Variational quantum algorithm for the Poisson equation
Hai-Ling Liu
1, 2
,
Yu Sen Wu
1
,
Yusen Wu
1
,
Lin-Chun Wan
1
,
Shi Jie Pan
1
,
Shijie Pan
1
,
Su-Juan Qin
1
,
Fei Gao
1, 3
,
Fei Gao
1, 3
,
QIAO-YAN WEN
1
2
State Key Laboratory of Cryptology, P.O. Box 5159, Beijing 100878, China
|
Publication type: Journal Article
Publication date: 2021-08-18
scimago Q1
wos Q2
SJR: 1.033
CiteScore: 5.1
Impact factor: 2.9
ISSN: 10502947, 10941622, 24699926, 24699934
Abstract
The Poisson equation has wide applications in many areas of science and engineering. Although there are some quantum algorithms that can efficiently solve the Poisson equation, they generally require a fault-tolerant quantum computer, which is beyond the current technology. We propose a variational quantum algorithm (VQA) to solve the Poisson equation, which can be executed on noisy intermediate-scale quantum devices. In detail, we first adopt the finite-difference method to transform the Poisson equation into a linear system. Then, according to the special structure of the linear system, we find an explicit tensor product decomposition, with only $(2{log}_{2}n+1)$ items, of its coefficient matrix under a specific set of simple operators, where $n$ is the dimension of the coefficient matrix. This implies that the proposed VQA needs fewer quantum measurements, which dramatically reduces the required quantum resources. Additionally, we design observables to efficiently evaluate the expectation values of the simple operators on a quantum computer. Numerical experiments demonstrate that our algorithm can solve the Poisson equation.
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104
Total citations:
104
Citations from 2024:
57
(54.8%)
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Liu H. et al. Variational quantum algorithm for the Poisson equation // Physical Review A. 2021. Vol. 104. No. 2. 022418
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Liu H., Wu Yu. S., Wu Y., Wan L., Pan S. J., Pan S., Qin S., Gao F., Gao F., WEN Q. Variational quantum algorithm for the Poisson equation // Physical Review A. 2021. Vol. 104. No. 2. 022418
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TY - JOUR
DO - 10.1103/physreva.104.022418
UR - https://doi.org/10.1103/physreva.104.022418
TI - Variational quantum algorithm for the Poisson equation
T2 - Physical Review A
AU - Liu, Hai-Ling
AU - Wu, Yu Sen
AU - Wu, Yusen
AU - Wan, Lin-Chun
AU - Pan, Shi Jie
AU - Pan, Shijie
AU - Qin, Su-Juan
AU - Gao, Fei
AU - Gao, Fei
AU - WEN, QIAO-YAN
PY - 2021
DA - 2021/08/18
PB - American Physical Society (APS)
IS - 2
VL - 104
SN - 1050-2947
SN - 1094-1622
SN - 2469-9926
SN - 2469-9934
ER -
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@article{2021_Liu,
author = {Hai-Ling Liu and Yu Sen Wu and Yusen Wu and Lin-Chun Wan and Shi Jie Pan and Shijie Pan and Su-Juan Qin and Fei Gao and Fei Gao and QIAO-YAN WEN},
title = {Variational quantum algorithm for the Poisson equation},
journal = {Physical Review A},
year = {2021},
volume = {104},
publisher = {American Physical Society (APS)},
month = {aug},
url = {https://doi.org/10.1103/physreva.104.022418},
number = {2},
pages = {022418},
doi = {10.1103/physreva.104.022418}
}
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