Unlock the Potential of Open AI in Smart Manufacturing
CONTENTS
1.1 |
Purpose ............................................................................................................................. 45 |
1.2 |
Executive Summary ........................................................................................................... 45 |
2 Introduction .................................................................................................................... 46 2.1 The Generative AI Foundation Model ................................................................................. 47
3 Motivation ...................................................................................................................... 48 |
3.1 |
Manufacturing Knowledge Management ........................................................................... 49 |
3.2 |
Conceptual Architecture .................................................................................................... 51 |
3.3 |
Code and Image Generation for Accelerating Product Design .............................................. 54 |
4 Industry Applications & Success Stories In Smart Manufacturing ...................................... 61 5 Guiding Principles of Responsible Generative AI strategy in Manufacturing ...................... 62 6 Conclusion ...................................................................................................................... 63 Appendix A Generative AI Market Leaders – An Industry Overview ..................................... 64 References .......................................................................................................................... 65 Bibliography ........................................................................................................................ 67 Acknowledgements ............................................................................................................. 68
FIGURES
Figure 2-1 : The Generative AI Evolution . ..................................................................................................... 46 Figure 2-2 : Transformer architecture . ......................................................................................................... 47 Figure 2-3 : Foundation model . .................................................................................................................... 48 Figure 3-1 : Generative AI in the manufacturing market size , 2022-2032 ( USD million ). ............................ 49 Figure 3-2 : Key use cases for smart manufacturing . ................................................................................... 49 Figure 3-3 : AI-driven knowledge management and intelligent search . ...................................................... 51 Figure 3-4 : Open AI model in an enterprise knowledge search / mining scenario . ...................................... 52 Figure 3-5 : GitHub Copilot . .......................................................................................................................... 54 Figure 3-6 : Figma leverage Generative AI for code generation . ................................................................. 57
Figure 3-7 : DALL-E for image generation from text for product design . Generated using Azure Open AI Studio . ................................................................................................................................................. 58
Figure 3-8 : Generations from Mattel using DALL-E 2 . .................................................................................. 59 Figure 3-9 : Copilot conceptual diagram . ..................................................................................................... 60
44 March 2024