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Image Search Results
Journal: Scientific Reports
Article Title: Artificial intelligence application for rapid fabrication of size-tunable PLGA microparticles in microfluidics
doi: 10.1038/s41598-020-76477-5
Figure Lengend Snippet: Schematic illustration of the generation of monodisperse PLGA droplets either in a single emulsion format by single junction devices ( A ) or microfluidic devices with seven parallel junctions ( B ), or in a multiple emulsion format ( C ) by two sequentially coupled devices. Generated droplets were imaged at the orifice of the flow-focusing region in the microfluidic chips. Data generated were thereafter used to train ANN models. Schematic of one of the developed models (ANN-ABC) ( D ). AP aqueous phase, FR flow rate.
Article Snippet: These factors were utilized to develop five different and simple in
Techniques: Emulsion, Generated
Journal: Scientific Reports
Article Title: Artificial intelligence application for rapid fabrication of size-tunable PLGA microparticles in microfluidics
doi: 10.1038/s41598-020-76477-5
Figure Lengend Snippet: Correlation between observed and predicted droplet/particle size generated by 3D flow focusing droplet chip with a single junction. Results obtained from the developed ANN-A model implemented by Statistica v13.3. Results shown for the developed ANN-A model for the training, test, validation, and external datasets. The reported r 2 values were calculated for each dataset including droplets and microparticles data.
Article Snippet: These factors were utilized to develop five different and simple in
Techniques: Generated, Biomarker Discovery
Journal: Scientific Reports
Article Title: Artificial intelligence application for rapid fabrication of size-tunable PLGA microparticles in microfluidics
doi: 10.1038/s41598-020-76477-5
Figure Lengend Snippet: Correlation between experimentally observed and predicted droplet/particle size generated by the flow focusing droplet chip with 7 junctions operating in parallel. Results obtained from ANN-B model implemented by Statistica v13.3. Data shown for Training, test, validation, and external datasets. The reported r 2 values were calculated for each dataset including droplets and microparticles data.
Article Snippet: These factors were utilized to develop five different and simple in
Techniques: Generated, Biomarker Discovery
Journal: Scientific Reports
Article Title: Artificial intelligence application for rapid fabrication of size-tunable PLGA microparticles in microfluidics
doi: 10.1038/s41598-020-76477-5
Figure Lengend Snippet: Correlation between observed and predicted droplet/particle size generated by two consecutive cross-junctions featuring flow focusing microfluidic chips placed in series obtained from ANN-C model implemented by Statistica v13.3. Data are shown for training, test, validation, and external datasets.
Article Snippet: These factors were utilized to develop five different and simple in
Techniques: Generated, Biomarker Discovery
Journal: Scientific Reports
Article Title: Artificial intelligence application for rapid fabrication of size-tunable PLGA microparticles in microfluidics
doi: 10.1038/s41598-020-76477-5
Figure Lengend Snippet: Correlation between observed and predicted droplet/particle sizes with the corresponding r 2 values obtained from the developed ANN-ABC model implemented by Statistica v13.3. Correlations are shown for the training, test, validation and, external datasets for three types of microfluidic systems: MFS A, MFS B, and MFS C. The reported r 2 values were calculated for each the dataset including droplets and microparticles data.
Article Snippet: These factors were utilized to develop five different and simple in
Techniques: Biomarker Discovery