Title | Quantum Multi-Round Resonant Transition Algorithm |
Author | |
Corresponding Author | Wang, Hefeng; Xin, Tao; Long, Guilu |
Publication Years | 2023
|
DOI | |
Source Title | |
EISSN | 1099-4300
|
Volume | 25Issue:1 |
Abstract | 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. |
Keywords | |
URL | [Source Record] |
Indexed By | |
Language | English
|
SUSTech Authorship | Corresponding
|
Funding Project | National Natural Science Foundation of China[2017YFA0303700]
; Key Research and Development Program of Guangdong province[11774197]
; [2018B030325002]
; [12005015]
; [11974205]
|
WOS Research Area | Physics
|
WOS Subject | Physics, Multidisciplinary
|
WOS Accession No | WOS:000919672700001
|
Publisher | |
Data Source | Web of Science
|
Citation statistics |
Cited Times [WOS]:0
|
Document Type | Journal Article |
Identifier | http://kc.sustech.edu.cn/handle/2SGJ60CL/431012 |
Department | Institute for Quantum Science and Engineering |
Affiliation | 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 |
Corresponding Author Affilication | Institute for Quantum Science and Engineering |
Recommended Citation 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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