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Combination of multiple classifiers for post-placement quality inspection of components: A comparative study

Zervakis Michalis, Dī́mou, Giánnīs, 1944-, Stefanos K. Goumas

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URIhttp://purl.tuc.gr/dl/dias/90AED074-97E5-4381-92A5-6FD3EEE8887A-
Αναγνωριστικόhttps://doi.org/10.1016/j.inffus.2009.06.009-
Γλώσσαen-
Μέγεθος14 pagesen
ΤίτλοςCombination of multiple classifiers for post-placement quality inspection of components: A comparative studyen
ΔημιουργόςZervakis Michalisen
ΔημιουργόςΖερβακης Μιχαληςel
ΔημιουργόςDī́mou, Giánnīs, 1944-en
ΔημιουργόςStefanos K. Goumasen
ΕκδότηςElsevieren
ΠερίληψηCurrent trends in the electronics industry are towards miniaturization of components, denser packing of printed-circuit boards and highly automated assembly lines. The technology of Surface Mounted Devices (SMD) facilitates this trend, thus explaining the substantial increase in the use of its various versions. Nevertheless, dense packaging requires increased accuracy in the placement and efficient inspection of components in order to ensure high reliability in manufacturing. This paper presents fusion methods of multiple classifiers for improving the classification of individual components in terms of positioning accuracy through computer vision inspection. Multiple classifier combination is a technique that combines the decisions of different classifiers as to reduce the variance of estimation errors and improve the overall classification accuracy. Combining the power of the primary classifiers through multi-modular architectures improves the classification results and contributes to the robustness of the overall inspection system. en
ΤύποςPeer-Reviewed Journal Publicationen
ΤύποςΔημοσίευση σε Περιοδικό με Κριτέςel
Άδεια Χρήσηςhttp://creativecommons.org/licenses/by/4.0/en
Ημερομηνία2015-10-23-
Ημερομηνία Δημοσίευσης2010-
Θεματική ΚατηγορίαProjects, Physicsen
Θεματική Κατηγορίαphysics projectsen
Θεματική Κατηγορίαprojects physicsen
Βιβλιογραφική ΑναφοράS.K. Goumas, I.N. Dimou, M..E Zervakis ," Combination of multiple classifiers for post-placement quality inspection of components: A comparative study ," Infor. Fusion,vol. 11 ,no. 2,pp. 149-162,2010.doi:10.1016/j.inffus.2009.06.009en

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