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Behavioural simulation of biological neuron systems using VHDL and VHDL-AMS

机译:使用VHDL和VHDL-ams对生物神经元系统进行行为模拟

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摘要

The investigation of neuron structures is an incredibly difficult and complex task that yields relatively low rewards in terms of information from biological forms (either animals or tissue). The structures and connectivity of even the simplest invertebrates are almost impossible to establish with standard laboratory techniques, and even when this is possible it is generally time consuming, complex and expensive. Recent work has shown how a simplified behavioural approach to modelling neurons can allow “virtual” experiments to be carried out that map the behaviour of a simulated structure onto a hypothetical biological one, with correlation of behaviour rather than underlying connectivity. The problems with such approaches are numerous. The first is the difficulty of simulating realistic aggregates efficiently, the second is making sense of the results and finally, it would be helpful to have an implementation that could be synthesised to hardware for acceleration. In this paper we present a VHDL implementation of Neuron models that allow large aggregates to be simulated. The models are demonstrated using a system level VHDL and VHDL-AMS model of the C. Elegans locomotory system.
机译:对神经元结构的研究是一项极其困难和复杂的任务,就来自生物形式(动物或组织)的信息而言,回报相对较低。即使是最简单的无脊椎动物的结构和连通性,也几乎不可能通过标准实验室技术来建立,即使可能,通常也是费时,复杂和昂贵的。最近的工作表明,简化的对神经元建模的行为方法如何允许进行“虚拟”实验,从而将模拟结构的行为映射到假设的生物学结构上,并且具有行为相关性,而不是底层的连通性。这种方法存在许多问题。首先是难以有效地模拟现实的聚合,其次是要了解结果,最后,拥有可以综合到硬件以加速的实现将很有帮助。在本文中,我们介绍了Neuron模型的VHDL实现,该模型允许模拟大型聚集体。使用C. Elegans机车系统的系统级VHDL和VHDL-AMS模型对模型进行了演示。

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