Quantum Neural Network with Improved Quantum Learning Algorithm

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 recog...

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Veröffentlicht in:International journal of theoretical physics 2020-07, Vol.59 (7), p.1978-1991
Hauptverfasser: Chen, Bu-Qing, Niu, Xu-Feng
Format: Artikel
Sprache:eng
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Zusammenfassung: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.
ISSN:0020-7748
1572-9575
DOI:10.1007/s10773-020-04470-9