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Systematic Computation of Nonlinear Cellular and Molecular Dynamics with Low-Power CytoMimetic Circuits: A Simulation Study

机译:低功耗模拟电路的非线性细胞和分子动力学系统计算:仿真研究

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摘要

This paper presents a novel method for the systematic implementation of low-power microelectronic circuits aimed at computing nonlinear cellular and molecular dynamics. The method proposed is based on the Nonlinear Bernoulli Cell Formalism (NBCF), an advanced mathematical framework stemming from the Bernoulli Cell Formalism (BCF) originally exploited for the modular synthesis and analysis of linear, time-invariant, high dynamic range, logarithmic filters. Our approach identifies and exploits the striking similarities existing between the NBCF and coupled nonlinear ordinary differential equations (ODEs) typically appearing in models of naturally encountered biochemical systems. The resulting continuous-time, continuous-value, low-power CytoMimetic electronic circuits succeed in simulating fast and with good accuracy cellular and molecular dynamics. The application of the method is illustrated by synthesising for the first time microelectronic CytoMimetic topologies which simulate successfully: 1) a nonlinear intracellular calcium oscillations model for several Hill coefficient values and 2) a gene-protein regulatory system model. The dynamic behaviours generated by the proposed CytoMimetic circuits are compared and found to be in very good agreement with their biological counterparts. The circuits exploit the exponential law codifying the low-power subthreshold operation regime and have been simulated with realistic parameters from a commercially available CMOS process. They occupy an area of a fraction of a square-millimetre, while consuming between 1 and 12 microwatts of power. Simulations of fabrication-related variability results are also presented.
机译:本文提出了一种用于系统实现低功率微电子电路的新方法,旨在计算非线性细胞和分子动力学。提出的方法基于非线性伯努利细胞形式主义(NBCF),这是一种先进的数学框架,源于伯努利细胞形式主义(BCF),最初被用于模块化合成和分析线性,时不变,高动态范围,对数滤波器。我们的方法识别并利用了NBCF和通常在自然遇到的生化系统模型中出现的耦合非线性常微分方程(ODE)之间存在的惊人相似性。由此产生的连续时间,连续值,低功耗的CytoMimetic电子电路成功地进行了快速,高精度的细胞和分子动力学模拟。该方法的应用通过首次成功模拟的微电子CytoMimetic拓扑进行了说明,该拓扑成功模拟了:1)几个Hill系数值的非线性细胞内钙振荡模型,以及2)基因-蛋白质调控系统模型。比较了拟议的CytoMimetic电路产生的动态行为,发现与它们的生物学对应物非常吻合。这些电路利用了编纂低功耗亚阈值工作机制的指数定律,并已使用来自商用CMOS工艺的实际参数进行了仿真。它们占用的面积仅为平方毫米的几分之一,而功耗却在1到12微瓦之间。还介绍了与制造有关的可变性结果的仿真。

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