Non-Adiabatic Quantum Optimization for Crossing Quantum Phase Transitions
- URL: http://arxiv.org/abs/2407.09596v2
- Date: Tue, 16 Jul 2024 15:47:21 GMT
- Title: Non-Adiabatic Quantum Optimization for Crossing Quantum Phase Transitions
- Authors: AndrĂ¡s Grabarits, Federico Balducci, Barry C. Sanders, Adolfo del Campo,
- Abstract summary: 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.
- Score: 0.0
- License: http://creativecommons.org/licenses/by/4.0/
- Abstract: We consider the optimal driving of the ground state of a many-body quantum system across a quantum phase transition in finite time. In this context, excitations caused by the breakdown of adiabaticity can be minimized by adjusting the schedule of the control parameter that drives the transition. Drawing inspiration from the Kibble-Zurek mechanism, we characterize the timescale of onset of adiabaticity for several optimal control procedures. Our analysis reveals that schedules relying on local adiabaticity, such as Roland-Cerf's local adiabatic driving and the quantum adiabatic brachistochrone, fail to provide a significant speedup over the adiabatic evolution in the transverse-field Ising and long-range Kitaev models. As an alternative, we introduce a novel framework, Non-Adiabatic Quantum Optimization (NAQO), that, by exploiting the Landau-Zener formula and taking into account the role of higher-excited states, outperforms schedules obtained via both local adiabaticity and state-of-the-art numerical optimization. NAQO is not restricted to exactly solvable models, and we further confirm its superior performance in a disordered non-integrable model.
Related papers
- Machine-learning-inspired quantum control in many-body dynamics [6.817811305553492]
We introduce a promising and versatile control neural network tailored to optimize control fields.
We address the problem of suppressing defect density and enhancing cat-state fidelity during the passage across the critical point in the quantum Ising model.
In comparison to gradient-based power-law quench methods, our approach demonstrates significant advantages for both small system sizes and long-term evolutions.
arXiv Detail & Related papers (2024-04-09T01:47:55Z) - A self-consistent field approach for the variational quantum
eigensolver: orbital optimization goes adaptive [52.77024349608834]
We present a self consistent field approach (SCF) within the Adaptive Derivative-Assembled Problem-Assembled Ansatz Variational Eigensolver (ADAPTVQE)
This framework is used for efficient quantum simulations of chemical systems on nearterm quantum computers.
arXiv Detail & Related papers (2022-12-21T23:15:17Z) - Speeding up quantum adiabatic processes with dynamical quantum geometric
tensor [3.736969633899375]
We propose the dynamical quantum geometric tensor, as a metric in the control parameter space, to speed up quantum adiabatic processes.
Our strategy is illustrated via two explicit models, the Landau-Zener model and the one-dimensional transverse Ising model.
arXiv Detail & Related papers (2022-03-07T06:45:48Z) - 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) - Quantum control landscape for ultrafast generation of single-qubit phase
shift quantum gates [68.8204255655161]
We consider the problem of ultrafast controlled generation of single-qubit phase shift quantum gates.
Globally optimal control is a control which realizes the gate with maximal possible fidelity.
Trap is a control which is optimal only locally but not globally.
arXiv Detail & Related papers (2021-04-26T16:38:43Z) - Continuous-time dynamics and error scaling of noisy highly-entangling
quantum circuits [58.720142291102135]
We simulate a noisy quantum Fourier transform processor with up to 21 qubits.
We take into account microscopic dissipative processes rather than relying on digital error models.
We show that depending on the dissipative mechanisms at play, the choice of input state has a strong impact on the performance of the quantum algorithm.
arXiv Detail & Related papers (2021-02-08T14:55:44Z) - Fast and differentiable simulation of driven quantum systems [58.720142291102135]
We introduce a semi-analytic method based on the Dyson expansion that allows us to time-evolve driven quantum systems much faster than standard numerical methods.
We show results of the optimization of a two-qubit gate using transmon qubits in the circuit QED architecture.
arXiv Detail & Related papers (2020-12-16T21:43:38Z) - 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) - Adiabatic theorem revisited: the unexpectedly good performance of
adiabatic passage [0.0]
Adiabatic passage employs a slowly varying time-dependent Hamiltonian to control the evolution of a quantum system along the Hamiltonian eigenstates.
For processes of finite duration, the exact time evolving state may deviate from the adiabatic eigenstate at intermediate times.
In numerous applications it is observed that this deviation reaches a maximum and then decreases significantly towards the end of the process.
arXiv Detail & Related papers (2020-10-10T21:16:49Z) - Kibble-Zurek scaling in quantum speed limits for shortcuts to
adiabaticity [0.0]
We show that the quantum speed limit for counterdiabatically driven systems undergoing quantum phase transitions fully encodes the Kibble-Zurek mechanism.
Our findings are demonstrated for three scenarios, namely the transverse field Ising, the Landau-Zener, and the Lipkin-Meshkov-Glick models.
arXiv Detail & Related papers (2020-06-08T18:00:17Z) - Performance Evaluation of Adiabatic Quantum Computation via Quantum
Speed Limits and Possible Applications to Many-Body Systems [0.0]
We find a bound of the fidelity between the adiabatic state and the time-evolved state.
The bound is characterized by the counterdiabatic Hamiltonian.
We derive a different type of quantum speed limits that is meaningful even when we take the thermodynamic limit.
arXiv Detail & Related papers (2019-12-27T04:12:49Z)
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.