Engineering Reflective Metasurfaces With Ising Hamiltonian and Quantum Annealing.
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| Title: | Engineering Reflective Metasurfaces With Ising Hamiltonian and Quantum Annealing. |
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| Authors: | Ross, Charles1 cr26@illinois.edu, Gradoni, Gabriele2 gabriele.gradoni@nottingham.ac.uk, Lim, Qi Jian1 qjlim2@illinois.edu, Peng, Zhen1 zvpeng@illinois.edu |
| Source: | IEEE Transactions on Antennas & Propagation. Apr2022, Vol. 70 Issue 4, p2841-2854. 14p. |
| Subjects: | Quantum annealing, Radar cross sections, Ising model, Phase modulation, Plane wavefronts |
| Abstract: | We present a novel and flexible method to optimize the phase response of reflective metasurfaces (MSs) toward the desired scattering profile. The scattering power is expressed as a spin-chain Hamiltonian using the radar cross section (RCS) formalism. For MSs reflecting an oblique plane wave, an Ising Hamiltonian is obtained. Thereby, the problem of achieving the scattering profile is recast into finding the ground-state solution of the associated Ising Hamiltonian. To rapidly explore the configuration states, we encode the Ising coefficients with quantum annealing (QA) algorithms, taking advantage of the fact that the adiabatic evolution efficiently performs energy minimization in the Ising model. Finally, the optimization problem is solved on the D-Wave 2048-qubit quantum adiabatic optimizer machine for binary phase as well as quadriphase reflective MSs. Even though the work is focused on the phase modulation of MSs, we believe this approach paves the way to fast optimization of reconfigurable intelligent surfaces (RISs) that are modulated in both amplitude and phase for multi-beam generation in and beyond 5G/6G mobile networks. [ABSTRACT FROM AUTHOR] |
| Copyright of IEEE Transactions on Antennas & Propagation is the property of IEEE and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.) | |
| Database: | Engineering Source |
| FullText | Text: Availability: 0 |
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| Header | DbId: egs DbLabel: Engineering Source An: 156273352 AccessLevel: 6 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Engineering Reflective Metasurfaces With Ising Hamiltonian and Quantum Annealing. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AR" term="%22Ross%2C+Charles%22">Ross, Charles</searchLink><relatesTo>1</relatesTo><i> cr26@illinois.edu</i><br /><searchLink fieldCode="AR" term="%22Gradoni%2C+Gabriele%22">Gradoni, Gabriele</searchLink><relatesTo>2</relatesTo><i> gabriele.gradoni@nottingham.ac.uk</i><br /><searchLink fieldCode="AR" term="%22Lim%2C+Qi+Jian%22">Lim, Qi Jian</searchLink><relatesTo>1</relatesTo><i> qjlim2@illinois.edu</i><br /><searchLink fieldCode="AR" term="%22Peng%2C+Zhen%22">Peng, Zhen</searchLink><relatesTo>1</relatesTo><i> zvpeng@illinois.edu</i> – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22IEEE+Transactions+on+Antennas+%26+Propagation%22">IEEE Transactions on Antennas & Propagation</searchLink>. Apr2022, Vol. 70 Issue 4, p2841-2854. 14p. – Name: Subject Label: Subjects Group: Su Data: <searchLink fieldCode="DE" term="%22Quantum+annealing%22">Quantum annealing</searchLink><br /><searchLink fieldCode="DE" term="%22Radar+cross+sections%22">Radar cross sections</searchLink><br /><searchLink fieldCode="DE" term="%22Ising+model%22">Ising model</searchLink><br /><searchLink fieldCode="DE" term="%22Phase+modulation%22">Phase modulation</searchLink><br /><searchLink fieldCode="DE" term="%22Plane+wavefronts%22">Plane wavefronts</searchLink> – Name: Abstract Label: Abstract Group: Ab Data: We present a novel and flexible method to optimize the phase response of reflective metasurfaces (MSs) toward the desired scattering profile. The scattering power is expressed as a spin-chain Hamiltonian using the radar cross section (RCS) formalism. For MSs reflecting an oblique plane wave, an Ising Hamiltonian is obtained. Thereby, the problem of achieving the scattering profile is recast into finding the ground-state solution of the associated Ising Hamiltonian. To rapidly explore the configuration states, we encode the Ising coefficients with quantum annealing (QA) algorithms, taking advantage of the fact that the adiabatic evolution efficiently performs energy minimization in the Ising model. Finally, the optimization problem is solved on the D-Wave 2048-qubit quantum adiabatic optimizer machine for binary phase as well as quadriphase reflective MSs. Even though the work is focused on the phase modulation of MSs, we believe this approach paves the way to fast optimization of reconfigurable intelligent surfaces (RISs) that are modulated in both amplitude and phase for multi-beam generation in and beyond 5G/6G mobile networks. [ABSTRACT FROM AUTHOR] – Name: AbstractSuppliedCopyright Label: Group: Ab Data: <i>Copyright of IEEE Transactions on Antennas & Propagation is the property of IEEE and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract.</i> (Copyright applies to all Abstracts.) |
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| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1109/TAP.2021.3137424 Languages: – Code: eng Text: English PhysicalDescription: Pagination: PageCount: 14 StartPage: 2841 Subjects: – SubjectFull: Quantum annealing Type: general – SubjectFull: Radar cross sections Type: general – SubjectFull: Ising model Type: general – SubjectFull: Phase modulation Type: general – SubjectFull: Plane wavefronts Type: general Titles: – TitleFull: Engineering Reflective Metasurfaces With Ising Hamiltonian and Quantum Annealing. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Ross, Charles – PersonEntity: Name: NameFull: Gradoni, Gabriele – PersonEntity: Name: NameFull: Lim, Qi Jian – PersonEntity: Name: NameFull: Peng, Zhen IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 04 Text: Apr2022 Type: published Y: 2022 Identifiers: – Type: issn-print Value: 0018926X Numbering: – Type: volume Value: 70 – Type: issue Value: 4 Titles: – TitleFull: IEEE Transactions on Antennas & Propagation Type: main |
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