Quantum M-P neural network

被引:66
作者
Zhou, Rigui [1 ]
Ding, Qiulin [1 ]
机构
[1] Nanjing Univ Aeronaut & Astronaut, Dept Comp Sci & Technol, Nanjing 210016, Peoples R China
关键词
quantum M-P neural network; weight updating algorithm; quantum state;
D O I
10.1007/s10773-007-9437-8
中图分类号
O4 [物理学];
学科分类号
0702 [物理学];
摘要
Quantum Neural Network (QNN) is a young and outlying science built upon the combination of classical neural network and quantum computing. Making use of quantum linear superposition, this paper presents a quantum M-P neural network based on the analysis of the conventional M-P neural network. Moreover, the working principle of this proposed network and its corresponding weight updating algorithm are expatiated in the two cases of input state being in the orthogonal and non-orthogonal basic set, respectively. In addition, this paper not only validates that this quantum M-P network can realize some network functions, such as "XOR", but also verifies the feasibility and validity of its weight learning algorithm by some simple examples.
引用
收藏
页码:3209 / 3215
页数:7
相关论文
共 15 条
[1]
ALTAISKY MV, 2001, ARXIVQUANT PH0107012
[2]
ALTMAN C, 2004, INT J THEOR PHYS, V43
[3]
[Anonymous], 1995, R329 U EX
[4]
ON QUANTUM NEURAL COMPUTING [J].
KAK, S .
INFORMATION SCIENCES, 1995, 83 (3-4) :143-160
[5]
An examination of qubit neural network in controlling an inverted pendulum [J].
Kouda, N ;
Matsui, N ;
Nishimura, H ;
Peper, F .
NEURAL PROCESSING LETTERS, 2005, 22 (03) :277-290
[6]
Kouda N, 2003, LECT NOTES ARTIF INT, V2774, P304
[7]
Image compression by layered quantum neural networks [J].
Kouda, N ;
Matsui, N ;
Nishimura, H .
NEURAL PROCESSING LETTERS, 2002, 16 (01) :67-80
[8]
LI W, 2003, QUANTUM NEURAL COMPU
[9]
LI W, 1999, ENTANGLED NEURAL NET
[10]
McCulloch W.S., 1943, Bulletin of Mathematical Biophysics, V5, P115