Fig. 2: General framework for predicting residual strength of pipelines using machine learning.
From: Machine learning methods for predicting residual strength in corroded oil and gas steel pipes

Flowchart for predicting the residual strength of corroded pipelines using machine learning, including: Data Collection, Preprocessing, Model Training, Testing, and Burst Pressure Prediction.