Simulating Open Quantum System Dynamics on NISQ Computers with
Generalized Quantum Master Equations
- URL: http://arxiv.org/abs/2209.04956v2
- Date: Tue, 8 Aug 2023 15:11:33 GMT
- Title: Simulating Open Quantum System Dynamics on NISQ Computers with
Generalized Quantum Master Equations
- Authors: Yuchen Wang (1), Ellen Mulvihill (2), Zixuan Hu (1), Ningyi Lyu (2),
Saurabh Shivpuje (1), Yudan Liu (3), Micheline B. Soley (2 and 4), Eitan Geva
(3), Victor S. Batista (2), and Sabre Kais (1) ((1) Purdue University, (2)
Yale University, (3) University of Michigan, Ann Arbor, (4) University of
Wisconsin-Madison)
- Abstract summary: We present a quantum algorithm based on the Generalized Quantum Master Equation (GQME) approach to simulate open quantum system dynamics.
We show how the Sz.-Nagy dilation theorem can be employed to transform the non-unitary propagator into a unitary one in a higher-dimensional Hilbert space.
- Score: 0.0
- License: http://creativecommons.org/licenses/by/4.0/
- Abstract: We present a quantum algorithm based on the Generalized Quantum Master
Equation (GQME) approach to simulate open quantum system dynamics on noisy
intermediate-scale quantum (NISQ) computers. This approach overcomes the
limitations of the Lindblad equation, which assumes weak system-bath coupling
and Markovity, by providing a rigorous derivation of the equations of motion
for any subset of elements of the reduced density matrix. The memory kernel
resulting from the effect of the remaining degrees of freedom is used as input
to calculate the corresponding non-unitary propagator. We demonstrate how the
Sz.-Nagy dilation theorem can be employed to transform the non-unitary
propagator into a unitary one in a higher-dimensional Hilbert space, which can
then be implemented on quantum circuits of NISQ computers. We validate our
quantum algorithm as applied to the spin-boson benchmark model by analyzing the
impact of the quantum circuit depth on the accuracy of the results when the
subset is limited to the diagonal elements of the reduced density matrix. Our
findings demonstrate that our approach yields reliable results on NISQ IBM
computers.
Related papers
- Quantum Simulation of Dissipative Energy Transfer via Noisy Quantum
Computer [0.40964539027092917]
We propose a practical approach to simulate the dynamics of an open quantum system on a noisy computer.
Our method leverages gate noises on the IBM-Q real device, enabling us to perform calculations using only two qubits.
In the last, to deal with the increasing depth of quantum circuits when doing Trotter expansion, we introduced the transfer tensor method(TTM) to extend our short-term dynamics simulation.
arXiv Detail & Related papers (2023-12-03T13:56:41Z) - A hybrid quantum-classical algorithm for multichannel quantum scattering
of atoms and molecules [62.997667081978825]
We propose a hybrid quantum-classical algorithm for solving the Schr"odinger equation for atomic and molecular collisions.
The algorithm is based on the $S$-matrix version of the Kohn variational principle, which computes the fundamental scattering $S$-matrix.
We show how the algorithm could be scaled up to simulate collisions of large polyatomic molecules.
arXiv Detail & Related papers (2023-04-12T18:10:47Z) - Theory of Quantum Generative Learning Models with Maximum Mean
Discrepancy [67.02951777522547]
We study learnability of quantum circuit Born machines (QCBMs) and quantum generative adversarial networks (QGANs)
We first analyze the generalization ability of QCBMs and identify their superiorities when the quantum devices can directly access the target distribution.
Next, we prove how the generalization error bound of QGANs depends on the employed Ansatz, the number of qudits, and input states.
arXiv Detail & Related papers (2022-05-10T08:05:59Z) - Recompilation-enhanced simulation of electron-phonon dynamics on IBM
Quantum computers [62.997667081978825]
We consider the absolute resource cost for gate-based quantum simulation of small electron-phonon systems.
We perform experiments on IBM quantum hardware for both weak and strong electron-phonon coupling.
Despite significant device noise, through the use of approximate circuit recompilation we obtain electron-phonon dynamics on current quantum computers comparable to exact diagonalisation.
arXiv Detail & Related papers (2022-02-16T19:00:00Z) - Dequantizing the Quantum Singular Value Transformation: Hardness and
Applications to Quantum Chemistry and the Quantum PCP Conjecture [0.0]
We show that the Quantum Singular Value Transformation can be efficiently "dequantized"
We show that with inverse-polynomial precision, the same problem becomes BQP-complete.
We also discuss how this dequantization technique may help make progress on the central quantum PCP.
arXiv Detail & Related papers (2021-11-17T12:50:13Z) - An Algebraic Quantum Circuit Compression Algorithm for Hamiltonian
Simulation [55.41644538483948]
Current generation noisy intermediate-scale quantum (NISQ) computers are severely limited in chip size and error rates.
We derive localized circuit transformations to efficiently compress quantum circuits for simulation of certain spin Hamiltonians known as free fermions.
The proposed numerical circuit compression algorithm behaves backward stable and scales cubically in the number of spins enabling circuit synthesis beyond $mathcalO(103)$ spins.
arXiv Detail & Related papers (2021-08-06T19:38:03Z) - Efficient Quantum Simulation of Open Quantum System Dynamics on Noisy
Quantum Computers [0.0]
We show that quantum dissipative dynamics can be simulated efficiently across coherent-to-incoherent regimes.
This work provides a new direction for quantum advantage in the NISQ era.
arXiv Detail & Related papers (2021-06-24T10:37:37Z) - Towards understanding the power of quantum kernels in the NISQ era [79.8341515283403]
We show that the advantage of quantum kernels is vanished for large size datasets, few number of measurements, and large system noise.
Our work provides theoretical guidance of exploring advanced quantum kernels to attain quantum advantages on NISQ devices.
arXiv Detail & Related papers (2021-03-31T02:41:36Z) - Quantum simulation of open quantum systems in heavy-ion collisions [0.0]
We present a framework to simulate the dynamics of hard probes such as heavy quarks or jets in a hot, strongly-coupled quark-gluon plasma (QGP) on a quantum computer.
Our work demonstrates the feasibility of simulating open quantum systems on current and near-term quantum devices.
arXiv Detail & Related papers (2020-10-07T18:00:02Z) - On the learnability of quantum neural networks [132.1981461292324]
We consider the learnability of the quantum neural network (QNN) built on the variational hybrid quantum-classical scheme.
We show that if a concept can be efficiently learned by QNN, then it can also be effectively learned by QNN even with gate noise.
arXiv Detail & Related papers (2020-07-24T06:34:34Z) - Simulating quantum chemistry in the seniority-zero space on qubit-based
quantum computers [0.0]
We combine the so-called seniority-zero, or paired-electron, approximation of computational quantum chemistry with techniques for simulating molecular chemistry on gate-based quantum computers.
We show that using the freed-up quantum resources for increasing the basis set can lead to more accurate results and reductions in the necessary number of quantum computing runs.
arXiv Detail & Related papers (2020-01-31T19:44:37Z)
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.