Fractional calculus in bioengineering: A tool to model complex dynamics

R. Magin
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引用次数: 46

Abstract

The premise of this work is that fractional (non-integer order) calculus can provide the basis for a greater understanding of the dynamic processes that occur in biological tissues. Such an understanding is fundamental in bioengineering where engineers seek a simpler description of the underlying multi-scale processes that occur, for example, when tissues are mechanically stressed or strained. Fractional order models work well in physics, electrochemistry and rheology, particularly in describing dielectric, magnetic and viscoelastic materials over extended ranges of time and frequency. In heat transfer and electrochemistry, for example, the half-order fractional integral is the natural integral operator connecting applied gradients (thermal or material) with the resultant diffusion of ions or heat. Can fractional calculus be applied in bioengineering to uncover similar relatively simple links between stress and strain in load-bearing tissues, such as cartilage, the electrical impedance of implanted cardiac pacemaker electrodes, or in predicting changes in the shear modulus of tumors developing in breast tissue? Since the constitutive properties of tissue depend on the micro-scale architecture of the cellular and extracellular networks, the challenge for the bioengineer is to develop new modeling, visualization and assessment tools that better predict the macro-scale mechanical performance from measurements observations at the micro- and nano-scale. In this paper I describe some of the characteristics of fractional calculus that I believe make it well suited for this application, and outline three areas of bioengineering research where fractional calculus is being applied.
生物工程中的分数微积分:模拟复杂动力学的工具
这项工作的前提是分数阶(非整数阶)微积分可以为更好地理解生物组织中发生的动态过程提供基础。这样的理解是生物工程的基础,在生物工程中,工程师们寻求对潜在的多尺度过程进行更简单的描述,例如,当组织受到机械应力或张力时。分数阶模型在物理、电化学和流变学中工作良好,特别是在描述介电、磁性和粘弹性材料的时间和频率扩展范围时。例如,在热传导和电化学中,半阶分数积分是连接应用梯度(热或材料)与离子或热的最终扩散的自然积分算子。分数微积分是否可以应用于生物工程中,以揭示承重组织(如软骨)中应力和应变之间类似的相对简单的联系,植入心脏起搏器电极的电阻抗,或预测乳腺组织中肿瘤的剪切模量变化?由于组织的本构特性取决于细胞和细胞外网络的微观结构,生物工程师面临的挑战是开发新的建模、可视化和评估工具,以便更好地从微观和纳米尺度的测量观察中预测宏观力学性能。在本文中,我描述了分数阶微积分的一些特征,我认为这些特征使它非常适合于这种应用,并概述了分数阶微积分正在应用的生物工程研究的三个领域。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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