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Reducing the number of runs in experimental research using smart designs
of experiment

Data publikacji: 13.01.2016

Czasopismo Techniczne, 2015, Mechanika Zeszyt 2-M (7) 2015, s. 253 - 261

Autorzy

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

Tytuły

Reducing the number of runs in experimental research using smart designs
of experiment

Abstrakt

This paper presents the results of a computer simulation, performed to check how the number of smart designs of experiment units affects the quality of information to be obtained in experimental research conducted on the basis of the analyzed designs. In the simulation, a real research object was replaced by a special testing function whose values were compared to the values predicted by the neural networks trained with the use of data sets based on smart designs of experiments containing various numbers of units.

Bibliografia

[1] Polański Z., Design of experiment in technology, PWN, Warsaw 1984 (in Polish).

[2] Montgomery D.C., Design and Analysis of Experiments, John Wiley & Sons, 2012.

[3] Hinkelmann K., Kempthorne O., Design and Analysis of Experiments. Volume 1. Introduction to Experimental Design, John Wiley & Sons, Hoboken 2008.

[4] Hinkelmann K., Kempthorne O., Design and Analysis of Experiments. Volume 2. Advanced Experimental Design, John Wiley & Sons, Hoboken 2005.

[5] Goos P., Jones B., Optimal Design of Experiments: A Case Study Approach, John Wiley & Sons, Hoboken 2011.

[6] Polański Z., Empirical research – methodology and computer aiding, [in:] Modern metrology, ed. J. Barzykowski, WNT, Warsaw 2004 (in Polish).

[7] Skowronek A., A method of self-adaptation calculating the value of the smart designs of experiment generation’s parameter, Pol. J. Environ. Stud. 18 (3B), 2009, 327-331.

[8] Johnson R.A., Bhattacharyya G.K., Statistics: Principles and Methods, John Wiley & Sons, Hoboken 2010.

[9] Sheskin D.J., Handbook of parametric and nonparametric statistical procedures, 3rd ed., Chapman&Hall/CRC, 2004.

[10] Skowronek A., The smart designs of experiment generated with circular input’s ranges, [in:] Problems of Modern Techniques in Engineering and Education, ed. P. Kurtyka, P. Malczewski, K. Mroczka, K. Ziewiec, Pedagogical University of Cracow, Kraków, 2009, 123-129.

[11] Skowronek A., A conception of multi-generated smart designs of experiment, [in:] Computer Methods in Mechanics CMM-2009: short papers, ed. M. Kuczma [et al.], Zielona Góra, Univ. Ziel. Góra Press, 2009, 419-420.

[12] http://www-optima.amp.i.kyoto-u.ac.jp/member/student/hedar/Hedar_files/TestGO_files/Page364.htm, retrieved November 2013

[13] Skowronek A., Evaluating the influence of generation methods on the quantity of the smart design of experiment, Technical Transactions, 1-M/2013, 357-364.

Informacje

Informacje: Czasopismo Techniczne, 2015, Mechanika Zeszyt 2-M (7) 2015, s. 253 - 261

Typ artykułu: Oryginalny artykuł naukowy

Tytuły:

Polski:

Reducing the number of runs in experimental research using smart designs
of experiment

Angielski:

Reducing the number of runs in experimental research using smart designs
of experiment

Autorzy

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

Publikacja: 13.01.2016

Status artykułu: Otwarte __T_UNLOCK

Licencja: Żadna

Udział procentowy autorów:

Andrzej Skowronek (Autor) - 100%

Korekty artykułu:

-

Języki publikacji:

Angielski

Liczba wyświetleń: 1549

Liczba pobrań: 1024