Data Files Accompanying: “A Microfluidic Device for Automated High Throughput Detection of Ice Nucleation of Snomax®”
Authors:  Roy, Priyatanu; House, Margaret; Dutcher, Cari
Journal: Micromachines


Contact: 
Cari Dutcher, cdutcher@umn.edu, Departments of Mechanical Engineering, Chemical Engineering & Materials Science, University of Minnesota 


Cite as:
Roy, Priyatanu; House, Margaret; Dutcher, Cari (2021). Data from: A Microfluidic Device for Automated High Throughput Detection of Ice Nucleation of Snomax®. In Center for Aerosol Impacts on Chemistry of the Environment (CAICE) Collection. UC San Diego Library Digital Collections.
DOI:10.6075/J02N50T8

Data folders:
Freezing Detection Code:
There are 7 MATLAB files and 1 pdf file in this folder. These files contain the MATLAB code and usage instructions for the algorithms described in the paper.

App usage instructions.pdf - Instructions on how to use the MATLAB apps

parameter_calculator.mlapp - This is a MATLAB GUI app for polarized light detection of freezing in a microchannel

INP_Image_Cropper_Grabber_Classifier.mlapp - This is a MATLAB GUI app for image extraction and classification using a deep neural network

INP_Image_Sorter.mlapp - This is a MATLAB GUI app for manual sorting of droplet images into three different classes

DropletNetCode.m - This is a MATLAB script for training a Deep Neural Network based on transfer learning from AlexNet

alexnet.mat - This is a MATLAB .m file with the AlexNet network saved inside

dropletnet.mat - This is a MATLAB .m file with a trained droplet network

Frozen Fraction Data:
These files contain the frozen fraction and active ice nucleation sites data.

FTIR Spectra:
These files contain the FTIR spectra from the paper.