Improved BP Neural Network and Its Application

被引：0

作者：

Liu, Jian-juan ^{[1
]}

Xu, Zhen-fang ^{[1
]}

机构：

[1] Henan Univ Technol, Dept Elect Engn, Zhengzhou, Henan, Peoples R China

来源：

2010 THE 3RD INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND INDUSTRIAL APPLICATION (PACIIA2010), VOL VI | 2010年

关键词：

BP neural network; improved algorithm; ship-based navigation; momentum factor; gradient factor;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Poor environment of ship-based navigation system usually leads to decrease in navigation precision and even leads to divergence. BP neural network was introduced to solve this problem. According to characteristics of the navigation system, conventional BP algorithm was improved. And the improved algorithm was used in the ship-based navigation system. The simulation results show that the algorithm can overcome the problem of the navigation system, and ensure the normal operation of the filter.

引用

页码：289 / 293

页数：5

共 10 条

[1] ABDELAZIM T, 2004, IEEE, P844
[2] Dong C.H., 2005, NEURAL NETWORK ITS A
[3] Fogel D.B., 1994, IEEE T NEURAL NETWOR
[4] Gao W, 2005, 2005 FIRST INTERNATIONAL CONFERENCE ON NEURAL INTERFACE AND CONTROL PROCEEDINGS, P167
[5] Fuzzy corrections in a GPS/INS hybrid navigation system
Hiliuta, A
Landry, R
Gagnon, F
[J]. IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2004, 40 (02) : 591 - 600
[6] Noureldin A, 2004, IEEE POSITION LOCAT, P280
[7] Mutation-based genetic neural network
Palmes, PP
Hayasaka, T
Usui, S
[J]. IEEE TRANSACTIONS ON NEURAL NETWORKS, 2005, 16 (03): : 587 - 600
[8] Sharaf Rashad, 2005, IEEE A E SYSTEMS MAG, P8
[9] An optimized adaptive neural network for annual midterm energy forecasting
Tsekouras, GJ
Hatziargyriou, ND
Dialynas, EN
[J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 2006, 21 (01) : 385 - 391
[10] A novel radial basis function neural network for discriminant analysis
Yang, Zheng Rong
[J]. IEEE TRANSACTIONS ON NEURAL NETWORKS, 2006, 17 (03): : 604 - 612

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