Quantum Process Tomography of Unitary Maps from Time-Delayed
Measurements
- URL: http://arxiv.org/abs/2112.09021v3
- Date: Tue, 22 Feb 2022 13:02:11 GMT
- Title: Quantum Process Tomography of Unitary Maps from Time-Delayed
Measurements
- Authors: Irene L\'opez Guti\'errez and Felix Dietrich and Christian B. Mendl
- Abstract summary: Quantum process tomography conventionally uses a multitude of initial quantum states and then performs state tomography on the process output.
Here we propose and study an alternative approach which requires only a single (or few) known initial states together with time-delayed measurements for reconstructing the unitary map and corresponding Hamiltonian of the time dynamics.
We explain in detail how the reconstruction of a single qubit Hamiltonian works in this setting, and provide numerical methods and experiments for general few-qubit and lattice systems with local interactions.
- Score: 0.0
- License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
- Abstract: Quantum process tomography conventionally uses a multitude of initial quantum
states and then performs state tomography on the process output. Here we
propose and study an alternative approach which requires only a single (or few)
known initial states together with time-delayed measurements for reconstructing
the unitary map and corresponding Hamiltonian of the time dynamics. The
overarching mathematical framework and feasibility guarantee of our method is
provided by the Takens embedding theorem. We explain in detail how the
reconstruction of a single qubit Hamiltonian works in this setting, and provide
numerical methods and experiments for general few-qubit and lattice systems
with local interactions. In particular, the method allows to find the
Hamiltonian of a two qubit system by observing only one of the qubits.
Related papers
- Efficiency of Dynamical Decoupling for (Almost) Any Spin-Boson Model [44.99833362998488]
We analytically study the dynamical decoupling of a two-level system coupled with a structured bosonic environment.
We find sufficient conditions under which dynamical decoupling works for such systems.
Our bounds reproduce the correct scaling in various relevant system parameters.
arXiv Detail & Related papers (2024-09-24T04:58:28Z) - Reliable confidence regions for quantum tomography using distribution moments [0.0]
We suggest a computationally efficient and reliable scheme for determining well-justified error bars for quantum tomography.
We benchmark our approach for a number of quantum tomography protocols using both simulation and demonstration with the use of a cloud-accessible quantum processor.
arXiv Detail & Related papers (2023-07-24T14:21:35Z) - Time-Dependent Hamiltonian Reconstruction using Continuous Weak
Measurements [0.0]
We experimentally demonstrate that an a priori unknown, time-dependent Hamiltonian can be reconstructed from continuous weak measurements.
In contrast to previous work, our technique does not require interruptions, which would distort the recovered Hamiltonian.
Our work opens up novel applications for continuous weak measurements, such as studying non-idealities in gates.
arXiv Detail & Related papers (2022-11-14T19:41:48Z) - Quantum state tomography with tensor train cross approximation [84.59270977313619]
We show that full quantum state tomography can be performed for such a state with a minimal number of measurement settings.
Our method requires exponentially fewer state copies than the best known tomography method for unstructured states and local measurements.
arXiv Detail & Related papers (2022-07-13T17:56:28Z) - Neural network enhanced measurement efficiency for molecular
groundstates [63.36515347329037]
We adapt common neural network models to learn complex groundstate wavefunctions for several molecular qubit Hamiltonians.
We find that using a neural network model provides a robust improvement over using single-copy measurement outcomes alone to reconstruct observables.
arXiv Detail & Related papers (2022-06-30T17:45:05Z) - Algebraic Compression of Quantum Circuits for Hamiltonian Evolution [52.77024349608834]
Unitary evolution under a time dependent Hamiltonian is a key component of simulation on quantum hardware.
We present an algorithm that compresses the Trotter steps into a single block of quantum gates.
This results in a fixed depth time evolution for certain classes of Hamiltonians.
arXiv Detail & Related papers (2021-08-06T19:38:01Z) - Classical Shadow Tomography with Locally Scrambled Quantum Dynamics [0.0]
We generalize the classical shadow tomography scheme to a broad class of finite-depth or finite-time local unitary ensembles.
We numerically demonstrate our approach for finite-depth local unitary circuits and finite-time local-Hamiltonian generated evolutions.
arXiv Detail & Related papers (2021-07-10T11:34:51Z) - Learning Quantum Hamiltonians from Single-qubit Measurements [5.609584942407068]
We propose a recurrent neural network to learn the parameters of the target Hamiltonians from the temporal records of single-qubit measurements.
It is applicable on both time-independent and time-dependent Hamiltonians.
arXiv Detail & Related papers (2020-12-23T07:15:20Z) - Fast and robust quantum state tomography from few basis measurements [65.36803384844723]
We present an online tomography algorithm designed to optimize all the aforementioned resources at the cost of a worse dependence on accuracy.
The protocol is the first to give provably optimal performance in terms of rank and dimension for state copies, measurement settings and memory.
Further improvements are possible by executing the algorithm on a quantum computer, giving a quantum speedup for quantum state tomography.
arXiv Detail & Related papers (2020-09-17T11:28:41Z) - State preparation and measurement in a quantum simulation of the O(3)
sigma model [65.01359242860215]
We show that fixed points of the non-linear O(3) sigma model can be reproduced near a quantum phase transition of a spin model with just two qubits per lattice site.
We apply Trotter methods to obtain results for the complexity of adiabatic ground state preparation in both the weak-coupling and quantum-critical regimes.
We present and analyze a quantum algorithm based on non-unitary randomized simulation methods.
arXiv Detail & Related papers (2020-06-28T23:44:12Z) - Dynamic state reconstruction of quantum systems subject to pure
decoherence [0.0]
The article introduces efficient quantum state tomography schemes for qutrits and entangled qubits subject to pure decoherence.
We implement the dynamic state reconstruction method for open systems sent through phase-damping channels.
arXiv Detail & Related papers (2020-01-22T17:33:15Z)
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.