journal article·2023-10-20Open access

Implementation of the HHL Algorithm for Solving the Poisson Equation on Quantum Simulators

Beimbet Daribayev, Aksultan Mukhanbet, Timur Imankulov

Applied Sciences· Volume 13· Issue 20

Abstract

The Poisson equation is a fundamental equation of mathematical physics that describes the potential distribution in static fields. Solving the Poisson equation on a grid is computationally intensive and can be challenging for large grids. In recent years, quantum computing has emerged as a potential approach to solving the Poisson equation more efficiently. This article uses quantum algorithms, particularly the Harrow–Hassidim–Lloyd (HHL) algorithm, to solve the 2D Poisson equation. This algorithm can solve systems of equations faster than classical algorithms when the matrix A is sparse. The main idea is to use a quantum algorithm to transform the state vector encoding the solution of a system of equations into a superposition of states corresponding to the significant components of this solution. This superposition is measured to obtain the solution of the system of equations. The article also presents the materials and methods used to solve the Poisson equation using the HHL algorithm and provides a quantum circuit diagram. The results demonstrate the low error rate of the quantum algorithm when solving the Poisson equation.
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Research context

OpenAlex topics: Quantum Computing Algorithms and Architecture · Quantum Information and Cryptography · Computational Physics and Python Applications

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Department of Computer Science, Faculty of Information Technology, Al-Farabi Kazakh National University, Almaty 050040, Kazakhstan

Funding

Science Committee of the Ministry of Education and Science of the Republic of Kazakhstan under the project

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