Application of principal component analysis for optimization of a system operation assessment criteria set

• Autorzy: Muślewski Ł. , Knopik L.
• Języki publikacji: EN

Abstrakty

EN

The analysis of results of experimental tests and a literature survey on the issue reveal that the subject matter connected with determination of the optimal number of a given transportation system operation assessment criteria has a direct influence on the result of the considered assessment. Whole study has been made on the basis of the analysis of data obtained from tests performed in a real municipal transportation system, providing transport tasks in a 400 thousand urban agglomeration. On the basis of the tests, there was determined a set of sixteen criteria for the system operation assessment, depending on preferences of drivers, passengers, workers of the system providing vehicles with serviceability and the last group of results is a final assessment. The research involved tests of significance for correlation coefficients between the assessment criteria. The method of main factors involving analysis of a linear transformation of existing vector of variables X into Y has been used to study the task dimensioning. Proper values, providing basis for determination of a new space correspond to coordinates of the newly created vector Y. On this basis, the dimension of the criteria and their significance space has been concluded. The determined criteria have been accepted for the development of a resultant model for assessment of a transportation system operation quality.

Słowa kluczowe

EN

quality; criteria; transport system; analysis of main components; optimization

• Wydawca: Łukasiewicz Research Network - Institute of Aviation ; European Science Society of Powertrain and Transport KONES Poland ; Wydawnictwo Instytutu Technicznego Wojsk Lotniczych
• Czasopismo: Journal of KONES
• Rocznik: 2012
• Tom: Vol. 19, No. 4
• Strony: 481--486
• Opis fizyczny: bibliogr. 7 poz., rys.

Twórcy

autor

Muślewski Ł.

autor

Knopik L.

• University of Technology and Life Sciences Machine Maintenance Department Prof. S. Kaliskiego Street 7, 85-789 Bydgoszcz, Poland tel.: [phone], fax: [phone],

Bibliografia

• [1] Bartlett, M. S., A note on the multiplying factors for various chi square approximations, Journal of the Royal Statistical Society, 16, series B, 296 – 298, 1954.
• [2] Comrey, A. L., A First Course in Factor Analysis, Academic Press, New York 1973.
• [3] Muślewkski, Ł., Control Method for Transport System Operational Quality, Journal of KONES Powertrain and Transport, Vol. 16, No. 3, Zakopane 2009.
• [4] Muślewski, Ł., Evaluation Method of Transport Systems Operation Quality, Polish Journal of Environmental Studies, Vol. 18, No. 2A, Hard, Olsztyn 2009.
• [5] Tabachnik, B. G., Fidell, L., Computer – Assisted Research Design and Analysis, Allyn & Bacon, Boston 2001.
• [6] Tabachnik, B. G., Fidell, L., Using Multivariate Statistics, Haper & Row, New York 1996.
• [7] Woropay, M, Muślewski, Ł., Jakość w ujęciu systemowym, ITeE, Radom 2005.