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Content Provider | IEEE Xplore Digital Library |
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Author | Yan Meng Hongliang Guo |
Copyright Year | 2012 |
Description | Author affiliation: Almende Organizing Networks, Westerstraat 50, 3016 DJ Rotterdam, Netherlands (Hongliang Guo) || Department of Electrical and Computer Engineering, Stevens Institute of Technology, NJ 07670, USA (Yan Meng) |
Abstract | Morphogenesis is the biological process in which a fertilized cell divides, cells migrate and interact with each other, and finally resulting in the mature body plan under the control of gene regulatory networks (GRNs). Recently, biological discovered that 85% of the gene-gene regulation networks are composed of frequently recurring network patterns, which are called network motifs. Inspired by these biological studies, in this paper, we propose a developmental approach, i.e., network motifs based gene regulatory network model (NM-GRN), for self-organization of swarm robots to autonomously generate dynamic patterns to adapt to uncertain environments. First, a general GRN model is proposed with several predefined network motifs as basic building blocks, then an evolutionary algorithm is applied to evolve parameters and the structures of the NM-GRN model based on these basic building blocks. Experimental results demonstrate that the proposed bio-inspired model is effective for complex shape generation and robust to environmental changes in complex environments. |
Starting Page | 3512 |
Ending Page | 3517 |
File Size | 432944 |
Page Count | 6 |
File Format | |
ISBN | 9781467317375 |
ISSN | 21530858 |
e-ISBN | 9781467317368 |
DOI | 10.1109/IROS.2012.6385951 |
Language | English |
Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Publisher Date | 2012-10-07 |
Publisher Place | Portugal |
Access Restriction | Subscribed |
Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subject Keyword | Shape Robot kinematics Biological system modeling Proteins Robot sensing systems |
Content Type | Text |
Resource Type | Article |
Subject | Control and Systems Engineering Computer Science Applications Computer Vision and Pattern Recognition Software |
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