Intelligence Medicine 智慧医疗

Intelligent Biosensing


Overview of MCellNet, a deep neural network that enables imaging flow cytometry for Cryptosporidium and Giardia detection. The system consists of laser, flow cytometry, imaging system, image database and deep neural network.


Deep learning-enabled imaging flow cytometry for high-speed Cryptosporidium and Giardia detection, Cytometry Part A, 2021, 1–11.

Schematic illustration of smart sensor framework. (a) Acquisition of resonant spectrum using ring resonator–based smart sensor. (b) Resonant spectra are collected into a data library. (c) Transformation of resonant spectra to matrices. (d) Neural network training with transformed resonant spectra. (e) Composition prediction with neural network model.


Smart ring resonator–based sensor for multicomponent chemical analysis via machine learning, Photonics Research, 2021, 9, 02000B38.

Intelligent Control of Medical Platforms


An intelligent magnetic digital microfluidic (MDM) in vitro diagnostic platform with closed-loop feedback empowered by deep neural network and computer vision. It could automatically rectify failed droplet operations and offer offer precise and error-free droplet control for a wide range of IVD applications.