Creative and accurate method for optimal hardware implementation of neurons and biological cells: Application in FPGA-based implementation of cardiac pacemaker cell

IF 3 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Aeu-International Journal of Electronics and Communications Pub Date : 2024-10-19 DOI:10.1016/j.aeue.2024.155561
Gilda Ghanbarpour , Milad Ghanbarpour , Pourya Spari
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Abstract

The sinoatrial (SA) node cells play a vital role as the principal pacemaker in mammalian hearts, generating regular and spontaneous action potentials to regulate the heart’s rhythm. Comprehending the intricate activity of the SA node’s operation necessitates a collection of differential formulas that tackle non-linear functions. The study presents a new technique to improve the digital representation of the SA node cell model, offering benefits such as decreased hardware needs, enhanced processing speed and accuracy, and reduced implementation expenses by transforming the original model’s differential equations into a unified trigonometric function. This transformation significantly simplifies the computational complexity by eliminating the need for multipliers, resulting in a streamlined set of mathematical expressions. The digital implementation of this novel method can be efficiently realized using the Coordinate Rotation Digital Computer (CORDIC) algorithm, which circumvents the necessity for cumbersome mathematical operations. To demonstrate the viability of this approach, the proposed model is successfully synthesized and implemented on a Field-Programmable Gate Array (FPGA). The results of the implementation demonstrate a significant rise in the operating frequency, which is approximately 6.14 times greater than that of the original model. Furthermore, there is a notable 45 percent decrease in power usage. The lowered hardware needs make significant scalability possible, thus allowing for the inclusion of approximately 12 times as many SA node cells on a sole FPGA board in comparison to the original design.
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创造性地采用精确方法优化神经元和生物细胞的硬件实现:在基于 FPGA 的心脏起搏器细胞实现中的应用
中房(SA)结细胞作为哺乳动物心脏的主要起搏器发挥着至关重要的作用,它产生有规律的自发动作电位来调节心脏节律。要理解 SA 节点错综复杂的运行活动,就必须收集处理非线性函数的微分公式。这项研究提出了一种改进 SA 节点细胞模型数字表示的新技术,通过将原始模型的微分方程转换为统一的三角函数,提供了减少硬件需求、提高处理速度和准确性以及减少实施费用等好处。这种转换无需使用乘法器,从而大大简化了计算的复杂性,使数学表达式更加精简。使用坐标旋转数字计算机(CORDIC)算法可以有效地实现这种新方法的数字化,从而避免了繁琐的数学运算。为了证明这种方法的可行性,我们成功地在现场可编程门阵列(FPGA)上合成并实现了所提出的模型。实施结果表明,工作频率显著提高,约为原始模型的 6.14 倍。此外,功耗显著降低了 45%。硬件需求的降低使可扩展性成为可能,因此,在一块 FPGA 板上安装的 SA 节点单元数量大约是原始设计的 12 倍。
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来源期刊
CiteScore
6.90
自引率
18.80%
发文量
292
审稿时长
4.9 months
期刊介绍: AEÜ is an international scientific journal which publishes both original works and invited tutorials. The journal''s scope covers all aspects of theory and design of circuits, systems and devices for electronics, signal processing, and communication, including: signal and system theory, digital signal processing network theory and circuit design information theory, communication theory and techniques, modulation, source and channel coding switching theory and techniques, communication protocols optical communications microwave theory and techniques, radar, sonar antennas, wave propagation AEÜ publishes full papers and letters with very short turn around time but a high standard review process. Review cycles are typically finished within twelve weeks by application of modern electronic communication facilities.
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