On application of some artificial ontelligence methods in ship design

• Autorzy: Meler-Kapcia M. , Zielinski S. , Kowalski Z.
• Języki publikacji: EN

Abstrakty

EN

In the paper were presented examples of use of some intelligence tools such as a neural network, expertsystem and relational database to ship design. The neural network of back-propagation of errors wasapplied to select required power of ship main propulsion system on the basis of ship main parameters.Results obtained by using the network were compared with resulting values for similar ships found inAccess database application. To aid design of the main propulsion system and ship power plant automationfuzzy logic was applied as an element of Case Based Reasoning (CBR) method in Exsys expert system aswell as a few methods for selection of similar ships, elaborated by the authors

• Wydawca: -
• Czasopismo: Polish Maritime Research
• Rocznik: 2005
• Tom: 12
• Numer: 1
• Opis fizyczny: p.14-20,fig.,ref.

Twórcy

autor

Meler-Kapcia M.

• Faculty of Ocean Engineering and Ship Technology, Gdansk University of Technology, Narutowicza 11/12, 80-952 Gdansk, Poland

autor

Zielinski S.

• Faculty of Ocean Engineering and Ship Technology, Gdansk University of Technology, Narutowicza 11/12, 80-952 Gdansk, Poland

autor

Kowalski Z.

• Faculty of Electric Engineering and Automation, Gdansk University of Technology, Narutowicza 11/12, 80-952 Gdansk, Poland

Bibliografia

• 1. Aamodt A., Plaza E.: Case-Based Reasoning, foundation issues,methodological variations and system approaches. ArtificialIntelligence Communications, Vol. 7, No.1/1994
• 2. Cepowski T., Szelangiewicz T.: Artificial neural networks inresearch on ship seaworthiness qualities (in Polish).Budownictwo Okrętowe, No.5/2002
• 3. Clausen H.B., Lutzen M., Friis-Hansen A., Bjorneboe N.:Bayesian and neural networks for preliminary ship design.Marine Technology, No. 4/2001
• 4. Heiat A. : Comparison of artificial neural network andregression models for estimating software development effort.Information and Software Technology, Vol. 44, 2002
• 5. Kowalski Z., Arendt R., Meler-Kapcia M., Zieliñski S.:An expert system for aided design of ship automation. ExpertSystems with Applications, Vol. 20, No.3/2001
• 6. Kowalski Z.,Meler-Kapcia M., Zieliński S.: Selection of shipsimilarity calculation methods for aiding design of ship powerplant automation (in Polish). Proceedings of Scientific TechnicalConference on Automation, PIAP. Warsaw, 2002
• 7. Kowalski Z., Meler-Kapcia M., Zieliñski S.: Applications ofartificial intelligence in ship designing (in Polish). Proceedingsof Scientific Technical Conference on Automation, PIAP. Warsaw, 2003
• 8. Lee D., Lee K.H.: An approach to case-based system forconceptual ship design assistent. Expert Systems withApplications, Vol.16, No.2/1999
• 9. Meler-Kapcia M., Zieliñski S., Kowalski Z. : On application ofthe Case-Based Reasoning methods in ship automation design,Polish Maritime Research, No. 2/2003
• 10.Mulawka J. : Expert systems (in Polish). WN-T. Warsaw, 1996
• 11.Reich Y., Barai S. V.: A methodology for building neuralnetworks models from empirical engineering data. EngineeringApplications of Artificial Intelligence, Vol.13, 2002
• 12.Rutkowska D., Piliñski M., Rutkowski L.: Neural networks,genetic algorithms and fuzzy systems (in Polish). WN-T.Warsaw, 1999
• 13.Skalle P., Sveen J., Aamodt A.: Improved efficiency of oil welldrilling through case based reasoning. Proceedings of 6th Pacific Rim International Conference on Artificial Intelligence (PRICAI 2000), Melbourne, August-September 2000. LectureNotes in Artificial Intelligence. Springer Verlag. 2000
• 14.Yager R.R., Filev D.P.: Background for fuzzy modelling and control (in Polish). WN-T. Warsaw, 1999
• 15.Zakarian V.L., Kaiser M.J.: An embedded hybrid neural networkand expert system in an computer-aided design system. ExpertSystems with Applications, Vol.15, 1999
• 16.Zbroja S.: Case-Based Reasoning in data bases and knowledge bases - selected aspects of formal representation of cases (inPolish). 2nd National Conference on Computer Methods and Systems in Scientific Research and Engineering Design. Cracov,October, 1999