Multiscale modeling methods in biomechanics.

IF 7.9 Q1 Medicine
Pinaki Bhattacharya, Marco Viceconti
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引用次数: 22

Abstract

More and more frequently, computational biomechanics deals with problems where the portion of physical reality to be modeled spans over such a large range of spatial and temporal dimensions, that it is impossible to represent it as a single space-time continuum. We are forced to consider multiple space-time continua, each representing the phenomenon of interest at a characteristic space-time scale. Multiscale models describe a complex process across multiple scales, and account for how quantities transform as we move from one scale to another. This review offers a set of definitions for this emerging field, and provides a brief summary of the most recent developments on multiscale modeling in biomechanics. Of all possible perspectives, we chose that of the modeling intent, which vastly affect the nature and the structure of each research activity. To the purpose we organized all papers reviewed in three categories: 'causal confirmation,' where multiscale models are used as materializations of the causation theories; 'predictive accuracy,' where multiscale modeling is aimed to improve the predictive accuracy; and 'determination of effect,' where multiscale modeling is used to model how a change at one scale manifests in an effect at another radically different space-time scale. Consistent with how the volume of computational biomechanics research is distributed across application targets, we extensively reviewed papers targeting the musculoskeletal and the cardiovascular systems, and covered only a few exemplary papers targeting other organ systems. The review shows a research subdomain still in its infancy, where causal confirmation papers remain the most common. WIREs Syst Biol Med 2017, 9:e1375. doi: 10.1002/wsbm.1375 For further resources related to this article, please visit the WIREs website.

生物力学中的多尺度建模方法。
计算生物力学越来越频繁地处理这样的问题:要建模的物理现实部分跨越如此大范围的空间和时间维度,以至于不可能将其表示为单一的时空连续体。我们不得不考虑多个时空连续体,每个连续体在一个特征时空尺度上表示感兴趣的现象。多尺度模型描述了跨越多个尺度的复杂过程,并解释了当我们从一个尺度移动到另一个尺度时,数量是如何变化的。本文综述了这一新兴领域的一系列定义,并简要总结了生物力学中多尺度建模的最新进展。在所有可能的视角中,我们选择了建模意图的视角,这极大地影响了每个研究活动的性质和结构。为了达到这个目的,我们将所有被审查的论文分为三类:“因果确认”,其中多尺度模型被用作因果理论的具体化;“预测精度”,其中多尺度建模旨在提高预测精度;以及“效应的确定”,其中多尺度建模用于模拟一个尺度的变化如何在另一个完全不同的时空尺度上表现出影响。与计算生物力学研究的数量分布在不同的应用目标一致,我们广泛地审查了针对肌肉骨骼和心血管系统的论文,只涵盖了少数针对其他器官系统的典型论文。这篇综述显示了一个研究子领域仍处于起步阶段,其中因果确认论文仍然是最常见的。中国生物医学工程学报,2017,29(4):379 - 379。doi: 10.1002 / wsbm.1375有关与本文相关的更多资源,请访问WIREs网站。
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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来源期刊
CiteScore
18.40
自引率
0.00%
发文量
0
审稿时长
>12 weeks
期刊介绍: Journal Name:Wiley Interdisciplinary Reviews-Systems Biology and Medicine Focus: Strong interdisciplinary focus Serves as an encyclopedic reference for systems biology research Conceptual Framework: Systems biology asserts the study of organisms as hierarchical systems or networks Individual biological components interact in complex ways within these systems Article Coverage: Discusses biology, methods, and models Spans systems from a few molecules to whole species Topical Coverage: Developmental Biology Physiology Biological Mechanisms Models of Systems, Properties, and Processes Laboratory Methods and Technologies Translational, Genomic, and Systems Medicine
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