Optimizing Thermal Uniformity in Laser Powder Bed Fusion through Deep Reinforcement Learning-Based Toolpath Generation

A deep reinforcement learning-based framework is developed to generate optimized toolpaths that achieve uniformly distributed temperature fields and avoid extreme thermal accumulation during the laser powder bed fusion process.