Rail temperature prediction system.

Find representative rail-temperature measurement-point

• Select representative rail temperature measurement point using FEM analysis and statistics.

Figure 1. Research flow of suggesting rail temperature measurement point

Rail temperature prediction system using only weather forecast info.

• Predictinng rail temperature based on Machine Learning (XGBoost) using only weather forecast information.

Figure 2. Research flow of rail temperature prediction model using weather forecast information.

Rail temperature prediction using Physics Informed Neural Network (PINN)

• Predicting rail temperature using Physics Informed Neural Network and its evaluation at real-field.

Figure 3. Architecture of Rail temperature PINN model.

Classification of UPDRS score of Parkinson’s disease.

• Classifying the UPDRS score of Parkinson’s disease based on machine learning. [Dataset: wearable strain sensor for measuring tremor.]