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Evaluating the influence of generation methods on the quality of the smart designs of experiment.

Data publikacji: 28.03.2014

Czasopismo Techniczne, 2013, Mechanika Zeszyt 1-M (5) 2013 , s. 357 - 364

https://doi.org/10.4467/2353737XCT.14.045.1971

Autorzy

Andrzej Skowronek
Institute of Applied Informatics, Faculty of Mechanical Engineering, Cracow University of Technology
Wszystkie publikacje autora →

Tytuły

Evaluating the influence of generation methods on the quality of the smart designs of experiment.

Abstrakt

This paper presents results of computer simulation made to evaluate how the quality of the smart designs of experiment depends on the methods of generating. The quality of smart designs was evaluated by comparing the known values of special testing functions simulating the real research object and approximated values predicted by neural networks trained with the sets based on smart designs of experiment. The results suggest the possibility of significant reducing the number of experiments runs using studied smart designs.

Bibliografia

Polański Z., Design of experiment, PWN, Warsaw 1984.

Montgomery C., Design and Analysis of Experiments, 8th edition, John Wiley & Sons, 2012.

Hinkelmann K., Kempthorne O., Design and Analysis of Experiments, Volume 1, Introduction to Experimental Design, 2nd Edition, John Wiley and Sons, 2008.

Hinkelmann K., Kempthorne O., Design and Analysis of Experiments, Volume 2, Advanced Experimental Design, John Wiley and Sons, 2005.

Goos P., Jones B., Optimal Design of Experiments: A Case Study Approach, Wiley 2011.

Polański Z., Empirical research – methodology and computer support (in Contemporary metrology, editor J. Barzykowski), WNT, Warsaw 2004.

Skowronek A., A method of self-adaptation calculating the value of the smart designs of experiment generation’s parameter, Polish Journal of Environmental Studies, Vol. 18, No. 3B, 2009.

Johnson R.A., Bhattacharyya G.K., Statistics: Principles and Methods, 2th Edition, John Wiley and Sons, 2010.

Skowronek A., The smart designs of experiment generated with circular inputs’s ranges, Conference Proceeding of Engineering & Education 2009, Białka Tatrzańska, 4–6 November 2009, Problems Of Modern Techniques In Engineering And Education, 2009.

Pohlheim H., Examples of objective functions (http://www.geatbx.com/download/GEATbx_ObjFunExpl_v38.pdf ‒ 25.02.13).

Informacje

Informacje: Czasopismo Techniczne, 2013, Mechanika Zeszyt 1-M (5) 2013 , s. 357 - 364

Typ artykułu: Oryginalny artykuł naukowy

Tytuły:

Polski:

Evaluating the influence of generation methods on the quality of the smart designs of experiment.

Angielski:

Evaluating the influence of generation methods on the quality of the smart designs of experiment.

Autorzy

Institute of Applied Informatics, Faculty of Mechanical Engineering, Cracow University of Technology

Publikacja: 28.03.2014

Status artykułu: Otwarte __T_UNLOCK

Licencja: Żadna

Udział procentowy autorów:

Andrzej Skowronek (Autor) - 100%

Korekty artykułu:

-

Języki publikacji:

Angielski