Fig. 6: Prediction of precipitation location for the chip with uniform pattern case. | Communications Physics

Fig. 6: Prediction of precipitation location for the chip with uniform pattern case.

From: Physics-based machine learning toolbox for probing concentration under diffusive regime in microfluidics devices

Fig. 6: Prediction of precipitation location for the chip with uniform pattern case.The alternative text for this image may have been generated using AI.

Green arrows denote calculations performed within the toolbox. The dashed red lines mark the locations where crystals are growing. a RGB image obtained via optical microscopy 10 min prior to the prediction image and used as in the training samples. b Segmentation result from the U-Net. c Predicted multiple species concentrations obtained using the non-intrusive reduced basis method. d Post-processed species concentrations identifying locations with a high probability of precipitation. e RGB image acquired via optical microscopy at the prediction time, confirming crystal growth at the predicted locations.

Back to article page