Recursive clustering algorithm based on silhouette criterion maximization for sorting semiconductor devices by homogeneous batches : доклад, тезисы доклада

Golovanov S.M.; Orlov V.I.; Kazakovtsev L.A.; Popov A.M.

Дополнительные ссылки: eLibrary · Источник статьи

База данных: Каталог библиотеки СФУ

Библиографическое описание: Recursive clustering algorithm based on silhouette criterion maximization for sorting semiconductor devices by homogeneous batches : доклад, тезисы доклада / S. M. Golovanov [et al.]. - [S. l. : s. n.], 2019. - Текст : непосредственный // IOP Conference Series: Materials Science and Engineering : International Workshop "Advanced Technologies in Material Science, Mechanical and Automation Engineering – MIP: Engineering – 2019" / International Scientific Workshop «MIP Engineering 2019: Advanced Technologies in Material Science, Mechanical and Automation Engineering» (2019 ; 04.04 - 06.04 ; Krasnoyarsk) : Institute of Physics and IOP Publishing Limited, 2019. - 537. - P. 22035. - DOI 10.1088/1757-899X/537/2/022035.

Аннотация: We propose a recursive algorithm for dividing a presumably mixed production batch of semiconductor devices into homogeneous groups (clusters) with the use of data of non-destructive testing, based on the maximization of the silhouette criterion in the sequential solving of the k-Means clustering problems. Based on the silhouette criterion, we formulate the concept of homogeneity of a production batch. The application of the developed algorithm to the problem of formation of homogeneous production batches of integrated circuits for space industry is illustrated with a computational example.

Год издания: 2019

Авторы: Golovanov S.M. , Orlov V.I. , Kazakovtsev L.A. , Popov A.M.

Издательство: Institute of Physics and IOP Publishing Limited

Источник: IOP Conference Series: Materials Science and Engineering

Выпуск: 537

Мероприятие: International Scientific Workshop «MIP Engineering 2019: Advanced Technologies in Material Science, Mechanical and Automation Engineering» (Krasnoyarsk, 2019 ; 04.04 - 06.04)

Номера страниц: 22035

Держатель оригинала документа: Krasnoyarsk State Agrarian University, Reshetnev Siberian State University of Science and Technology

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Recursive clustering algorithm based on silhouette criterion maximization for sorting semiconductor devices by homogeneous batches : доклад, тезисы доклада
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