Quantum Implementation of Numerical Methods for Convection-Diffusion Equations: Toward Computational Fluid Dynamics
Liu BF(刘宝峰); Zhu LX(朱力行); Yang ZX(杨子轩); He GW(何国威)
刊名COMMUNICATIONS IN COMPUTATIONAL PHYSICS ; 2
2023-02
卷号33页码:425-451
关键词Quantum computing partial differential equations computational fluid dynamics finite difference finite element
ISSN号1815-2406
DOI10.4208/cicp.OA-2022-0081
英文摘要We present quantum numerical methods for the typical initial boundary value problems (IBVPs) of convection-diffusion equations in fluid dynamics. The IBVP is discretized into a series of linear systems via finite difference methods and explicit time marching schemes. To solve these discrete systems in quantum computers, we design a series of quantum circuits, including four stages of encoding, amplification, adding source terms, and incorporating boundary conditions. In the encoding stage, the initial condition is encoded in the amplitudes of quantum registers as a state vector to take advantage of quantum algorithms in space complexity. In the following three stages, the discrete differential operators in classical computing are converted into uni-tary evolutions to satisfy the postulate in quantum systems. The related arithmetic calculations in quantum amplitudes are also realized to sum up the increments from these stages. The proposed quantum algorithm is implemented within the open-source quantum computing framework Qiskit [2]. By simulating one-dimensional transient problems, including the Helmholtz equation, the Burgers' equation, and Navier-Stokes equations, we demonstrate the capability of quantum computers in fluid dynamics.
分类号一类
WOS研究方向WOS:000993946600003
语种英语
资助机构NSFC Basic Science Center Program for Multiscale Problems in Nonlinear Mechanics [11988102] ; National Natural Science Foundation of China [12202454]
其他责任者Zhu, LX ; Yang, ZX
内容类型期刊论文
源URL[http://dspace.imech.ac.cn/handle/311007/92273]  
专题力学研究所_非线性力学国家重点实验室
作者单位1.(Zhu Lixing, Yang Zixuan, He Guowei) Univ Chinese Acad Sci Sch Engn Sci Beijing 100049 Peoples R China
2.(Liu Bofeng, He Guowei) Univ Sci & Technol China Dept Modern Mech Hefei 230027 Peoples R China
3.(Liu Bofeng, Zhu Lixing, Yang Zixuan, He Guowei) Chinese Acad Sci Inst Mech LNM Beijing 100190 Peoples R China
推荐引用方式
GB/T 7714
Liu BF,Zhu LX,Yang ZX,et al. Quantum Implementation of Numerical Methods for Convection-Diffusion Equations: Toward Computational Fluid Dynamics[J]. COMMUNICATIONS IN COMPUTATIONAL PHYSICS, 2,2023,33:425-451.
APA 刘宝峰,朱力行,杨子轩,&何国威.(2023).Quantum Implementation of Numerical Methods for Convection-Diffusion Equations: Toward Computational Fluid Dynamics.COMMUNICATIONS IN COMPUTATIONAL PHYSICS,33,425-451.
MLA 刘宝峰,et al."Quantum Implementation of Numerical Methods for Convection-Diffusion Equations: Toward Computational Fluid Dynamics".COMMUNICATIONS IN COMPUTATIONAL PHYSICS 33(2023):425-451.
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