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Author:

Yuan, Mingxin (Yuan, Mingxin.) | Wang, Sun'an (Wang, Sun'an.) | Wu, Canyang (Wu, Canyang.) | Chen, Naijian (Chen, Naijian.)

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EI CSCD PKU

Abstract:

To realize path planning in complicated environments, a new immune network algorithm for path planning is presented. Inspired by the mechanism of idiotypic network hypothesis, an immune network is constructed with the stimulation and suppression between the antigen and antibody by taking the environment and robot behavior as antigen and antibody respectively. To further improve the searching capability of proposed algorithm, an updating operator for antibody vitality is provided according to Baldwin effect, and the attenuation coefficient of antibody vitality is adaptively adjusted. The simulation results show that the proposed algorithm is characterized by self-organizing and self-learning, and the convergence performance and planning capacity are remarkably improved.

Keyword:

Attenuation coefficient Baldwin effects Convergence performance Idiotypic networks Immune network Robot behavior Searching capability Updating operators

Author Community:

  • [ 1 ] [Yuan, Mingxin;Wang, Sun'an;Wu, Canyang;Chen, Naijian]School of Mechanical Engineering, Xi'an Jiaotong University, Xi'an 710049, China

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Source :

Hsi-An Chiao Tung Ta Hsueh/Journal of Xi'an Jiaotong University

ISSN: 0253-987X

Year: 2009

Issue: 5

Volume: 43

Page: 85-89+113

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 7

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