Application of apriori algorithm in the lamination process in yacht production

• Autorzy: Niksa-Rynkiewicz Tacjana , Landowski Michal , Szalewski Paweł

Identyfikatory

DOI

10.2478/pomr-2020-0047

• Języki publikacji: EN

Abstrakty

EN

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.

Słowa kluczowe

EN

apriori algorithm; quality control; laminate defects

• Wydawca: Gdańsk University of Technology, Faculty of Ocean Engineering & Ship Technology
• Czasopismo: Polish Maritime Research
• Rocznik: 2020
• Tom: nr 3
• Strony: 59--70
• Opis fizyczny: Bibliogr. 51 poz., rys., tab.

Twórcy

autor

Niksa-Rynkiewicz Tacjana

• Gdańsk University of Technology, 11/12 Gabriela Narutowicza Street, 80-233 Gdańsk, Poland

autor

Landowski Michal

• Gdańsk University of Technology, 11/12 Gabriela Narutowicza Street, 80-233 Gdańsk, Poland

autor

Szalewski Paweł

• Gdańsk University of Technology, 11/12 Gabriela Narutowicza Street, 80-233 Gdańs, Poland

Bibliografia

• 1. Amran, Y. M., Alyousef, R., Rashid, R. S., Alabduljabbar, H., & Hung, C. C.: Properties and applications of FRP in strengthening RC structures: A review. In Structures, Vol. 16, pp. 208–238, Elsevier 2018.
• 2. Agrawal, R., R. Srikant: Fast Algorithms for Mining Association Rules in Large Databases, Journal of Computer Science and Technology. 15, 1994, 487–499.
• 3. Alizadeh, F., Sutherland, L. S., & Soares, C. G.: Effect of vacuum bag pressure on the flexural properties of GFRP composite laminates. Maritime technology and engineering, 3, 2016, 429–434.
• 4. Bolf, D., Zamarin, A., & Basan, R.: Composite Material Damage Processes. Pomorski zbornik, (3), 2020, 307–323.
• 5. Bossi, R. H., & Giurgiutiu, V.: Nondestructive testing of damage in aerospace composites. In Polymer Composites in the Aerospace Industry, Woodhead Publishing 2015, 413–448.
• 6. Bugg, D.: New D-Iso/NPG gelcoat offers exceptional UV colour stability: Feature Marine. JEC composites, (67), 2011, 42–46.
• 7. Calabrese, L., Di Bella, G., & Fiore, V.: Manufacture of marine composite sandwich structures. In Marine Applications of Advanced Fibre-Reinforced Composites, Woodhead Publishing 2016, 57–78.
• 8. Castegnaro, S., Gomiero, C., Battisti, C., Poli, M., Basile, M., Barucco, P., ... & Lazzaretto, A.: A bio-composite racing sailboat: Materials selection, design, manufacturing and sailing. Ocean Engineering, 133, 2017, 142–150.
• 9. Cpalka, K., K. Łapa, A. Przybył: A New Approach to Design of Control Systems Using Genetic Programming, Information Technology and Control. 44, 2015, 433–442.
• 10. Cucinotta, F., Guglielmino, E., & Sfravara, F.: Life cycle assessment in yacht industry: A case study of comparison between hand lay-up and vacuum infusion. Journal of cleaner production, 142, 2017, 3822–3833.
• 11. Fragassa C.: Marine Applications of Natural Fibre-Reinforced Composites: A Manufacturing Case Study. In: Pellicer E. et al. (eds) Advances in Applications of Industrial Biomaterials. Springer, Cham. 2017, https://doi.org/10.1007/978-3-319-62767-0_2.
• 12. Gaiotti, M., & Rizzo, C. M.: Buckling behavior of FRP sandwich panels made by hand layup and vacuum bag infusion procedure. Rizzuto & Guedes Soares (eds), Sustainable Maritime Transportation and Exploitation of Sea Resources, 2011, 385–392.
• 13. Gełesz, P., Karczewski, A., Kozak, J., Litwin, W., & Piątek, Ł.: Design methodology for small passenger ships on the example of the ferryboat Motława 2 driven by hybrid propulsion system. Polish Maritime Research, 24(s1), 2017, 67–73.
