Physics-informed graph neural networks accelerating microneedle simulations towards novelty of micro-nano scale materials discovery

Author:

Chumpu Romrawin,Chu Chun-Lin,Treeratanaphitak TanyakarnORCID,Marukatat SanparithORCID,Hsu Shu-HanORCID

Publisher

Elsevier BV

Subject

Electrical and Electronic Engineering,Artificial Intelligence,Control and Systems Engineering

Reference50 articles.

1. Numerical simulations of complex fluid-flows at microscale;Afonso,2018

2. Microneedles: An advancement to transdermal drug delivery system approach;Agrawal,2020

3. Microneedle arrays integrated with microfluidic systems: Emerging applications and fluid flow modeling;Ahmadpour;Biomicrofluidics,2023

4. Emerging trends in micro- and nanoscale technologies in medicine: From basic discoveries to translation;Alvarez;ACS Nano,2017

5. Design, modeling and simulation of MEMS-based silicon microneedles;Amin;J. Phys. Conf. Ser.,2013

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