• 제목/요약/키워드: Spike firing model

검색결과 5건 처리시간 0.021초

시각 피질의 발화 특성 추출을 위한 포아송 모델의 부공간 해석 (Subspace analysis of Poisson Model to extract Firing Characteristics in Visual Cortex)

  • 이영석
    • 한국정보전자통신기술학회논문지
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    • 제15권1호
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    • pp.1-7
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    • 2022
  • 인간의 시각 피질을 구성하고 있는 시각 뉴런은 모든 시각적 자극에 반응하는 것이 아니라 특정한 조건을 갖춘 시각적 자극에 반응한다는 것이 생리학적 실험을 통하여 밝혀졌다. 본 연구에서는 이와 같은 생리학적 실험을 해석하기 위하여 랜덤한 이득을 갖는 선형 필터를 포함하는 뉴런의 발화 특성을 시뮬레이션하고 설명할 수 있는 모델을 제안하였고 또한 제안한 모델의 선형 필터의 출력이 전체 자극 데이터의 부공간을 형성하고 있음을 실험을 통하여 증명하였다. 구현된 모델의 타당성을 검증하기 위하여 서로 다른 4개의 시각적 자극 데이터들로부터 임의로 추출한 2개의 화소에 대한 값의 분포를 관찰하였다. 전체 자극 데이터와 스파이크 발화 자극 데이터의 분포로부터 중심 좌표 값 즉, 가장 많은 값이 분포하는 좌표 값을 추출하여 두 분포 사이의 차이를 확인할 수 있었고 구현된 모델이 전형적인 LNP 모델과 동일하게 전체 자극 데이터가 전체 집합일 경우 스파이크를 발생시키는 자극 데이터가 전체 자극 데이터의 부공간 임을 실험을 통하여 증명하였다. 본 연구는 시각적 자극에 대한 스파이크의 발생기전과 관련된 기초 연구로 활용할 수 있다.

Multiple consecutive-biphasic pulse stimulation improves spatially localized firing of retinal ganglion cells in the degenerate retina

  • Jungryul Ahn;Yongseok Yoo;Yong Sook Goo
    • The Korean Journal of Physiology and Pharmacology
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    • 제27권6호
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    • pp.541-553
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    • 2023
  • Retinal prostheses have shown some clinical success in restoring vision in patients with retinitis pigmentosa. However, the post-implantation visual acuity does not exceed that of legal blindness. The reason for the poor visual acuity might be that (1) degenerate retinal ganglion cells (RGCs) are less responsive to electrical stimulation than normal RGCs, and (2) electrically-evoked RGC spikes show a more widespread not focal response. The single-biphasic pulse electrical stimulation, commonly used in artificial vision, has limitations in addressing these issues. In this study, we propose the benefit of multiple consecutive-biphasic pulse stimulation. We used C57BL/6J mice and C3H/HeJ (rd1) mice for the normal retina and retinal degeneration model. An 8 × 8 multi-electrode array was used to record electrically-evoked RGC spikes. We compared RGC responses when increasing the amplitude of a single biphasic pulse versus increasing the number of consecutive biphasic pulses at the same stimulus charge. Increasing the amplitude of a single biphasic pulse induced more RGC spike firing while the spatial resolution of RGC populations decreased. For multiple consecutive-biphasic pulse stimulation, RGC firing increased as the number of pulses increased, and the spatial resolution of RGC populations was well preserved even up to 5 pulses. Multiple consecutive-biphasic pulse stimulation using two or three pulses in degenerate retinas induced as much RGC spike firing as in normal retinas. These findings suggest that the newly proposed multiple consecutive-biphasic pulse stimulation can improve the visual acuity in prosthesis-implanted patients.

