Integrating machine learning and multiscale modeling—perspectives, challenges, and opportunities in the biological, biomedical, and behavioral sciences

M Alber, A Buganza Tepole, WR Cannon, S De… - NPJ digital …, 2019 - nature.com
Fueled by breakthrough technology developments, the biological, biomedical, and
behavioral sciences are now collecting more data than ever before. There is a critical need …

Multiscale modeling meets machine learning: What can we learn?

GCY Peng, M Alber, A Buganza Tepole… - … Methods in Engineering, 2021 - Springer
Abstract Machine learning is increasingly recognized as a promising technology in the
biological, biomedical, and behavioral sciences. There can be no argument that this …

[HTML][HTML] A computed tomography imaging-based subject-specific whole-lung deposition model

X Zhang, F Li, PK Rajaraman, J Choi… - European journal of …, 2022 - Elsevier
The respiratory tract is an important route for beneficial drug aerosol or harmful particulate
matter to enter the body. To assess the therapeutic response or disease risk, whole-lung …

[PDF][PDF] Exploring the integration of informed machine learning in engineering applications: a comprehensive review

MA Bappy, M Ahmed, MA Rauf - Manam and Rauf, Md …, 2024 - pdfs.semanticscholar.org
Integrating Artificial Intelligence (AI) and Machine Learning (ML) into mechanical
engineering catalyzes a transformative shift within Industry 4.0, offering unprecedented …

Multiscale Modeling of Respiratory Transport Phenomena and Intersubject Variability

SC Kassinos, J Sznitman - Annual Review of Fluid Mechanics, 2025 - annualreviews.org
Our understanding of respiratory flow phenomena has been consolidated over decades with
the exploration of in vitro and in silico canonical models that underscore the multiscale fluid …

Machine learning-based prediction of relative regional air volume change from healthy human lung CTS

E Kim, YH Lee, J Choi, B Yoo, KJ Chae… - KSII Transactions on …, 2023 - koreascience.kr
Abstract Machine learning is widely used in various academic fields, and recently it has
been actively applied in the medical research. In the medical field, machine learning is used …

An imaging-based subject-specific whole-lung deposition model and its applications

X Zhang - 2023 - search.proquest.com
Particles, both harmful and therapeutic, can be inhaled into the respiratory tracts and
deposited throughout the airways. Regional particle deposition in the human respiratory …

Integrating machine learning and multiscale modeling-perspectives, challenges, and opportunities in the biological, biomedical, and behavioral sciences.

A Buganza Tepole, W Cannon, S De, S Dura-Bernal… - 2019 - escholarship.org
Fueled by breakthrough technology developments, the biological, biomedical, and
behavioral sciences are now collecting more data than ever before. There is a critical need …