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Prediction of technological process parameters based on experimental data

Data publikacji: 13.01.2016

Czasopismo Techniczne, 2015, Mechanika Zeszyt 2-M (7) 2015, s. 203 - 210

Autorzy

,
Andrzej Opaliński
Department of Applied Computer Science and Modelling, Faculty of Metals Engineering and Industrial Computer Science, AGH University of Science and Technology, ZI-IF UJK Kielce
Wszystkie publikacje autora →
,
Mirosław Głowacki
Department of Applied Computer Science and Modelling, Faculty of Metals Engineering and Industrial Computer Science, AGH University of Science and Technology, ZI-IF UJK Kielce
Wszystkie publikacje autora →
,
Izabela Olejarczyk-Wożeńska
Faculty of Metals Engineering and Industrial Computer Science, AGH University of Science and Technology.
Wszystkie publikacje autora →
Barbara Mrzygłód
Faculty of Metals Engineering and Industrial Computer Science, AGH University of Science and Technology.
Wszystkie publikacje autora →

Tytuły

Prediction of technological process parameters based on experimental data

Abstrakt

In studies of new materials or products, it is necessary to carry out a series of tests to determine the physical properties of the product as a function of the manufacturing process parameters. The technological process of making successive samples for both experimental and research purposes is a mechanism which is time-consuming and which usually requires considerable financial outlays. At the same time, scientific literature offers a large number of experimental results carried out for a similar range of problems. The idea conceived in this study is to create a model that, based on the results of experiments collected from the scientific literature, will reduce the number of necessary physical tests by replacing them with an effective mechanism estimating some of the technological process parameters. Consequently , the concept of an algorithm has been presented to estimate the parameters of the manufacturing process of ADI (Austempered Ductile Iron). It can operate as a fundamental part of a larger expert system, supporting the design and configuration of production processes in various industries. This article describes the results of tests showing the efficiency of the proposed solution and outlines plans for further development of the system to increase its effectiveness and usefulness.

Bibliografia

[1] Kochański A., Kozłowski J., Kłębczyk M., Perzyński P., Modelowanie własności żeliwa sferoidalnego ADI za pomocą danych literaturowych opracowanych z wykorzystaniem metodyki przygotowania danych, Polska metalurgia w latach 2006–2010, WN Akapit, Kraków 2010.

[2] Zahiri S.H., Davies C.H.J., Simultaneous prediction of austemperability and processing window for austempered ductile iron, Pereloma E.V., Materials Science and Technlogy, Vol. 19, 2003, 1761-1770.

[3] Dymski S., Kształtowanie struktury i własności mechanicznych żeliwa sferoidalnego podczas izotermicznej przemiany bainitycznej, praca habilitacyjna, Bydgoszcz 1999.

[4] Susil K. Putatunda, Development of austempered ductile iron (ADI) with simultaneous high yield strength and fracture toughness by a novel two-step austempering process, Materials Science and Engineering A315, 2001, 70-80.

[5] Susil K. Putatunda, Influence of austempering temperature toughness of low magnese austempered ductile iron (ADI), Materials and Manufacturing Processes, 16(2), 2001.

[6] Lin C.K., Lai P.K., Shih T.S., Influence of microstructure on the fatigue properties of austempered ductile irons – l High-cycle fatigue, Int. J. Fatigue, Vol. 18, 1996, 297-307.

[7] Janowak J.F., Morton P.A., A guide to mechanical properties possible by austempering 1,5% Ni – 0,3% Mo ductile iron, AFS Transaction, V 92 Paper 84-120, 1984, 489-498.

[8] Biel-Gołaska M., Kowalski A., Charakterystyki wytrzymałościowe żeliwa typu ADI przeznaczonego na elementy nośne w podajnikach stosowanych w górnictwie, Prace IO 4, XLVI, 1996, 333-344.

[9] Kowalski A., Tybulczuk J., Jackowski J., Manufacture and properties of the bainitic – austenitic ductile iron with additions of Ni and Cu, The Japan Foundarymen’s Society Ginza 8-12-13, Tokyo, Osaka 1990.

Informacje

Informacje: Czasopismo Techniczne, 2015, Mechanika Zeszyt 2-M (7) 2015, s. 203 - 210

Typ artykułu: Oryginalny artykuł naukowy

Tytuły:

Polski:

Prediction of technological process parameters based on experimental data

Angielski:

Prediction of technological process parameters based on experimental data

Autorzy

Department of Applied Computer Science and Modelling, Faculty of Metals Engineering and Industrial Computer Science, AGH University of Science and Technology, ZI-IF UJK Kielce

Department of Applied Computer Science and Modelling, Faculty of Metals Engineering and Industrial Computer Science, AGH University of Science and Technology, ZI-IF UJK Kielce

Faculty of Metals Engineering and Industrial Computer Science, AGH University of Science and Technology.

Faculty of Metals Engineering and Industrial Computer Science, AGH University of Science and Technology.

Publikacja: 13.01.2016

Status artykułu: Otwarte __T_UNLOCK

Licencja: Żadna

Udział procentowy autorów:

Andrzej Opaliński (Autor) - 25%
Mirosław Głowacki (Autor) - 25%
Izabela Olejarczyk-Wożeńska (Autor) - 25%
Barbara Mrzygłód (Autor) - 25%

Korekty artykułu:

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Języki publikacji:

Angielski

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Liczba pobrań: 1113