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Machine learning enables design automation of microfluidic flow-focusing droplet generation

Ali Lashkaripour; Christopher Rodriguez; Noushin Mehdipour dkk.

Nature Communications · 2021 · Inggris · OpenAlex Scopus

Droplet-based microfluidic devices hold immense potential in becoming inexpensive alternatives to existing screening platforms across life science applications, such as enzyme discovery and early cancer detection. However, the lack of a predictive understanding of droplet generation makes…