comparable accuracy to other established ansatzes, while enhancing the potential for applications in material science, drug discovery, and molecular simulations.
arXiv Detail & Related papers (2024-07-30T16:30:22Z) - Non-Adiabatic Quantum Optimization for Crossing Quantum Phase Transitions [0.0]
We consider the optimal driving of the ground state of a quantum system across a quantum phase transition in finite time.
We introduce a novel framework, Non-Adiabatic Quantum Optimization (NAQO), that outperforms schedules obtained via both local adiabaticity and state-of-the-art numerical optimization.
arXiv Detail & Related papers (2024-07-12T18:00:01Z) - Shortcuts to adiabaticity designed via time-rescaling follow the same transitionless route [41.94295877935867]
Time-rescaling (TR) has been recently proposed as a method to engineer fast processes.
We show that the obtained fast dynamics are transitionless, similar to the ones designed via the famous counterdiabatic (CD) approach.
arXiv Detail & Related papers (2024-06-11T16:34:36Z) - Bias-field digitized counterdiabatic quantum optimization [39.58317527488534]
We call this protocol bias-field digitizeddiabatic quantum optimization (BF-DCQO)
Our purely quantum approach eliminates the dependency on classical variational quantum algorithms.
It achieves scaling improvements in ground state success probabilities, increasing by up to two orders of magnitude.
arXiv Detail & Related papers (2024-05-22T18:11:42Z) - Counterdiabatic, Better, Faster, Stronger: Optimal control for approximate counterdiabatic driving [0.0]
This thesis is dedicated to the discovery of new ways to combine optimal control techniques with a universal method from STA: counterdiabatic driving (CD)
The CD approach offers perfect suppression of all non-adiabatic effects experienced by a system driven by a time-dependent Hamiltonian regardless of how fast the process occurs.
The main result presented in the thesis is thus the development of a new method called counterdiabatic optimized local driving (COLD)
arXiv Detail & Related papers (2024-03-29T16:18:10Z) - Fast adiabatic control of an optomechanical cavity [62.997667081978825]
We present a shortcut to adiabaticity for the control of an optomechanical cavity with two moving mirrors.
We find analytical expressions that give us effective trajectories which implement a STA for the quantum field inside the cavity.
arXiv Detail & Related papers (2022-11-09T15:32:28Z) - Shortcuts to adiabatic population inversion via time-rescaling:
stability and thermodynamic cost [0.0]
We study the problem of speeding up the population inversion of a two-level quantum system.
The fidelity of the dynamics versus systematic errors in the control parameters are shown to be comparable with other STA schemes.
arXiv Detail & Related papers (2022-04-29T20:27:02Z) - Simulating the Mott transition on a noisy digital quantum computer via
Cartan-based fast-forwarding circuits [62.73367618671969]
Dynamical mean-field theory (DMFT) maps the local Green's function of the Hubbard model to that of the Anderson impurity model.
Quantum and hybrid quantum-classical algorithms have been proposed to efficiently solve impurity models.
This work presents the first computation of the Mott phase transition using noisy digital quantum hardware.
arXiv Detail & Related papers (2021-12-10T17:32:15Z) - The quantum Otto cycle in a superconducting cavity in the non-adiabatic
regime [62.997667081978825]
We analyze the efficiency of the quantum Otto cycle applied to a superconducting cavity.
It is shown that, in a non-adiabatic regime, the efficiency of the quantum cycle is affected by the dynamical Casimir effect.
arXiv Detail & Related papers (2021-11-30T11:47:33Z) - Assessment of weak-coupling approximations on a driven two-level system
under dissipation [58.720142291102135]
We study a driven qubit through the numerically exact and non-perturbative method known as the Liouville-von equation with dissipation.
We propose a metric that may be used in experiments to map the regime of validity of the Lindblad equation in predicting the steady state of the driven qubit.
arXiv Detail & Related papers (2020-11-11T22:45:57Z) - Optimizing adiabatic quantum pathways via a learning algorithm [10.664271328456728]
We propose a gradient-free learning algorithm with pulse smoothing technique to search optimal adiabatic quantum pathways.
The proposed method can be used to solve more complex and real adiabatic quantum computation problems.
arXiv Detail & Related papers (2020-06-27T06:57:59Z)
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.