<abstract xmlns="http://www.w3.org/1999/xhtml"><p>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.</p></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.

Application of Apriori Algorithm in the Lamination Process in Yacht Production

Polish Maritime Research

This work is licensed under the Creative Commons Attribution 4.0 International License.

{"article-title":"Application of Apriori Algorithm in the Lamination Process in Yacht Production"}

The article specifies the dependence of defects occurring in the lamination process in the production of yachts. Despite great knowledge about their genesis,...

Application of Apriori Algorithm in the Lamination Process in Yacht Production

Online veröffentlicht: 29. Sept. 2020

Seitenbereich: 59 - 70

DOI: https://doi.org/10.2478/pomr-2020-0047

Schlüsselwörter
Apriori algorithm, quality control, laminate defects

© 2020 Tacjana Niksa-Rynkiewicz et al., published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

Application of Apriori Algorithm in the Lamination Process in Yacht Production

Online veröffentlicht: 29. Sept. 2020

Seitenbereich: 59 - 70

DOI: https://doi.org/10.2478/pomr-2020-0047

SchlüsselwörterApriori algorithm, quality control, laminate defects

© 2020 Tacjana Niksa-Rynkiewicz et al., published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

Schlüsselwörter
Apriori algorithm, quality control, laminate defects