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arXiv 2108.09004quant-phphysics.ed-ph
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逐步HHL算法演练以增强对关键量子计算概念的理解

Step-by-Step HHL Algorithm Walkthrough to Enhance the Understanding of Critical Quantum Computing Concepts

Hector Jose Morrell, Anika Zaman, Hiu Yung Wong

AI总结:

本文通过逐步解析HHL算法并辅以4量子比特数值示例、Matlab代码和Qiskit电路,旨在增强学生对基变换、纠缠、量子傅里叶变换等关键量子计算概念的理解。

摘要:

在学习基础量子计算概念之后,有必要通过一个重要且相对复杂的算法来强化学习,学生可以通过该算法观察并理解量子比特如何演化及相互作用。Harrow-Hassidim-Lloyd(HHL)量子算法能够以指数级加速于经典方法的速度解决线性系统问题,并且是许多重要量子计算算法的基础,因此被用于此目的。本文首先对HHL算法进行分析性解释,随后给出一个4量子比特的数值示例,采用bra-ket记号。与该数值示例对应的Matlab代码可供学生从纯矩阵角度更深入地理解HHL算法。此外,还提供了使用qiskit编程的量子电路,可在IBM量子计算机上进行真实硬件执行。通过阅读这些材料,学生有望更好地理解基变换、bra-ket与矩阵表示、叠加、纠缠、受控操作、测量、量子傅里叶变换、量子相位估计以及量子编程等概念。为帮助读者复习这些基本概念,附录中提供了结合正文HHL数值示例的简要说明。

英文摘要:

After learning basic quantum computing concepts, it is desirable to reinforce the learning using an important and relatively complex algorithm through which the students can observe and appreciate how the qubits evolve and interact with each other. Harrow-Hassidim-Lloyd (HHL) quantum algorithm, which can solve Linear System Problems with exponential speed-up over the classical method and is the basic of many important quantum computing algorithms, is used to serve this purpose. The HHL algorithm is explained analytically followed by a 4-qubit numerical example in bra-ket notation. Matlab code corresponding to the numerical example is available for students to gain a deeper understanding of the HHL algorithm from a pure matrix point of view. A quantum circuit programmed using qiskit is also provided which can be used for real hardware execution in IBM quantum computers. After going through the material, students are expected to have a better appreciation of the concepts such as basis transformation, bra-ket and matrix representations, superposition, entanglement, controlled operations, measurement, Quantum Fourier Transformation, Quantum Phase Estimation, and quantum programming. To help readers review these basic concepts, brief explanations augmented by the HHL numerical examples in the main text are provided in the Appendix.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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