Literature DB >> 27286293

Modeling the thermotaxis behavior of C.elegans based on the artificial neural network.

Mingxu Li1, Xin Deng1, Jin Wang1, Qiaosong Chen1, Yun Tang1.   

Abstract

ASBTRACT This research aims at modeling the thermotaxis behavior of C.elegans which is a kind of nematode with full clarified neuronal connections. Firstly, this work establishes the motion model which can perform the undulatory locomotion with turning behavior. Secondly, the thermotaxis behavior is modeled by nonlinear functions and the nonlinear functions are learned by artificial neural network. Once the artificial neural networks have been well trained, they can perform the desired thermotaxis behavior. Last, several testing simulations are carried out to verify the effectiveness of the model for thermotaxis behavior. This work also analyzes the different performances of the model under different environments. The testing results reveal the essence of the thermotaxis of C.elegans to some extent, and theoretically support the research on the navigation of the crawling robots.

Entities:  

Keywords:  C.elegans; deflection angle; artificial neural network; optimum temperature; thermotaxis

Mesh:

Year:  2016        PMID: 27286293      PMCID: PMC4970600          DOI: 10.1080/21655979.2016.1197709

Source DB:  PubMed          Journal:  Bioengineered        ISSN: 2165-5979            Impact factor:   3.269


  7 in total

1.  Analysis of the effects of turning bias on chemotaxis in C. elegans.

Authors:  Jonathan T Pierce-Shimomura; Michael Dores; Shawn R Lockery
Journal:  J Exp Biol       Date:  2005-12       Impact factor: 3.312

2.  Theory of the locomotion of nematodes: Dynamics of undulatory progression on a surface.

Authors:  E Niebur; P Erdös
Journal:  Biophys J       Date:  1991-11       Impact factor: 4.033

3.  A 3D undulatory locomotion system inspired by nematode C. elegans.

Authors:  Xin Deng; Jian-Xin Xu
Journal:  Biomed Mater Eng       Date:  2014       Impact factor: 1.300

4.  A model of motor control of the nematode C. elegans with neuronal circuits.

Authors:  Michiyo Suzuki; Toshio Tsuji; Hisao Ohtake
Journal:  Artif Intell Med       Date:  2005 Sep-Oct       Impact factor: 5.326

5.  Computational rules for chemotaxis in the nematode C. elegans.

Authors:  T C Ferrée; S R Lockery
Journal:  J Comput Neurosci       Date:  1999 May-Jun       Impact factor: 1.621

6.  Evolution and analysis of minimal neural circuits for klinotaxis in Caenorhabditis elegans.

Authors:  Eduardo J Izquierdo; Shawn R Lockery
Journal:  J Neurosci       Date:  2010-09-29       Impact factor: 6.167

7.  A neural network model of chemotaxis predicts functions of synaptic connections in the nematode Caenorhabditis elegans.

Authors:  Nathan A Dunn; Shawn R Lockery; Jonathan T Pierce-Shimomura; John S Conery
Journal:  J Comput Neurosci       Date:  2004 Sep-Oct       Impact factor: 1.621

  7 in total

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