Literature DB >> 34003842

A systematic approach to the scale separation problem in the development of multiscale models.

Pinaki Bhattacharya1,2, Qiao Li1,2, Damien Lacroix1,2, Visakan Kadirkamanathan2,3, Marco Viceconti4,5.   

Abstract

Throughout engineering there are problems where it is required to predict a quantity based on the measurement of another, but where the two quantities possess characteristic variations over vastly different ranges of time and space. Among the many challenges posed by such 'multiscale' problems, that of defining a 'scale' remains poorly addressed. This fundamental problem has led to much confusion in the field of biomedical engineering in particular. The present study proposes a definition of scale based on measurement limitations of existing instruments, available computational power, and on the ranges of time and space over which quantities of interest vary characteristically. The definition is used to construct a multiscale modelling methodology from start to finish, beginning with a description of the system (portion of reality of interest) and ending with an algorithmic orchestration of mathematical models at different scales within the system. The methodology is illustrated for a specific but well-researched problem. The concept of scale and the multiscale modelling approach introduced are shown to be easily adaptable to other closely related problems. Although out of the scope of this paper, we believe that the proposed methodology can be applied widely throughout engineering.

Entities:  

Year:  2021        PMID: 34003842      PMCID: PMC8130972          DOI: 10.1371/journal.pone.0251297

Source DB:  PubMed          Journal:  PLoS One        ISSN: 1932-6203            Impact factor:   3.240


  38 in total

1.  Resilient 3D hierarchical architected metamaterials.

Authors:  Lucas R Meza; Alex J Zelhofer; Nigel Clarke; Arturo J Mateos; Dennis M Kochmann; Julia R Greer
Journal:  Proc Natl Acad Sci U S A       Date:  2015-09-01       Impact factor: 11.205

2.  The material mapping strategy influences the accuracy of CT-based finite element models of bones: an evaluation against experimental measurements.

Authors:  Fulvia Taddei; Enrico Schileo; Benedikt Helgason; Luca Cristofolini; Marco Viceconti
Journal:  Med Eng Phys       Date:  2006-12-12       Impact factor: 2.242

3.  Finite-element modeling of bones from CT data: sensitivity to geometry and material uncertainties.

Authors:  Fulvia Taddei; Saulo Martelli; Barbara Reggiani; Luca Cristofolini; Marco Viceconti
Journal:  IEEE Trans Biomed Eng       Date:  2006-11       Impact factor: 4.538

Review 4.  FRAX and its applications to clinical practice.

Authors:  John A Kanis; Anders Oden; Helena Johansson; Fredrik Borgström; Oskar Ström; Eugene McCloskey
Journal:  Bone       Date:  2009-02-03       Impact factor: 4.398

5.  Effects of loading rate on strength of the proximal femur.

Authors:  A C Courtney; E F Wachtel; E R Myers; W C Hayes
Journal:  Calcif Tissue Int       Date:  1994-07       Impact factor: 4.333

6.  Femoral Strength Changes Faster With Age Than BMD in Both Women and Men: A Biomechanical Study.

Authors:  Asghar Rezaei; Dan Dragomir-Daescu
Journal:  J Bone Miner Res       Date:  2015-07-14       Impact factor: 6.741

7.  The effect of strain rate on the mechanical properties of human cortical bone.

Authors:  Ulrich Hansen; Peter Zioupos; Rebecca Simpson; John D Currey; David Hynd
Journal:  J Biomech Eng       Date:  2008-02       Impact factor: 2.097

8.  Cortical thickness mapping to identify focal osteoporosis in patients with hip fracture.

Authors:  Kenneth E S Poole; Graham M Treece; Paul M Mayhew; Jan Vaculík; Pavel Dungl; Martin Horák; Jan J Štěpán; Andrew H Gee
Journal:  PLoS One       Date:  2012-06-11       Impact factor: 3.240

Review 9.  Multiscale modeling methods in biomechanics.

Authors:  Pinaki Bhattacharya; Marco Viceconti
Journal:  Wiley Interdiscip Rev Syst Biol Med       Date:  2017-01-19

Review 10.  Validation and Trustworthiness of Multiscale Models of Cardiac Electrophysiology.

Authors:  Pras Pathmanathan; Richard A Gray
Journal:  Front Physiol       Date:  2018-02-15       Impact factor: 4.566

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