Appliation of Apriori algorithm in the lamination process in yacht production. - Publication - MOST Wiedzy

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Appliation of Apriori algorithm in the lamination process in yacht production.

Abstract

The article specifies the dependence of defects occurring in the lamination process in the production of yachts. Despite great knowledge about their genesis, they cannot be completely eliminated. Authentic data obtained through cooperation with one of the Polish yacht shipyards during the years 2013–2017 were used for the analysis. To perform a simulation, the sample size was observed in 1450 samples, consisting of 6 models of yachts with closed and open deck. Finding the dependence of the occurrence of specific defects will allow for faster procedures and more effective quality control, which will contribute to lower costs. The use of new methods based on artificial intelligence related to Big Data allows for easier observation of dependencies in the complex structure of data from yacht production. The association rules were defined using the algorithm Apriori and define interdependent defects. A number of dependencies were found for the occurrence of production defects not obvious to technologists, but occurring with a high probability of coexistence. The presented research results may allow the planning process of production tasks to be improved.

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Details

Category:
Articles
Type:
artykuły w czasopismach
Published in:
Polish Maritime Research no. 27, pages 59 - 70,
ISSN: 1233-2585
Language:
English
Publication year:
2020
Bibliographic description:
Niksa-Rynkiewicz T., Landowski M., Szalewski P.: Appliation of Apriori algorithm in the lamination process in yacht production.// Polish Maritime Research -Vol. 27,iss. 3(107) (2020), s.59-70
DOI:
Digital Object Identifier (open in new tab) 10.2478/pomr-2020-0047
Verified by:
Gdańsk University of Technology

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