An implementation of a simple neuron model in field programmable analog arrays

A minimal neuron model, the Morris-Lecar model, is implemented on field programmable analog arrays (FPAAs). Our approach is to solve the differential equation describing the model in a similar way a computer solves the same problem: numerically integrate the differential equation by making arithmetic operations on voltage mode circuits of the FPAAs. The results demonstrate that biologically relevant dynamics can be observed from the electronic neuron despite limitations on the configurability of the FPAAs. Such models can be run accurately in real-time or many orders of magnitude faster than real-time. FPAAs are feasible candidates for implementation of neuron models using off-the-shelf software-reconfigurable analog circuit elements.

[1]  Stephen P. DeWeerth,et al.  A Neuromorphic VLSI System for Modeling the Neural Control of Axial Locomotion , 1999, NIPS.

[2]  Robert Plonsey,et al.  Bioelectromagnetism: Principles and Applications of Bioelectric and Biomagnetic Fields , 1995 .

[3]  G. Ermentrout,et al.  Analysis of neural excitability and oscillations , 1989 .

[4]  Stephen P. DeWeerth,et al.  Analogue VLSI Morris-Lecar neuron , 1997 .

[5]  Aaas News,et al.  Book Reviews , 1893, Buffalo Medical and Surgical Journal.

[6]  Leon D. Harmon,et al.  Studies with artificial neurons, I: properties and functions of an artificial neuron , 1961, Kybernetik.

[7]  Estelle Laure Graas Exploration of alternatives to general-purpose computers in neural simulation , 2003 .

[8]  Andreas G. Andreou,et al.  A Contrast Sensitive Silicon Retina with Reciprocal Synapses , 1991, NIPS.

[9]  G Roy,et al.  A simple electronic analog of the squid axon membrane: the NEUROFET. , 1972, IEEE transactions on bio-medical engineering.

[10]  A. Hodgkin,et al.  A quantitative description of membrane current and its application to conduction and excitation in nerve , 1952, The Journal of physiology.

[11]  S. Wolpert,et al.  A silicon model of the Hirudo swim oscillator , 2000, IEEE Engineering in Medicine and Biology Magazine.

[12]  Eve Marder,et al.  Mechanisms for oscillation and frequency control in reciprocally inhibitory model neural networks , 1994, Journal of Computational Neuroscience.

[13]  Heinrich Klar,et al.  EMULATION OF BIOLOGY-ORIENTED NEURAL NETWORKS ON SPECIFIC HARDWARE , 1993 .

[14]  K. Goser,et al.  Implementation of a biologically inspired neuron-model in FPGA , 1996, Proceedings of Fifth International Conference on Microelectronics for Neural Networks.

[15]  C Guzmán-Flores,et al.  An electronic model of the neuron. , 1971, Boletin de estudios medicos y biologicos.

[16]  R. Douglas,et al.  A silicon neuron , 1991, Nature.

[17]  C. Morris,et al.  Voltage oscillations in the barnacle giant muscle fiber. , 1981, Biophysical journal.