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Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering)  2005, Vol. 6 Issue ( 6): 12-    DOI: 10.1631/jzus.2005.A0549
    
Neural network and genetic algorithm based global path planning in a static environment
DU Xin, CHEN Hua-hua, GU Wei-kang
Department of Information Science and Electronics Engineering, Zhejiang University, Hangzhou 310027, China; School of Communication Engineering, Hangzhou Dianzi University, Hangzhou 310018, China
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Abstract  Mobile robot global path planning in a static environment is an important problem. The paper proposes a method of global path planning based on neural network and genetic algorithm. We constructed the neural network model of environmental information in the workspace for a robot and used this model to establish the relationship between a collision avoidance path and the output of the model. Then the two-dimensional coding for the path via-points was converted to one-dimensional one and the fitness of both the collision avoidance path and the shortest distance are integrated into a fitness function. The simulation results showed that the proposed method is correct and effective.

Key words: Information Science and Electronics Engineering Communication Engineering Mobile robot      Neural network      Genetic algorithm      Global path planning      Fitness function     
Received: 09 May 2004     
CLC:  TP242.6  
Cite this article:

DU Xin, CHEN Hua-hua, GU Wei-kang. Neural network and genetic algorithm based global path planning in a static environment. Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering), 2005, 6( 6): 12-.

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http://www.zjujournals.com/xueshu/zjus-a/10.1631/jzus.2005.A0549     OR     http://www.zjujournals.com/xueshu/zjus-a/Y2005/V6/I 6/12

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