Optimization of One-Dimensional Convolutional Neural Network for Corrosion Prediction in Subsea Pipelines

Redesigned and optimized 1D-CNN architecture for real-time corrosion prediction in subsea pipeline monitoring, achieving high accuracy through Bayesian hyperparameter tuning and adaptive gradient methods.