Design of quantum neuron model for quantum neural networks. Issue 3 (2nd September 2021)

• Record Type: Journal Article
• Authors: Zhang, Yao; Ni, Qiang
• Is Part Of: Quantum engineering. Volume 3:Issue 3(2021)
• Page Start: n/a
• Page End: n/a
• Publication Date: 2021-09-02
• Subjects: quantum neural networks -- quantum neuron model; Quantum theory -- Periodicals; Engineering -- Periodicals; Quantum theory; Engineering; Electronic journals; Periodicals; 530.12
• DOI: 10.1002/que2.75
• Languages: English
• ISSNs: 2577-0470

Abstract

Abstract: Quantum neural network is a network which is to be composed of several quantum neurons, which is required to have a certain topological structure. In this article, we propose a new method to encode classical input data into quantum states to represent a quantum neuron, which has a low‐complexity form and can be easily utilized to construct a quantum neural network. The numerical simulation of two classification tasks with the proposed quantum neuron model is conducted to show its validity.