DeepMachining: Online Prediction of Machining Errors of Lathe Machines

arXiv:2403.16451v1 Announce Type: new
Abstract: We describe DeepMachining, a deep learning-based AI system for online prediction of machining errors of lathe machine operations. We have built and evaluated DeepMachining based on manufacturing data from factories. Specifically, we first pretrain a deep learning model for a given lathe machine's operations to learn the salient features of machining states. Then, we fine-tune the pretrained model to adapt to specific machining tasks. We demonstrate that DeepMachining achieves high prediction accuracy for multiple tasks …

abstract ai system arxiv cs.ai cs.lg data deep learning errors factories learn machine machines manufacturing operations prediction type