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题名

Quantum Multi-Round Resonant Transition Algorithm

作者
通讯作者Wang, Hefeng; Xin, Tao; Long, Guilu
发表日期
2023
DOI
发表期刊
EISSN
1099-4300
卷号25期号:1
摘要
Solving the eigenproblems of Hermitian matrices is a significant problem in many fields. The quantum resonant transition (QRT) algorithm has been proposed and demonstrated to solve this problem using quantum devices. To better realize the capabilities of the QRT with recent quantum devices, we improve this algorithm and develop a new procedure to reduce the time complexity. Compared with the original algorithm, it saves one qubit and reduces the complexity with error epsilon from O(1/epsilon(2)) to O(1/epsilon). Thanks to these optimizations, we can obtain the energy spectrum and ground state of the effective Hamiltonian of the water molecule more accurately and in only 20 percent of the time in a four-qubit processor compared to previous work. More generally, for non-Hermitian matrices, a singular-value decomposition has essential applications in more areas, such as recommendation systems and principal component analysis. The QRT has also been used to prepare singular vectors corresponding to the largest singular values, demonstrating its potential for applications in quantum machine learning.
关键词
相关链接[来源记录]
收录类别
语种
英语
学校署名
通讯
资助项目
National Natural Science Foundation of China[2017YFA0303700] ; Key Research and Development Program of Guangdong province[11774197] ; [2018B030325002] ; [12005015] ; [11974205]
WOS研究方向
Physics
WOS类目
Physics, Multidisciplinary
WOS记录号
WOS:000919672700001
出版者
来源库
Web of Science
引用统计
被引频次[WOS]:1
成果类型期刊论文
条目标识符http://sustech.caswiz.com/handle/2SGJ60CL/431012
专题量子科学与工程研究院
作者单位
1.Tsinghua Univ, Dept Phys, State Key Lab Low Dimens Quantum Phys, Beijing 100084, Peoples R China
2.Beijing Acad Quantum Informat Sci, Beijing 100193, Peoples R China
3.Xi An Jiao Tong Univ, Sch Sci, Dept Appl Phys, Xian 710049, Peoples R China
4.Southern Univ Sci & Technol, Shenzhen Inst Quantum Sci & Engn, Shenzhen 518055, Peoples R China
5.Tsinghua Natl Lab Informat Sci & Technol, Beijing 100084, Peoples R China
6.Collaborat Innovat Ctr Quantum Matter, Beijing 100084, Peoples R China
通讯作者单位量子科学与工程研究院
推荐引用方式
GB/T 7714
Yang, Fan,Chen, Xinyu,Zhao, Dafa,et al. Quantum Multi-Round Resonant Transition Algorithm[J]. ENTROPY,2023,25(1).
APA
Yang, Fan.,Chen, Xinyu.,Zhao, Dafa.,Wei, Shijie.,Wen, Jingwei.,...&Long, Guilu.(2023).Quantum Multi-Round Resonant Transition Algorithm.ENTROPY,25(1).
MLA
Yang, Fan,et al."Quantum Multi-Round Resonant Transition Algorithm".ENTROPY 25.1(2023).
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