Quantum-inspired clustering with light
Fuente:
arXiv
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| Autori principali: | , , , , |
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| Natura: | Preprint |
| Pubblicazione: |
2024
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| Soggetti: | |
| Accesso online: | |
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| _version_ | 1866910436797972480 |
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| author | Varga, Miguel Bermejo, Pablo Pellicer-Guridi, Rubén Orús, Román Molina-Terriza, Gabriel |
| author_facet | Varga, Miguel Bermejo, Pablo Pellicer-Guridi, Rubén Orús, Román Molina-Terriza, Gabriel |
| contents | This article introduces a novel approach to perform the simulation of a single qubit quantum algorithm using laser beams. Leveraging the polarization states of photonic qubits, and inspired by variational quantum eigensolvers, we develop a variational quantum algorithm implementing a clustering procedure following the approach proposed by some of us in SciRep 13, 13284 (2023). A key aspect of our research involves the utilization of non-orthogonal states within the photonic domain, harnessing the potential of polarization schemes to reproduce unitary circuits. By mapping these non-orthogonal states into polarization states, we achieve an efficient and versatile quantum information processing unit which serves as a clustering device for a diverse set of datasets. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2405_04142 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Quantum-inspired clustering with light Varga, Miguel Bermejo, Pablo Pellicer-Guridi, Rubén Orús, Román Molina-Terriza, Gabriel Quantum Physics Optics This article introduces a novel approach to perform the simulation of a single qubit quantum algorithm using laser beams. Leveraging the polarization states of photonic qubits, and inspired by variational quantum eigensolvers, we develop a variational quantum algorithm implementing a clustering procedure following the approach proposed by some of us in SciRep 13, 13284 (2023). A key aspect of our research involves the utilization of non-orthogonal states within the photonic domain, harnessing the potential of polarization schemes to reproduce unitary circuits. By mapping these non-orthogonal states into polarization states, we achieve an efficient and versatile quantum information processing unit which serves as a clustering device for a diverse set of datasets. |
| title | Quantum-inspired clustering with light |
| topic | Quantum Physics Optics |
| url | https://arxiv.org/abs/2405.04142 |