线虫混沌运动的动态标记。

IF 0.6 4区 心理学 Q4 PSYCHOLOGY, MATHEMATICAL Nonlinear Dynamics Psychology and Life Sciences Pub Date : 2022-01-01
Susannah G Zhang, Anshul Singhvi, Kathleen M Susman, Harold M Hastings, Jenny Magnes
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引用次数: 0

摘要

我们用非线性动力学来描述秀丽隐杆线虫(C. elegans)的运动。秀丽隐杆线虫是一种易于维持和神经结构简单的模式生物。传统的显微镜技术需要将运动限制在二维显微镜载玻片上,与之相反,动态衍射允许在三维中观察运动,作为衍射模式中单点强度的时间序列。远场衍射图样中任何一点的电场都是在蜗杆周围弯曲的电场叠加的结果。因此,可以通过分析强度时间序列来恢复运动的关键特征。现在可以应用现代非线性技术;嵌入和递归图,为可视化和比较数据集提供有价值的见解。我们发现了低维混沌的显著标志。接下来,我们利用FitzHugh-Nagumo神经元对秀丽隐杆线虫的中枢模式发生器进行了最小的仿生模拟,其表现出与真实秀丽隐杆线虫相似的波动振荡。最后,我们简要地描述了使用Keener实现的Nagumo等电路的仿生版本Izquierdo和Beer机器蠕虫的构建。
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Dynamic Markers for Chaotic Motion in C. elegans.

We describe the locomotion of Caenorhabditis elegans (C. elegans) using nonlinear dynamics. C. elegans is a commonly studied model organism based on ease of maintenance and simple neurological structure. In contrast to traditional microscopic techniques, which require constraining motion to a 2D microscope slide, dynamic diffraction allows the observation of locomotion in 3D as a time series of the intensity at a single point in the diffraction pattern. The electric field at any point in the far-field diffraction pattern is the result of a superposition of the electric fields bending around the worm. As a result, key features of the motion can be recovered by analyzing the intensity time series. One can now apply modern nonlinear techniques; embedding and recurrence plots, providing valuable insight for visualizing and comparing data sets. We found significant markers of low-dimensional chaos. Next, we implemented a minimal biomimetic simulation of the central pattern generator of C. elegans with FitzHugh-Nagumo neurons, which exhibits undulatory oscillations similar to those of the real C. elegans. Finally, we briefly describe the construction of a biomimetic version of the Izquierdo and Beer robotic worm using Keener's implementation of the Nagumo et al. circuit.

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来源期刊
CiteScore
1.40
自引率
11.10%
发文量
26
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