Machine learning methods to support personalized neuromusculoskeletal modelling

DJ Saxby, BA Killen, C Pizzolato, CP Carty… - … and Modeling in …, 2020 - Springer
Many biomedical, orthopaedic, and industrial applications are emerging that will benefit from
personalized neuromusculoskeletal models. Applications include refined diagnostics …

Bioinspired technologies to connect musculoskeletal mechanobiology to the person for training and rehabilitation

C Pizzolato, DG Lloyd, RS Barrett, JL Cook… - Frontiers in …, 2017 - frontiersin.org
Musculoskeletal tissues respond to optimal mechanical signals (eg, strains) through
anabolic adaptations, while mechanical signals above and below optimal levels cause …

Multiscale musculoskeletal modelling, data–model fusion and electromyography-informed modelling

J Fernandez, J Zhang, T Heidlauf, M Sartori… - Interface …, 2016 - royalsocietypublishing.org
This paper proposes methods and technologies that advance the state of the art for
modelling the musculoskeletal system across the spatial and temporal scales; and storing …

A comparative study of basic and ensemble artificial intelligence models for surface roughness prediction during the AA7075 milling process

AEH Gabsi, C Ben Aissa, S Mathlouthi - The International Journal of …, 2023 - Springer
This study reports on how ML algorithms are employed to investigate and predict surface
roughness. Experiments were executed with a CNC milling machine, using AA7075 as part …

Effects of fatigue running on joint mechanics in female runners: A prediction study based on a partial least squares algorithm

W Quan, F Ren, D Xu, F Gusztav, JS Baker… - … in Bioengineering and …, 2021 - frontiersin.org
Background: Joint mechanics are permanently changed using different intensities and
running durations. These variations in intensity and duration also influence fatigue during …

Generating facial expressions using an anatomically accurate biomechanical model

T Wu, A Hung, K Mithraratne - IEEE transactions on …, 2014 - ieeexplore.ieee.org
This paper presents a computational framework for modelling the biomechanics of human
facial expressions. A detailed high-order (Cubic-Hermite) finite element model of the human …

Effects of fetal head shape variation on the second stage of labour

X Yan, JA Kruger, PMF Nielsen, MP Nash - Journal of biomechanics, 2015 - Elsevier
Fetal head geometry plays an important role in the mechanics of childbirth during the
second stage labour. Large heads have been shown to be associated with difficult and …

Image-based skeletal muscle coordination: case study on a subject specific facial mimic simulation

TT Dao, AX Fan, S Dakpé, P Pouletaut… - Journal of Mechanics …, 2018 - World Scientific
Facial muscle coordination is a fundamental mechanism for facial mimics and expressions.
The understanding of this complex mechanism leads to better diagnosis and treatment of …

A comparative study of basic and ensemble artificial intelligence models for surface roughness prediction during the AA7075 milling process

CB Aissa, S Mathlouthi - The International Journal of …, 2023 - search.proquest.com
This study reports on how ML algorithms are employed to investigate and predict surface
roughness. Experiments were executed with a CNC milling machine, using AA7075 as part …

Analyzing complex mathematical model behavior by partial least squares regression‐based multivariate metamodeling

K Tøndel, H Martens - Wiley Interdisciplinary Reviews …, 2014 - Wiley Online Library
The increasing complexity of mathematical models of complex systems like living cells has
created a need for methods to reduce computational demand, maintain overview of the …