New paradigm of Yield analysis in Big Data and AI Era in Semiconductor Manufacturing

被引：0
|
作者：
David, Jeffrey [1 ]
Gupta, Ashutosh [1 ]
Bamb, Rishi [1 ]
Akar, Said [1 ]
Holt, Jonathan [1 ]
Strojwas, Andrzej [1 ]
Brozek, Tomasz [1 ]
机构：
[1] PDF Solut Inc, Santa Clara, CA 95050 USA
来源：
8TH IEEE ELECTRON DEVICES TECHNOLOGY & MANUFACTURING CONFERENCE, EDTM 2024 | 2024年
关键词：
yield analysis; AI/ML predictive yield models;
D O I：
10.1109/EDTM58488.2024.10512106
中图分类号：
T [工业技术];
学科分类号：
08 ;
摘要：
The paper describes how the semiconductor product yield analysis evolved from simple one-way correlation analysis limited by siloed data into powerful cloud based and AI/ML enhanced analytics tool. We discuss the tasks and efforts needed to align all data types, create the Big Data accessible repositories, and deploy end-to-end analytics, updating the AI/ML models using incoming new yield data stream.
引用
收藏
页码：783 / 785
页数：3
相关论文
共 50 条
  • [31] A Study for Big-Data (Hadoop) Application in Semiconductor Manufacturing
    Kang, Sheng
    Chien, Wei-Ting Kary
    Yang, Jun Gang
    2016 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT (IEEM), 2016, : 1893 - 1897
  • [32] Big Data Analysis of Manufacturing Processes
    Windmann, Stefan
    Maier, Alexander
    Niggemann, Oliver
    Frey, Christian
    Bernardi, Ansgar
    Gu, Ying
    Pfrommer, Holger
    Steckel, Thilo
    Krueger, Michael
    Kraus, Robert
    12TH EUROPEAN WORKSHOP ON ADVANCED CONTROL AND DIAGNOSIS (ACD 2015), 2015, 659
  • [33] Refocusing loyalty programs in the era of big data: a societal lens paradigm
    Valeria Stourm
    Scott A. Neslin
    Eric T. Bradlow
    Els Breugelmans
    So Yeon Chun
    Pedro Gardete
    P. K. Kannan
    Praveen Kopalle
    Young-Hoon Park
    David Restrepo Amariles
    Raphael Thomadsen
    Yuping Liu-Thompkins
    Rajkumar Venkatesan
    Marketing Letters, 2020, 31 : 405 - 418
  • [34] Data lake: a new ideology in big data era
    Khine, Pwint Phyu
    Wang, Zhao Shun
    4TH ANNUAL INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATION AND SENSOR NETWORK (WCSN 2017), 2018, 17
  • [35] Refocusing loyalty programs in the era of big data: a societal lens paradigm
    Stourm, Valeria
    Neslin, Scott A.
    Bradlow, Eric T.
    Breugelmans, Els
    Chun, So Yeon
    Gardete, Pedro
    Kannan, P. K.
    Kopalle, Praveen
    Park, Young-Hoon
    Amariles, David Restrepo
    Thomadsen, Raphael
    Liu-Thompkins, Yuping
    Venkatesan, Rajkumar
    MARKETING LETTERS, 2020, 31 (04) : 405 - 418
  • [36] AI + Informetrics: Multi-Disciplinary Interactions in the Era of Big Data
    Scientometrics, 2022, 127 (11) : 6501 - 6501
  • [37] iEarth: an interdisciplinary framework in the era of big data and AI for sustainable development
    Peng Gong
    Huadong Guo
    Bin Chen
    Fang Chen
    Guojun He
    Dong Liang
    Zhonghui Liu
    Zhongchang Sun
    Jin Wu
    Zhenci Xu
    Dongmei Yan
    Hongsheng Zhang
    NationalScienceReview, 2023, 10 (08) : 71 - 73
  • [38] iEarth: an interdisciplinary framework in the era of big data and AI for sustainable development
    Gong, Peng
    Guo, Huadong
    Chen, Bin
    Chen, Fang
    He, Guojun
    Liang, Dong
    Liu, Zhonghui
    Sun, Zhongchang
    Wu, Jin
    Xu, Zhenci
    Yan, Dongmei
    Zhang, Hongsheng
    NATIONAL SCIENCE REVIEW, 2023, 10 (08)
  • [39] Industrial Informatics: Emerging Trends and Applications in the Era of Big Data and AI
    Bach, Mirjana Pejic
    Ivec, Arian
    Hrman, Danijela
    ELECTRONICS, 2023, 12 (10)
  • [40] The influence of the new Era language on communication in the Era of big data
    Li, Jian
    Ren, Yan
    BASIC & CLINICAL PHARMACOLOGY & TOXICOLOGY, 2020, 126 : 45 - 46
12345