ESD Stress Data Analysis with Machine Learning: A Case Study

被引：0

作者：

Middaugh, Caige ^{[1
]}

Nourani, Mehrdad ^{[1
]}

Duvvury, Charvaka ^{[2
]}

Schichl, Joe ^{[2
]}

机构：

[1] Univ Texas Dallas, Richardson, TX 75083 USA

[2] iT2 Technol, Troy, NY USA

来源：

2023 45TH ANNUAL EOS/ESD SYMPOSIUM, EOS/ESD | 2023年

关键词：

D O I：

10.23919/EOS/ESD58195.2023.10287736

中图分类号：

TP301 [理论、方法];

学科分类号：

081202 ;

摘要：

This paper presents a pioneering examination of using Machine Learning (ML) for applications to ESD data analysis. It involves demonstrating how post ESD stress IV curve data can lead to machine learning opportunities. The proposed technique can significantly reduce the iterations between product test and ESD design engineers and thus shortening time to market.

引用

页数：9

共 50 条

[1] Machine learning for localization in LoRaWAN: a case study with data augmentation
Marquez, Luz E.
Calle, Maria
2022 IEEE FUTURE NETWORKS WORLD FORUM, FNWF, 2022, : 422 - 427
[2] Reducing the Data Cost of Machine Learning with AI: A Case Study
Haley, Joshua
Wray, Robert
Bridgman, Robert
Brehob, Austin
ADVANCES IN ARTIFICIAL INTELLIGENCE AND APPLIED COGNITIVE COMPUTING, 2021, : 335 - 343
[3] Transforming Mixed Data Bases for Machine Learning: A Case Study
Kuri-Morales, Angel
ADVANCES IN SOFT COMPUTING, MICAI 2018, PT I, 2018, 11288 : 157 - 170
[4] Imbalanced data issues in machine learning classifiers: a case study
Gong, Mingxing
JOURNAL OF OPERATIONAL RISK, 2022, 17 (04): : 17 - 36
[5] Machine learning-based business risk analysis for big data: a case study of Pakistan
Nazir, Mohsin
Butt, Zunaira
Sabah, Aneeqa
Yaseen, Azeema
Jurcut, Anca
INTERNATIONAL JOURNAL OF COMPUTATIONAL ECONOMICS AND ECONOMETRICS, 2024, 14 (01) : 23 - 41
[6] Research on Precision Marketing based on Big Data Analysis and Machine Learning: Case Study of Morocco
El Koufi, Nouhaila
Belangour, Abdessamad
Sdiq, Mounir
INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2022, 13 (10) : 58 - 63
[7] Leveraging Automated Machine Learning for the Analysis of Global Public Health Data: A Case Study in Malaria
Manduchi, Elisabetta
Moore, Jason H.
INTERNATIONAL JOURNAL OF PUBLIC HEALTH, 2021, 66 : 614296
[8] Learning Machine Learning: A Case Study
Lavesson, Niklas
IEEE TRANSACTIONS ON EDUCATION, 2010, 53 (04) : 672 - 676
[9] Evolutionary Stress Detection Framework through Machine Learning and IoT (MLIoT-ESD)
Bansal M.
Vyas V.
Recent Patents on Engineering, 2024, 18 (08) : 162 - 174
[10] Study of the Learning Algorithm for Multivariable Data Analysis in Machine Learning Tasks under Missing Data
Aguilar, Jose
Pinto, Angel
Puerto, Eduard
Rivero, Yair
2024 L LATIN AMERICAN COMPUTER CONFERENCE, CLEI 2024, 2024,

← 1 2 3 4 5 →