• 14. Gombos, Z. J., & Summerscales, J.: In-mould gel-coating for polymer composites. Composites Part A: Applied Science and Manufacturing, 91, 2016, 203–210.
• 15. Hashin, Z.: Failure Criteria for Unidirectional Fiber Composites 1, 1980.
• 16. Hassen, A. A., Taheri, H., & Vaidya, U. K.: Non-destructive investigation of thermoplastic reinforced composites. Composites Part B: Engineering, 97. 2016, 244–254.
• 17. Hoge, J., & Leach, C., Epoxy resin infused boat hulls. Reinforced Plastics, 60(4), 2016, 221–223.
• 18. Jang, J. W., Jeong, S., Oh, D., Cho, J. H., & Noh, J.: Test and Evaluation Procedure of Foam Core Materials for Composite Ships. Journal of the Korean Society of Marine Environment & Safety, 26(3), 2020, 286–296.
• 19. Kozioł, M., Wieczorek, J., & Hekner, B.: Surface quality and mechanical properties of epoxy-glass fibre laminates manufactured by RTM method with use of gelcoat. Composites Theory and Practice (Kompozyty), 16(3), 2016, 189–195.
• 20. Landowski, M., Budzik, M., & Imielińska, K. (2011). On degradation of glass / polyester laminate immersed in water. Advances in Materials Science, 11 (1), 35–39.
• 21. Landowski, M., & Imielińska, K.: Degradation of GFRP Marine Laminates with Nano Particle Modified Coatings, Advances in Materials Science, 13(2), 2013, 19–22., doi: https://doi.org/10.2478/adms-2013-0006.
• 22. Landowski, M., Budzik, M., & Imielińska, K., Water sorption and blistering of GFRP laminates with varying structures. Advances in materials science, 12(4), 2013 23–29.
• 23. Landowski, M., Budzik, M., & Imielińska, K. Water absorption and blistering of glass fibre-reinforced polymer marine laminates with nanoparticle-modified coatings. Journal of Composite Materials, 48(23), 2014, 2805–2813.
• 24. Liu Cai-yanYoufa SunYoufa Sun, Application of Data Mining in Production Quality Management, Conference: Intelligent Information Technology Application, 2009. IITA 2009. Third International Symposium onVolume: 2, DOI: 10.1109/IITA.2009.81.
• 25. Mathijsen, D. Designing boats for the Volvo Ocean Race: An ongoing process of optimization and finding the right compromise. Reinforced Plastics, 62(4), 2018, 203–207.
• 26. Mehmed Kantardzic. Data Mining: Concepts, Models, Methods, and Algorithms. Wiley-IEEE Press.2002.10
• 27. Mouritz, A. P., Gellert, E., Burchill, P., & Challis, K. Review of advanced composite structures for naval ships and submarines. Composite structures, 53(1), 2001 21–42.
• 28. Musio-Sale, M., Nazzaro, P. L., & Peterson, E. Visions, Concepts, and Applications in Additive Manufacturing for Yacht Design. In International Conference on Applied Human Factors and Ergonomics (pp. 401–410). Springer, Cham. 2019, July.
• 29. Naik, N. K., Sirisha, M., & Inani, A. Permeability characterization of polymer matrix composites by RTM/VARTM. Progress in aerospace sciences, 65, 2014, 22–40. 30. Neşer, G. Polymer based composites in marine use: history and future trends. Procedia engineering, 194, 2017, 19–24.
• 31. Nikbakt, S., Kamarian, S., & Shakeri, M. A review on optimization of composite structures Part I: Laminated composites. Composite Structures, 195, 2018, 158–185.
• 32. Niksa-Rynkiewicz, T., & Witkowska, A. Analysis of Impact of Ship Model Parameters on Changes of Control Quality Index in Ship Dynamic Positioning System, Polish Maritime Research, 26(1), 2019, 6-14. doi: https://doi.org/10.2478/pomr-2019-0001.
