Yueyuan Ma

A Time Series Prediction Method for Ocean Sound Speed Profiles Based on Improved TCN Neural Network and Its Application in Seafloor Geodetic Positioning

An improved TCN-based SSP prediction method that employs Optuna, a Bayesian sampling-based automatic optimization framework, to automatically tune key TCN parameters within a predefined search space, reducing reliance on manual tuning is proposed and used for ray tracing positioning to enhance seafloor geodetic accurac...