Machine learning assisted fast prediction of inertial lift in microchannels
نویسندگان
چکیده
A machine learning assisted algorithm was proposed to quickly obtain the inertial lift forces, allowing researchers expedite development of microfluidic devices for particle manipulation without computationally costly simulations.
منابع مشابه
A generalized formula for inertial lift on a sphere in microchannels.
Inertial microfluidics has been widely used in high-throughput manipulation of particles and cells by hydrodynamic forces, without the aid of externally applied fields. The performance of inertial microfluidic devices largely relies on precise prediction of particle trajectories that are determined by inertial lift acting on particles. The only way to accurately obtain lift forces is by direct ...
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ژورنال
عنوان ژورنال: Lab on a Chip
سال: 2021
ISSN: ['1473-0197', '1473-0189']
DOI: https://doi.org/10.1039/d1lc00225b