Efficiency of distance measures in the automatic grouping of electronic radio devices by k-means algorithm

Тип публикации: доклад, тезисы доклада, статья из сборника материалов конференций

Конференция: International Scientific Conference on Advanced Technologies in Aerospace, Mechanical and Automation Engineering, MIST: Aerospace 2019

Год издания: 2020

Идентификатор DOI: 10.1088/1757-899X/734/1/012136

Аннотация: This study investigates the problem of separation mixed lot of semiconductor devices for space applications into homogeneous production batches. The impact of distancemeasures in clustering algorithmk-means on the accuracy of the separating a mixed production batch is studied. This paper proposes the K-means algorithm withsquared Mahalanobis distance as an alternative the squared Euclidean distance. With the various combined mixed lots of semiconductor devices it was shown, that the proposed squared Mahalanobis distance highly depends on the method for determining initial cluster centers. © Published under licence by IOP Publishing Ltd.

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Издание

Журнал: IOP Conference Series: Materials Science and Engineering

Выпуск журнала: Vol. 734, Is. 1

ISSN журнала: 17578981

Издатель: Institute of Physics Publishing 012136

Персоны

Shkaberina G.Sh. (Reshetnev Siberian State University of Science and Technology, 31, Krasnoyarskiy Rabochiy av., Krasnoyarsk, 660037, Russian Federation)
Tovbis E.M. (Reshetnev Siberian State University of Science and Technology, 31, Krasnoyarskiy Rabochiy av., Krasnoyarsk, 660037, Russian Federation)
Kazakovtsev L.A. (Reshetnev Siberian State University of Science and Technology, 31, Krasnoyarskiy Rabochiy av., Krasnoyarsk, 660037, Russian Federation, Siberian Federal University, prosp. Svobodny 79, Krasnoyarsk, 660041, Russian Federation)
Shemyakov A.O. (Moscow Aviation Institute (National Research University), 4 Volokolamskoe shosse, Moscow, 125993, Russian Federation)
Romanov A.P. (JSC Academician M.F. Reshetnev ISS Zheleznogorsk, Krasnoyasrk Region, Russian Federation)
Lukonin N.V. (JSC Academician M.F. Reshetnev ISS Zheleznogorsk, Krasnoyasrk Region, Russian Federation)

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