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DESCRIPTION (provided by applicant): The end goal of this multiscale modeling research is to bridge the gap existing between three-dimensional, full- wave, macro-modeling of electrical and magnetic biointeractions (global modeling) and cellular-level modeling strategies. Our research team is composed of engineers, neuroscientists, biophysicists, surgeons, and computer scientists that are experts in all computational and experimental aspects necessary to fill the existing gaps in multi-scale modeling. This new multi-university effort to predict spatio-temporal distributions of active neurons based on current densities created by multi-electrode electrical stimulation depends on having a set of "core models" of molecular (receptor-channel kinetics), synaptic, neuron, and multi-neuron activity. These models and their inputs and outputs must be integrated into a global model of the extracellular media/matrix including relevant multi-electrode arrays. Successful modeling at these levels will allow hypotheses about space-time patterns of electrical stimulation to produce predictions about the number and distribution of activated inputs (based on known spatial distributions of afferent axons). The linked molecular, synaptic, neuron, multi-neuron, and global model will provide the basis for emerging predictions of the spatio-temporal distribution of active neurons and thus, the spatio-temporal distributions of spike train activity that encode all information in the nervous system. Our research effort will capitalize on our accomplishments in the realm of retinal and cortical prostheses, and use these as test beds for the multiscale predictive modeling methods that we will develop within the proposed activity.
期刊论文(19)
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会议论文
Extraction and restoration of hippocampal spatial memories with non-linear dynamical modeling.
用非线性动力学建模提取和恢复海马空间记忆。
DOI: 10.3389/fnsys.2014.00097
发表时间: 2014
期刊: Frontiers in systems neuroscience
影响因子: 3
作者: [Song D, Harway M, Marmarelis VZ, Hampson RE, Deadwyler SA, Berger TW]
通讯作者: Berger TW
DOI: 10.1109/tnsre.2022.3149967
发表时间: 2022
期刊: IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society
影响因子: --
作者: [Paknahad J, Humayun M, Lazzi G]
通讯作者: Lazzi G
DOI: 10.1109/embc.2015.7318692
发表时间: 2015-08
期刊: Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference
影响因子: --
作者: [Boshuo Wang, Weiland JD]
通讯作者: Weiland JD
DOI: 10.1109/embc.2012.6346190
发表时间: 2012
期刊: Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference
影响因子: --
作者: [Yu GJ, Robinson BS, Hendrickson PJ, Song D, Berger TW]
通讯作者: Berger TW
16
    Predictive modeling of bioelectric activity on mammalian multilayered neuronal st
    • 批准号:
      8339860
    • 项目类别:
    • 资助金额:
      $58.79万
    • 财政年份:
      2012
    • 负责人:
      THEODORE W. BERGER
    • 依托单位:
    PREDICTIVE MODELING OF BIOELECTRIC ACTIVITY ON MAMMALIAN MULTILAYERED NEURONAL STRUCTURES IN THE PRESENCE OF SUPRAPHYSIOLOGICAL ELECTRIC FIELDS
    • 批准号:
      10015260
    • 项目类别:
    • 资助金额:
      $66.89万
    • 财政年份:
      2012
    • 负责人:
      THEODORE W. BERGER
    • 依托单位:
    PREDICTIVE MODELING OF BIOELECTRIC ACTIVITY ON MAMMALIAN MULTILAYERED NEURONAL STRUCTURES IN THE PRESENCE OF SUPRAPHYSIOLOGICAL ELECTRIC FIELDS
    • 批准号:
      10242065
    • 项目类别:
    • 资助金额:
      $63.72万
    • 财政年份:
      2012
    • 负责人:
      THEODORE W. BERGER
    • 依托单位:
    Predictive modeling of bioelectric activity on mammalian multilayered neuronal st
    • 批准号:
      8731951
    • 项目类别:
    • 资助金额:
      $56.11万
    • 财政年份:
      2012
    • 负责人:
      THEODORE W. BERGER
    • 依托单位:
    海外基金