Department of Electrical Engineering, Amirkabir University of Technology, Tehran, Iran.
Medical Biology Research Center, Kermanshah University of Medical Sciences, Kermanshah, Iran.
Neural Netw. 2015 Jun;66:79-90. doi: 10.1016/j.neunet.2015.01.005. Epub 2015 Feb 2.
Recent neurophysiologic findings have shown that astrocytes play important roles in information processing and modulation of neuronal activity. Motivated by these findings, in the present research, a digital neuromorphic circuit to study neuron-astrocyte interaction is proposed. In this digital circuit, the firing dynamics of the neuron is described by Izhikevich model and the calcium dynamics of a single astrocyte is explained by a functional model introduced by Postnov and colleagues. For digital implementation of the neuron-astrocyte signaling, Single Constant Multiply (SCM) technique and several linear approximations are used for efficient low-cost hardware implementation on digital platforms. Using the proposed neuron-astrocyte circuit and based on the results of MATLAB simulations, hardware synthesis and FPGA implementation, it is demonstrated that the proposed digital astrocyte is able to change the firing patterns of the neuron through bidirectional communication. Utilizing the proposed digital circuit, it will be illustrated that information processing in synaptic clefts is strongly regulated by astrocyte. Moreover, our results suggest that the digital circuit of neuron-astrocyte crosstalk produces diverse neural responses and therefore enhances the information processing capabilities of the neuromorphic circuits. This is suitable for applications in reconfigurable neuromorphic devices which implement biologically brain circuits.
最近的神经生理学研究发现,星形胶质细胞在信息处理和神经元活动调节中发挥着重要作用。受这些研究结果的启发,本研究提出了一种数字神经形态电路来研究神经元-星形胶质细胞相互作用。在这个数字电路中,神经元的放电动力学由 Izhikevich 模型描述,而单个星形胶质细胞的钙动力学则由 Postnov 及其同事提出的功能模型解释。为了实现神经元-星形胶质细胞信号的数字实现,使用了单常数乘法(SCM)技术和几个线性近似方法,以便在数字平台上进行高效、低成本的硬件实现。利用所提出的神经元-星形胶质细胞电路,并基于 MATLAB 模拟、硬件综合和 FPGA 实现的结果,证明了所提出的数字星形胶质细胞能够通过双向通信改变神经元的放电模式。利用所提出的数字电路,将说明突触间隙中的信息处理受到星形胶质细胞的强烈调节。此外,我们的结果表明,神经元-星形胶质细胞串扰的数字电路会产生多样化的神经反应,从而增强了神经形态电路的信息处理能力。这适用于实现生物脑电路的可重构神经形态器件的应用。