High-throughput Transient Temperature Field Prediction and Heuristic Parameter Optimization Toward Thermal History Uniformity in Directed Energy Deposition

This repository contains the code developed in this study for surrogate model construction, calibration, and parameter optimization. The surrogate-model module includes the implementation logic and matrix-wise computational framework used for model development. The calibration module is used to assess the accuracy of the surrogate model by comparison with experimental data. The PSO module contains the heuristic parameter-optimization method and its related implementations. Some data are not publicly available at present because they are associated with ongoing follow-up research. For specific requests regarding unavailable data, please contact the corresponding author.