DocumentCode :
530866
Title :
Optimization design of elastic constrained mechanism in swashplate engine based on neural network and genetic algorithm
Author :
Kong, Yanfeng ; Zhang, Zhenshan ; Cheng, Guangtao
Author_Institution :
Dept. of Weaponry Eng., Naval Univ. of Eng., Wuhan, China
Volume :
1
fYear :
2010
fDate :
24-26 Aug. 2010
Firstpage :
410
Lastpage :
413
Abstract :
Aiming at the fact that the current method of designing elastic constrained mechanism in swashplate engine is deficient and the vibration noise is very large, a new method for optimization design of constrained mechanism is put forward based on back propagation (BP) artificial neural network and genetic algorithm (GA). Firstly the dynamics model of constrained mechanism-shafting in swashplate engine is set up, and the samples are gained by numerical simulation; then the non-linear mapping relationship of elastic constrained mechanism´s designed parameters and the objective function is established with BP neural network; finally the trained network is called back by GA to make global optimization. The optimization results show that the global optimal resolution can be searched rapidly and correctly with the method, besides, the method is precise, and the vibration damping effect of the optimized elastic constrained mechanism is very conspicuous.
Keywords :
backpropagation; damping; engines; genetic algorithms; mechanical engineering computing; neural nets; numerical analysis; vibrations; BP; GA; backpropagation artificial neural network; elastic constrained mechanism; genetic algorithm; global optimization; neural network; optimization design; swashplate engine; vibration noise; Algorithm design and analysis; Engines; Gallium; Lead; Propellers; Search problems; BP neural network; GA; elastic constrained mechanism; swashplate engine;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer, Mechatronics, Control and Electronic Engineering (CMCE), 2010 International Conference on
Conference_Location :
Changchun
Print_ISBN :
978-1-4244-7957-3
Type :
conf
DOI :
10.1109/CMCE.2010.5610525
Filename :
5610525
Link To Document :
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