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Dissertation
Traveling waves in low-dimensional neuronal systems
Doctor of Philosophy (Ph.D.), Drexel University
Dec 2021
DOI:
https://doi.org/10.17918/00000907
Abstract
Traveling waves of neuronal activity have been observed in many locations within the mammalian cortex. Several functional roles have been proposed for these traveling waves including visual and audio processing, information transfer between cortical areas and memory consolidation. Computer simulations of such traveling waves are typically performed in strictly one-dimensional or two-dimensional systems using homogeneous neurons with isotropic connectivity. Here we perform a computational investigation of traveling waves in more diverse systems with variations in neuron parameters and connectivity. We explore quasi one-dimensional and quasi two-dimensional networks of heterogeneous neurons with a biologically influenced computational model of neuron dynamics and connectivity. Our simulations reveal the model parameters for which traveling waves are supported, as well as how these parameters affect wave characteristics such as speed. We find that a uniform random stimulus reliably evokes traveling waves in networks with local connectivity between neurons, with low-threshold-spiking inhibitory neurons influencing the wave initiation sites. We reproduce the circular, plane and spiral wave patterns that have been observed in vivo and demonstrate the spiral waves are mroe likely to form when the inter-neuron connections are weaker. We extend previous work suggesting that traveling waves mediate information transfer by demonstrating that traveling waves can act as an encoding and transport mechanism for neural population activity.
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Details
- Title
- Traveling waves in low-dimensional neuronal systems
- Creators
- Vincent Baker
- Contributors
- Luis R. Cruz Cruz (Advisor)
- Awarding Institution
- Drexel University
- Degree Awarded
- Doctor of Philosophy (Ph.D.)
- Publisher
- Drexel University; Philadelphia, Pennsylvania
- Number of pages
- xi, 83 pages
- Resource Type
- Dissertation
- Language
- English
- Academic Unit
- College of Arts and Sciences; Physics; Drexel University
- Other Identifier
- 991016053431504721