Physics-Informed Neural Networks for Sonic Log Synthesis and Petrophysical Prediction: A Leave-One-Well-Out Uncertainty Assessment
Missing logs in petrophysical analysis of Niger Delta Wells (especially Sonic DT logs) is a common problem and most of the time a regression fit or a synthetic sonic log is sometimes used to solve for this missing logs. When a sonic log is synthesized rather than measured, does the uncertainty of that synthesis actua...