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 XU Yu-ru GUO Bing-jie LI Yue-ming.Advanced FNN control of mini underwater vehicles[J].Journal of Marine Science and Application,2008,(3):0.
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Advanced FNN control of mini underwater vehicles


Advanced FNN control of mini underwater vehicles
XU Yu-ru GUO Bing-jie LI Yue-ming
XU Yu-ru GUO Bing-jie LI Yue-ming
mini underwater vehicle advanced fuzzy neural network S membership function
Fuzzy neural networks (FNN) based on Gaussian membership functions can effectively control the motion of underwater vehicles. However, their operating processes and training algorithms are complicated, placing great demands on embedded hardware. This paper presents an advanced FNN with an S membership function matching the motion characteristics of mini underwater vehicles with wings. A learning algorithm was then developed. Simulation results showed that the modified FNN is a simpler algorithm with faster calculations and improves responsiveness, compared with a Gaussian membership function-based FNN. It is applicable for mini underwater vehicles that don’t need accurate positioning but must have good maneuverability.


1. LI Ye.LIU Jiancheng.SHEN Mingxue Dynamics model ofunderwater robot motion control in 6 degrees of freedom [期刊论文] -Journal of Harbin Institute of Technology2005(04)
2. XING Jie.XIAO Deyun.S The application of membershipfunction-based falcon 2006(zk)
3. YI Kaigu.HOU Aibin Intelligent control 1999
4. LIU Jinkun Intelligent control 2005
5. WANG J S.LEE C S G.YUH J Self-adaptive neuro-fuzzycontrol with fuzzy basis function network forautonomous 1999
6. PENG Liang.LU Yingchun.WAN lei Neural networkscontrol of autonomous underwater vehicle 1995(02)
7. WANG L X.MENDEL J M Fuzzy basis functions,universal approximation,and orthogonal least-squareslearning 1992(05)
8. SERRANI A.CONTE G Robust nonlinear motion controlfor AUVs 1999(02)
9. ISHII K.FUJII T.URA T Neural network system for on-linecontroller adaptation and its application to underwaterrobot 1998
10. WANG J S.LEE C S G.YUH J An on-linself-organizing neuro-fuzzy controller for autonomousunderwater vehicles 1999
11. WANG J S.LEE C S G Structure and learning inself-adaptive neural fuzzy inference systems 2000(01)
12. LIN C T.LEE C S G Neural-network-based fuzzy logiccontrol and decision system 1991(12)
13. WANG Shoujue.WANG Bonan Multidimensional spacegeometric analysis and its theory of neural network 2002(05)


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