A Computational Model of the Temperature-dependent Changes in Firing Patterns in Aplysia Neurons

  • Hyun, Nam-Gyu;Hyun, Kwang-Ho;Hyun, Kwang-Beom;Han, Jin-Hee;Lee, Kyung-Min;Kaang, Bong-Kiun
    • The Korean Journal of Physiology and Pharmacology
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    • 제15권6호
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    • pp.371-382
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    • 2011
  • We performed experiments using Aplysia neurons to identify the mechanism underlying the changes in the firing patterns in response to temperature changes. When the temperature was gradually increased from $11^{\circ}C$ to $31^{\circ}C$ the firing patterns changed sequentially from the silent state to beating, doublets, beating-chaos, bursting-chaos, square-wave bursting, and bursting-oscillation patterns. When the temperature was decreased over the same temperature range, these sequential changes in the firing patterns reappeared in reverse order. To simulate this entire range of spiking patterns we modified nonlinear differential equations that Chay and Lee made using temperature-dependent scaling factors. To refine the equations, we also analyzed the spike pattern changes in the presence of potassium channel blockers. Based on the solutions of these equations and potassium channel blocker experiments, we found that, as temperature increases, the maximum value of the potassium channel relaxation time constant, ${\tau}_n(t)$ increases, but the maximum value of the probabilities of openings for activation of the potassium channels, n(t) decreases. Accordingly, the voltage-dependent potassium current is likely to play a leading role in the temperature-dependent changes in the firing patterns in Aplysia neurons.

BIFURCATIONS OF STOCHASTIC IZHIKEVICH-FITZHUGH MODEL

  • Nia, Mehdi Fatehi;Mirzavand, Elaheh
    • 호남수학학술지
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    • 제44권3호
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    • pp.402-418
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    • 2022
  • Noise is a fundamental factor to increased validity and regularity of spike propagation and neuronal firing in the nervous system. In this paper, we examine the stochastic version of the Izhikevich-FitzHugh neuron dynamical model. This approach is based on techniques presented by Luo and Guo, which provide a general framework for the bifurcation and stability analysis of two dimensional stochastic dynamical system as an Itô averaging diffusion system. By using largest lyapunov exponent, local and global stability of the stochastic system at the equilibrium point are investigated. We focus on the two kinds of stochastic bifurcations: the P-bifurcation and the D-bifurcations. By use of polar coordinate, Taylor expansion and stochastic averaging method, it is shown that there exists choices of diffusion and drift parameters such that these bifurcations occurs. Finally, numerical simulations in various viewpoints, including phase portrait, evolution in time and probability density, are presented to show the effects of the diffusion and drift coefficients that illustrate our theoretical results.

전기자극펄스에 대한 변성망막 신경절세포의 응답특성 분석 (Analysis of Neuronal Activities of Retinal Ganglion Cells of Degenerated Retina Evoked by Electrical Pulse Stimulation)

  • 류상백;이종승;예장희;구용숙;김지현;김경환
    • 대한의용생체공학회:의공학회지
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    • 제30권4호
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    • pp.347-354
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    • 2009
  • For the reliable transmission of meaningful visual information using prosthetic electrical stimulation, it is required to develop an effective stimulation strategy for the generation of electrical pulse trains based on input visual information. The characteristics of neuronal activities of retinal ganglion cells (RGCs) evoked by electrical stimulation should be understood for this purpose. In this study, for the development of an optimal stimulation strategy for visual prosthesis, we analyzed the neuronal responses of RGCs in rd1 mouse, photoreceptor-degenerated retina of animal model of retinal diseases (retinitis pigmentosa). Based on the in-vitro model of epiretinal prosthesis which consists of planar multielectrode array (MEA) and retinal patch, we recorded and analyzed multiunit RGC activities evoked by amplitude-modulated electrical pulse trains. Two modes of responses were observed. Short-latency responses occurring at 3 ms after the stimulation were estimated to be from direct stimulation of RGCs. Long-latency responses were also observed mainly at 2 - 100 ms after stimulation and showed rhythmic firing with same frequency as the oscillatory background field potential. The long-latency responses could be modulated by pulse amplitude and duration. From the results, we expect that optimal stimulation conditions such as pulse amplitude and pulse duration can be determined for the successful transmission of visual information by electrical stimulation.