Quantum Neural Network with Improved Quantum Learning Algorithm

被引：6

作者：

Chen, Bu-Qing ^{[1
]}

Niu, Xu-Feng ^{[2
]}

机构：

[1] PLA Informat Engn Univ, Teaching & Res Sect Polit, Luoyang 471003, Henan, Peoples R China

[2] Xidian Univ, State Key Lab Integrated Serv Networks, Xian 710121, Shaanxi, Peoples R China

来源：

INTERNATIONAL JOURNAL OF THEORETICAL PHYSICS | 2020年 / 59卷 / 07期

关键词：

Quantum neural network; BP algorithm; Quantum genetic algorithm;

D O I：

10.1007/s10773-020-04470-9

中图分类号：

O4 [物理学];

学科分类号：

0702 ;

摘要：

We present a quantum BP neural network with the universality of single-qubit rotation gate and two-qubit Controlled-NOT gate. Also, we show the process of the BP learning algorithm for the quantum model, and propose an improved BP learning algorithm based on quantum genetic algorithm. The type recognition simulation of the Matlab program shows the efficiencies of the quantum neural network and the improved learning algorithm.

引用

页码：1978 / 1991

页数：14

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