Effective implementation of $$\text{L}{0}$$-regularised compressed sensing with chaotic-amplitude-controlled coherent Ising machines
説明
<jats:title>Abstract</jats:title><jats:p>Coherent Ising machine (CIM) is a network of optical parametric oscillators that can solve large-scale combinatorial optimisation problems by finding the ground state of an Ising Hamiltonian. As a practical application of CIM, Aonishi et al., proposed a quantum-classical hybrid system to solve optimisation problems of<jats:inline-formula><jats:alternatives><jats:tex-math>$$l_0$$</jats:tex-math><mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:msub><mml:mi>l</mml:mi><mml:mn>0</mml:mn></mml:msub></mml:math></jats:alternatives></jats:inline-formula>-regularisation-based compressed sensing. In the hybrid system, the CIM was an open-loop system without an amplitude control feedback loop. In this case, the hybrid system is enhanced by using a closed-loop CIM to achieve chaotic behaviour around the target amplitude, which would enable escaping from local minima in the energy landscape. Both artificial and magnetic resonance image data were used for the testing of our proposed closed-loop system. Compared with the open-loop system, the results of this study demonstrate an improved degree of accuracy and a wider range of effectiveness.</jats:p>
収録刊行物
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- Scientific Reports
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Scientific Reports 13 (1), 2023-09-26
Springer Science and Business Media LLC
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キーワード
- Quantum Physics
- Statistical Mechanics (cond-mat.stat-mech)
- FOS: Physical sciences
- Disordered Systems and Neural Networks (cond-mat.dis-nn)
- Condensed Matter - Disordered Systems and Neural Networks
- Quantum Physics (quant-ph)
- Condensed Matter - Statistical Mechanics
- Physics - Optics
- Optics (physics.optics)
詳細情報 詳細情報について
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- CRID
- 1360865815696130688
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- ISSN
- 20452322
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- 資料種別
- journal article
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- データソース種別
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- Crossref
- KAKEN
- OpenAIRE