Electrical micro flow cytometry with LSTM and its application in leukocyte differential
Huiwen Tan,
Xiao Chen,
Xukun Huang
et al.
Abstract:This paper developed an electrical micro flow cytometry to realize leukocyte differentials leveraging a constrictional microchannel and a deep neural network. Firstly, purified granulocytes, lymphocytes or monocytes traveled through the constrictional microchannel with a cross‐sectional area marginally larger than individual cells and produced large impedance variations by blocking focused electric field lines. By optimizing key elements (e.g., normalization, learning rate, batch size and neuron number) of the… Show more
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