ProBHP is an AI-powered app that utilizes advanced machine learning and Explainable AI techniques to accurately predict and diagnose flowing bottom hole pressure (FBHP) in oil wells.

Description

ProBHP provides cost-effective solutions for FBHP estimation in single-phase and multiphase flow scenarios, overcoming the limitations of conventional methods. With superior accuracy and real-time monitoring, ProBHP enhances wellbore management and production optimization.

Problem Statement & Motivation

The estimation of flowing bottom hole pressure (FBHP) in oil wells is crucial for monitoring fluid movements, optimizing production, quantifying reservoir performance, and understanding wellbore behavior. ProBHP addresses these challenges by providing a more efficient and accurate approach to FBHP estimation.

Explainable AI and Feature Importance

To enhance the interpretability of the FBHP prediction model, I incorporated Explainable AI techniques using SHAP (SHapley Additive exPlanations) values. SHAP values provide insight into the contribution of each feature to the model's predictions, allowing for a better understanding of the factors influencing FBHP.

This app allows you to input relevant parameters and receive accurate FBHP predictions in real-time or for batch analysis. You can also access feature importance information, gaining valuable insights into the model's decision-making process and enhancing your understanding of FBHP dynamics in oil wells.

For more details on project code and architecture, please click on Source Code.

• Source Code