Figure 4
A scatter plot with a dashed line representing perfect agreement between measured and predicted values. The x-axis represents measured property values ranging from 0 to 1, and the y-axis represents predicted property values ranging from 0 to 1. Data points are color-coded to indicate temperature levels, with a color bar on the right ranging from 430 to 480 Kelvin. The data points closely follow the dashed line, indicating a strong correlation between measured and predicted values. All values are approximated.Parity plot comparing measured and PINN-predicted property values across all temperature levels. The dashed 1:1 line indicates perfect agreement. Color denotes the temperature associated with each data point