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Chapitre D'ouvrage Année : 2021

AI in Semiconductor Industry

Résumé

This introductory article opens the “Applications of AI in the Semiconductor Industry” section by giving a holistic overview of the development of artificial intelligence (AI) technologies applied to the industry. Historically, the semiconductor industry has utilised complex automation for many tasks and areas, especially in repetitive work and uniform processes.  The high need for flexibility in manufacturing, increased diversification of products, complexity, and demand for more autonomous operations, including human-machine interaction, have led to a strong push towards using AI technologies in semiconductor manufacturing. AI technologies are applied in semiconductor product development, digitised product definition (DPD), knowledge management system for risk assessment and root cause analysis, image recognition for inspection and defect classification in front end (FE) and back end (BE) applications for anomaly detection in process chains.  Deep learning (DL) and M
 achine Learning (ML) techniques have given a new stimulus to semiconductor industry research to address the unique challenges for semiconductor manufacturing as the technologies nods are evolving and the number of process parameters to be controlled is increasing. In the end,the article introduces the four contributions to this section, highlighting the use of AI, computer vision, neural networks (NNs) in various use cases in semiconductor manufacturing processes.

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Dates et versions

hal-03421047 , version 1 (09-11-2021)

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Cristina de Luca, Bernhard Lippmann, Wolfgang Schober, Saad Al-Baddai, Georg Pelz, et al.. AI in Semiconductor Industry. Artificial Intelligence for Digitising Industry, River Publishers, pp.105-112, 2021, 9788770226646. ⟨10.13052/rp-9788770226639⟩. ⟨hal-03421047⟩
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