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Large Language Models (LLMs) for Smart Manufacturing and Industry X.0

Marcia L. Baptista, Nan Yue, M. M. Manjurul Islam, Helmut Prendinger

Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

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Abstract

The manufacturing industry is rapidly changing, creating a growing demand for more intelligent and adaptive systems. With recent developments in artificial intelligence, especially with the onset of large language models (LLMs) such as ChatGPT, new opportunities have emerged for companies to increase their productivity and maximize revenue. In a competitive environment, businesses must constantly innovate to stay ahead. To support innovative and competitive organizations, LLMs can analyze large amounts of data to identify trends and optimize processes. In addition, the industry faces a labor shortage, particularly in roles that require specialized skills. LLMs can fill this gap by providing real-time assistance and training. This knowledge transfer could help less experienced workers perform their tasks more effectively. Regulatory compliance is increasingly imperative in manufacturing, and LLMs can help ensure adherence to safety standards and regulatory requirements. LLMs can address these and other challenges by using their capabilities in data processing, natural language understanding, and predictive analytics. In this chapter, we explain the fundamental concepts behind LLM techniques and how to use them in a smart manufacturing environment such as Industry X.0. We discuss the challenges and future trends of LLMs in different industrial fields. We also highlight the need for LLM frameworks that can guarantee data privacy, security, and ethical usage.
Original languageEnglish
Title of host publicationArtificial Intelligence for Smart Manufacturing and Industry X.0
EditorsM. M. Manjurul Islam, Márcia L. Baptista, Faisal Tariq
Place of PublicationGewerbestrasse, Cham, Switzerland
PublisherSpringer
Pages97-119
Number of pages23
ISBN (Electronic)978-3-031-80154-9
ISBN (Print)978-3-031-80153-2
DOIs
Publication statusPublished - 6 Mar 2025

Publication series

NameSpringer Series in Advanced Manufacturing
PublisherSpringer
ISSN (Print)1860-5168
ISSN (Electronic)2196-1735

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 9 - Industry, Innovation, and Infrastructure
    SDG 9 Industry, Innovation, and Infrastructure

Keywords

  • Chat-GPT
  • Industry X.0
  • Large Language Models (LLMs)
  • Natural language processing
  • Smart manufacturing

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