• 33. Nowak, B.A., R.K. Nowicki, M. Woźniak, C. Napoli: Multiclass Nearest Neighbour Classifier for Incomplete Data Handling, in: Springer, Cham, 2015, 469–480.
• 34. Oral, I.: Characterization of damages in materials by computeraided tap testing. In IOP Conference Series: Materials Science and Engineering, Vol. 707, No. 1, p. 012019, IOP Publishing, 2019.
• 35. Osborne, T., An introduction to resin infusion. Reinforced Plastics, 58(1), 2014, 25–29.
• 36. Podsiadlo, A., W. Tarelko: Modelling and Developing a Decision-Making Process of Hazard Zone Identification in Ship Power Plants. International Journal of Pressure Vessels and Piping. 83, 2006, 287–298. doi.org/10.1016/j.ijpvp.2006.02.017.
• 37. Pomazi, A., & Toldy, A. Multifunctional gelcoats for fiber reinforced composites. Coatings, 9(3), 2019, 173.
• 38. Quattrocchi, A., Freni, F., & Montanini, R., Air-coupled ultrasonic testing to estimate internal defects in composite panels used for boats and luxury yachts. International Journal on Interactive Design and Manufacturing (IJIDeM), 14(1), 2020, 35–41.
• 39. Ray, B. C., & Rathore, D., Environmental damage and degradation of FRP composites: A review report. Polymer Composites, 36(3), 2015, 410–423.
• 40. Rubino, F., Nistico, A., Tucci, F., & Carlone, P., Marine application of fiber reinforced composites: a review. Journal of Marine Science and Engineering, 8(1), 2020, 26.
• 41. Scott, R.J.: Fiberglass Boat Design and Construction, Society of Naval Architects and Marine Engineers, 1996.
• 42. Singha, M., & Singha, K., Applications of textiles in marine products. Marine Science, 2(6), 2012, 110–119.
• 43. Smoleń, J., Cyganek, A., & Kozioł, M., Manufacture of transmission housing by contact layer technique using vacuum bag. Compos. Theory Pract, 19, 2019, 18–22.
• 44. Sorensen, S. N., & Lund, E., Topology and thickness optimization of laminated composites including manufacturing constraints. Structural and Multidisciplinary Optimization, 48(2), 2013, 249–265.
• 45. Stewart, R., Better boat building–trend to closed-mould processing continues. Reinforced plastics, 55(6), 2011, 30–36.
• 46. Such M., Ward C., Hutabarat W., Tiwari A., Intelligent Composite Layup by the Application of Low Cost Tracking and Projection Technologies, Procedia CIRP, 25, 2014, 122–131, https://doi.org/10.1016/j.procir.2014.10.020.
• 47. Summerscales, J., Hoppins, C., Anstice, P., Brooks, N., Wiggers, J., Yahathugoda, D., ... & Cooper, M., In-mould gel coating for resin transfer moulding. In The 10 th International Conference on Flow Processes in Composite Materials (FPCM10), Monte Verita, Ascona, CH–July, 2010, 11–15.
• 48. Taggart, R.: Ship Design and Construction, 10048th ed., The Society of Naval Architects and Marine Engineers, One World Trade Center, New York, 1980.
• 49. Tarelko, W., T. Kowalewski: Modeling of Decision-Making Process Relating to Design of Ship Power Plants Safe for Operators, in: 2013 12th Mexican International Conference on Artificial Intelligence, IEEE, 2013, 17–23. DOI: 10.1109/MICAI.2013.8.
• 50. www.jp.scottbader.com/uploads/files/5527_gelcoat-qualityguide-english.pdf.
• 51. www.westsystem.com/wp-content/uploads/Fiberglass-Manual- -2015.pdf.

Uwagi

Opracowanie rekordu ze środków MNiSW, umowa Nr 461252 w ramach programu "Społeczna odpowiedzialność nauki" - moduł: Popularyzacja nauki i promocja sportu (2020).