Encoding strongly-correlated many-boson wavefunctions on a photonic quantum computer: application to the attractive Bose-Hubbard model
Variational quantum algorithms (VQA) are considered as some of the most promising methods to determine the properties of complex strongly correlated quantum many-body systems, especially from the perspective of devices available in the near term. In this context, the development of efficient quantum...
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Verein zur Förderung des Open Access Publizierens in den Quantenwissenschaften
2021
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oai:doaj.org-article:ae6216340a11499c8e9cee8d29d836032021-11-08T16:37:09ZEncoding strongly-correlated many-boson wavefunctions on a photonic quantum computer: application to the attractive Bose-Hubbard model2521-327X10.22331/q-2021-11-08-572https://doaj.org/article/ae6216340a11499c8e9cee8d29d836032021-11-01T00:00:00Zhttps://quantum-journal.org/papers/q-2021-11-08-572/pdf/https://doaj.org/toc/2521-327XVariational quantum algorithms (VQA) are considered as some of the most promising methods to determine the properties of complex strongly correlated quantum many-body systems, especially from the perspective of devices available in the near term. In this context, the development of efficient quantum circuit ansatze to encode a many-body wavefunction is one of the keys for the success of a VQA. Great efforts have been invested to study the potential of current quantum devices to encode the eigenstates of fermionic systems, but little is known about the encoding of bosonic systems. In this work, we investigate the encoding of the ground state of the (simple but rich) attractive Bose-Hubbard model using a Continuous-Variable (CV) photonic-based quantum circuit. We introduce two different ansatz architectures and demonstrate that the proposed continuous variable quantum circuits can efficiently encode (with a fidelity higher than 99%) the strongly correlated many-boson wavefunction with just a few layers, in all many-body regimes and for different number of bosons and initial states. Beyond the study of the suitability of the ansatz to approximate the ground states of many-boson systems, we also perform initial evaluations of the use of the ansatz in a variational quantum eigensolver algorithm to find it through energy minimization. To this end we also introduce a scheme to measure the Hamiltonian energy in an experimental system, and study the effect of sampling noise.Saad YalouzBruno SenjeanFilippo MiattoVedran DunjkoVerein zur Förderung des Open Access Publizierens in den QuantenwissenschaftenarticlePhysicsQC1-999ENQuantum, Vol 5, p 572 (2021) |
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Physics QC1-999 |
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Physics QC1-999 Saad Yalouz Bruno Senjean Filippo Miatto Vedran Dunjko Encoding strongly-correlated many-boson wavefunctions on a photonic quantum computer: application to the attractive Bose-Hubbard model |
description |
Variational quantum algorithms (VQA) are considered as some of the most promising methods to determine the properties of complex strongly correlated quantum many-body systems, especially from the perspective of devices available in the near term. In this context, the development of efficient quantum circuit ansatze to encode a many-body wavefunction is one of the keys for the success of a VQA. Great efforts have been invested to study the potential of current quantum devices to encode the eigenstates of fermionic systems, but little is known about the encoding of bosonic systems. In this work, we investigate the encoding of the ground state of the (simple but rich) attractive Bose-Hubbard model using a Continuous-Variable (CV) photonic-based quantum circuit. We introduce two different ansatz architectures and demonstrate that the proposed continuous variable quantum circuits can efficiently encode (with a fidelity higher than 99%) the strongly correlated many-boson wavefunction with just a few layers, in all many-body regimes and for different number of bosons and initial states. Beyond the study of the suitability of the ansatz to approximate the ground states of many-boson systems, we also perform initial evaluations of the use of the ansatz in a variational quantum eigensolver algorithm to find it through energy minimization. To this end we also introduce a scheme to measure the Hamiltonian energy in an experimental system, and study the effect of sampling noise. |
format |
article |
author |
Saad Yalouz Bruno Senjean Filippo Miatto Vedran Dunjko |
author_facet |
Saad Yalouz Bruno Senjean Filippo Miatto Vedran Dunjko |
author_sort |
Saad Yalouz |
title |
Encoding strongly-correlated many-boson wavefunctions on a photonic quantum computer: application to the attractive Bose-Hubbard model |
title_short |
Encoding strongly-correlated many-boson wavefunctions on a photonic quantum computer: application to the attractive Bose-Hubbard model |
title_full |
Encoding strongly-correlated many-boson wavefunctions on a photonic quantum computer: application to the attractive Bose-Hubbard model |
title_fullStr |
Encoding strongly-correlated many-boson wavefunctions on a photonic quantum computer: application to the attractive Bose-Hubbard model |
title_full_unstemmed |
Encoding strongly-correlated many-boson wavefunctions on a photonic quantum computer: application to the attractive Bose-Hubbard model |
title_sort |
encoding strongly-correlated many-boson wavefunctions on a photonic quantum computer: application to the attractive bose-hubbard model |
publisher |
Verein zur Förderung des Open Access Publizierens in den Quantenwissenschaften |
publishDate |
2021 |
url |
https://doaj.org/article/ae6216340a11499c8e9cee8d29d83603 |
work_keys_str_mv |
AT saadyalouz encodingstronglycorrelatedmanybosonwavefunctionsonaphotonicquantumcomputerapplicationtotheattractivebosehubbardmodel AT brunosenjean encodingstronglycorrelatedmanybosonwavefunctionsonaphotonicquantumcomputerapplicationtotheattractivebosehubbardmodel AT filippomiatto encodingstronglycorrelatedmanybosonwavefunctionsonaphotonicquantumcomputerapplicationtotheattractivebosehubbardmodel AT vedrandunjko encodingstronglycorrelatedmanybosonwavefunctionsonaphotonicquantumcomputerapplicationtotheattractivebosehubbardmodel |
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