FAQ

Comparing the effects of application of the smart and traditional designs
of experiment

Publication date: 13.01.2016

Technical Transactions, 2015, Mechanics Issue 2-M (7) 2015, pp. 263 - 270

Authors

Andrzej Skowronek
Institute of Applied Informatics, Faculty of Mechanical Engineering, Cracow University of Technology
All publications →

Titles

Comparing the effects of application of the smart and traditional designs
of experiment

Abstract

This paper presents an analysis of comparing the effects of the application of the smart and traditional designs of experiment. The smart designs of experiment generated according to two various methods were compared to the central composite designs for two and three inputs. To check how the use of selected designs will affect the results of the experiment a computer simulation was performed, where a real research object was replaced by two special testing functions whose values were compared to the values predicted by the neural networks trained with the use of data sets based on compared smart and traditional designs of the experiment.

References

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

[4] Skowronek A., The influence of method of generating the levels of input factors on the quality of the smart designs of experiment, Technical Transactions, 4-M/2011/B, 481-488 (in Polish).

[5] 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.

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

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

[8] 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.

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

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

Information

Information: Technical Transactions, 2015, Mechanics Issue 2-M (7) 2015, pp. 263 - 270

Article type: Original article

Titles:

Polish:

Comparing the effects of application of the smart and traditional designs
of experiment

English:

Comparing the effects of application of the smart and traditional designs
of experiment

Authors

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

Published at: 13.01.2016

Article status: Open

Licence: None

Percentage share of authors:

Andrzej Skowronek (Author) - 100%

Article corrections:

-

Publication languages:

English

View count: 1237

Number of downloads: 913