Generative manufacturing systems using diffusion models and ChatGPT

arXiv:2405.00958v1 Announce Type: new
Abstract: In this study, we introduce Generative Manufacturing Systems (GMS) as a novel approach to effectively manage and coordinate autonomous manufacturing assets, thereby enhancing their responsiveness and flexibility to address a wide array of production objectives and human preferences. Deviating from traditional explicit modeling, GMS employs generative AI, including diffusion models and ChatGPT, for implicit learning from envisioned futures, marking a shift from a model-optimum to a training-sampling decision-making. Through the integration of generative AI, GMS …

abstract array arxiv autonomous chatgpt cs.ai cs.hc cs.lg cs.sy diffusion diffusion models eess.sy flexibility generative human manufacturing modeling novel production study systems type