This data set accompanies the manuscript ‘Velocity Field Estimation on Density-Driven Solute Transport With a Convolutional
Neural Network’. Concentration fields are stored as portable pixel maps (.ppm) and flow fields are stored in the
Middlebury .flo file format (http://vision.middlebury.edu/flow/code/flow-code/README.txt).
The data are organized in the following manner:
The synthetic data that is generated by the numerical simulation are contained in the ‘numerical_experiment’ zip-archive.
The archive contains the training and validation data sets in ‘01_training_data_set’ that are used to train and validate the
convolutional neural network. The files ‘img_pair_train_list.txt’ and ‘img_pair_validation_list.txt’ specify the image pairs
and the corresponding true velocity fields of the training and validation data set respectively. The directory
‘velocity_field_estimation_on_validation_set’ contains the estimated velocity fields on the validation data set using the convolutional
neural network.
‘02_test_data_set’ contains the test data set with the image pairs and the corresponding true velocity fields
(also specified in ‘img_pair_test_list.txt’). The directory ‘velocity_field_estimation_on_test_set’ contains the
estimated velocity fields on the test data set using the convolutional neural network.
‘03_propagated_concentration_fields’ contain conentration fields that are propagated by either the true or the estimated
velocity fields.
The data of the laboratory experiment is contained in the ‘laboratory_experiment’ zip-archive. The directory
‘velocity_field_estimation_on_laboratory_experiment’ contains the estimated velocity fields on the laboratory experiment. The
estimated velocity fields with time step index i is estimated between the concentrations fields with time step index i and
index i+1.
The following overview specifies the data underlying the figures in the publication:
Figure 2:
numerical_experiment /01_training_data_set/0002436_Ra4000_c_h0.ppm
numerical_experiment /01_training_data_set/0002436_Ra4000_v_h.flo
numerical_experiment/01_training_data_set/velocity_field_estimation_on_validation_set/0002436_FlowNet2-s_edit_ver_13_iter_120000.flo
Figure 3:
numerical_experiment/02_test_data_set/0000511_Ra5750_c_h0.ppm
numerical_experiment/02_test_data_set/0000511_Ra5750_v_h.flo
numerical_experiment/02_test_data_set/velocity_field_estimation_on_test_set/0000511_FlowNet2-s_edit_ver_13_iter_120000.flo
Figure 4:
all files in numerical_experiment/01_training_data_set/velocity_field_estimation_on_validation_set
all files in numerical_experiment/02_test_data_set/velocity_field_estimation_on_test_set
Figure 5: same files as Figure 2
Figure 6: same files as Figure 3
Figure 7:
numerical_experiment/03_propagated_concentration_fields/0002391_Ra4000_c_h0_true_concentration_step_01.ppm
numerical_experiment/03_propagated_concentration_fields/0002391_Ra4000_c_h0_true_concentration_step_03.ppm
numerical_experiment/03_propagated_concentration_fields/0002391_Ra4000_c_h0_true_concentration_step_10.ppm
numerical_experiment/03_propagated_concentration_fields/0002391_Ra4000_c_h0_propagated_with_estimated_flow_step_01.ppm
numerical_experiment/03_propagated_concentration_fields/0002391_Ra4000_c_h0_propagated_with_estimated_flow_step_03.ppm
numerical_experiment/03_propagated_concentration_fields/0002391_Ra4000_c_h0_propagated_with_estimated_flow_step_10.ppm
laboratory_experiment/propagated_concentration_fields/25_conc_field_0025_true_concentration_step_01.ppm
laboratory_experiment/propagated_concentration_fields/26_conc_field_0025_true_concentration_step_02.ppm
laboratory_experiment/propagated_concentration_fields/29_conc_field_0025_true_concentration_step_05.ppm
laboratory_experiment/propagated_concentration_fields/25_conc_field_0025_propagated_with_estimated_flow_step_01.ppm
laboratory_experiment/propagated_concentration_fields/26_conc_field_0025_propagated_with_estimated_flow_step_02.ppm
laboratory_experiment/propagated_concentration_fields/27_conc_field_0025_propagated_with_estimated_flow_step_03.ppm
Figure 8:
laboratory_experiment/conc_field_0029.ppm
laboratory_experiment/flow_field_estimation_on_laboratory_experiment/conc_field_0029_v_h.flo
Figure 9: all files in laboratory_experiment/propagated_concentration_fields
Figure B.1: all files in numerical_experiment/03_propagated_concentration_fields