APA 6th Edition Bilen, U. i Helvacioglu, S. (2020). DATA DRIVEN PERFORMANCE EVALUATION IN SHIPBUILDING. Brodogradnja, 71 (4), 39-51. https://doi.org/10.21278/brod71403
MLA 8th Edition Bilen, Umran i Sebnem Helvacioglu. "DATA DRIVEN PERFORMANCE EVALUATION IN SHIPBUILDING." Brodogradnja, vol. 71, br. 4, 2020, str. 39-51. https://doi.org/10.21278/brod71403. Citirano 18.10.2021.
Chicago 17th Edition Bilen, Umran i Sebnem Helvacioglu. "DATA DRIVEN PERFORMANCE EVALUATION IN SHIPBUILDING." Brodogradnja 71, br. 4 (2020): 39-51. https://doi.org/10.21278/brod71403
Harvard Bilen, U., i Helvacioglu, S. (2020). 'DATA DRIVEN PERFORMANCE EVALUATION IN SHIPBUILDING', Brodogradnja, 71(4), str. 39-51. https://doi.org/10.21278/brod71403
Vancouver Bilen U, Helvacioglu S. DATA DRIVEN PERFORMANCE EVALUATION IN SHIPBUILDING. Brodogradnja [Internet]. 2020 [pristupljeno 18.10.2021.];71(4):39-51. https://doi.org/10.21278/brod71403
IEEE U. Bilen i S. Helvacioglu, "DATA DRIVEN PERFORMANCE EVALUATION IN SHIPBUILDING", Brodogradnja, vol.71, br. 4, str. 39-51, 2020. [Online]. https://doi.org/10.21278/brod71403
Sažetak Rapid development in data science keeps paving the way for use of data for many purposes in shipbuilding, both for product development and production, such as Industry 4.0 have been developing many industries. Similar to other industries the evaluation of performance in shipbuilding is the key to success which is closely connected to productivity and lowered costs. Data mining and analysis techniques are used to create effective algorithms to evaluate the performance, also by means of cost estimation based on parametric methods. However, it is usually not very clear how data are collected, organised and prepared for analysing and deriving valuable knowledge as well as algorithms. In most of the cases, having this data requires either continuous investment in expensive software or expensive external expertise which are generally not available for small and medium size shipyards. In this study, considering the needs of the small and medium sized shipyards, a step-by-step methodology is proposed which could be easily applied with widely available low budget software. The application is demonstrated with a case to evaluate the performance of early phase structural design with a data driven cost estimation algorithm.