Rough set approach to predict the strength and ductility of TRIP steel

Materials and Manufacturing Processes

Volumn 24, Issue 2, 2009, Pages 150-154

  Dey, S ^a   Dey, P ^a   Datta, S ^a   Sil, J ^a  

^a INDIAN INSTITUTE OF ENGINEERING SCIENCE AND TECHNOLOGY   (India)

Author keywords

Ductility; Reduct computation; Rough set; Rule extraction; Strength; TRIP steel

Indexed keywords

DECISION THEORY; DUCTILITY; FUZZY SETS; REAL TIME SYSTEMS; STEEL;

REDUCT COMPUTATION; ROUGH SET; RULE EXTRACTION; STRENGTH; TRIP STEEL;

ROUGH SET THEORY;

EID: 61449104903     PISSN: 10426914     EISSN: 15322475     Source Type: Journal    
DOI: 10.1080/10426910802612155     Document Type: Conference Paper

References (19)

1. Zackay, V.F.; Parker, E.R.; Fahr, D.; Bush, R. The enhancement of ductility in high strength steels. Transactions of the American Society of Metals 1967, 60, 252-259.
2. Bouquerel, J.; Verbeken, K.; De Cooman, B.C. Microstructure - based model for the static mechanical behaviour of multiphase steels. Acta Metallurgica Materiala 2006, 54, 1443-1456.
3. Han, H.N.; Lee, C.G.; Oh, C.-S.; Lee, T.-FL; Kim, S.-J. A model for deformation behavior and mechanically induced martensitic transformation of metastable austenitic steel. Acta Metalllurgica Materiala 2004, 52, 5203-5214.
4. Mukherjee, M.; Singh, S.B.; Mohanty, O.N. Neural network analysis of strain induced transformation behaviour of retained austenite in TRIP-aided steels. Materials Science and Engineering 2006, A 434, 237-245.
5. Hosseini, S.M.K.; Zarei-Hanzaki, A.; Yazdan Panah, M.J.; Yue, S. ANN model for prediction of the effects of composition and process parameters on tensile strength and percent elongation of Si-Mn TRIP steels. Materials Science and Engineering 2004, A 374, 122-128.
6. Datta, S.; Pettersson, F.; Ganguly, S.; Saxén, H.; Chakraborti, N. Identification of factors governing mechanical properties of TRIP-aided steel using genetic algorithms and neural networks. Materials and Manufacturing Processes 2008, 23, 130-137.
7. Dey, S.; Datta, S.; Chattopadhyay, P.P.; Sil, J. Modeling the properties of TRIP steel using AFIS: a distributed approach. Computational Materials Science 2008, 43, 501-511.
8. Düntsch, I.; Gediga, G. Rough Set Data Analysis: A Road to Non-Invasive Knowledge Discovery; Methodos: UK, 2000.
9. Jackson, A.G.; Pawlak, Z.; LeClair, S.R. Rough sets applied to the discovery of materials knowledge. Journal of Alloys and Compounds 1998, 279, 14-21.
10. Jackson, A.G.; Leclair, S.R.; Ohmer, M.C.; Ziarko, W.; Al-Kamhawi, H. Rough sets applied to material data. Acta Metallurgica Materialia 1996, 44, 44-75.
11. Pawlak, Z. Rough sets. International Journal of Computer and Information Sciences 1982, 11, 341-356.
12. Lin, T.Y. Introduction to the special issue on rough sets. International Journal Approximate Reasoning 1996, 15, 287-289.
13. Nguyen, H.S.; Nguyen, S.H. Discretization methods in data mining. In: Rough Sets in Knowledge Discovery; Polkowski, L., Skowron, A., Eds.; Physica-Verlag: Heidelberg, 1998; 451-482.
14. Komorowski, J.; Polkowski, L.; Skowron, A. Rough sets: a tutorial 1998, Available at www.let.uu.nl/esslli/Courses/skowron/skowron.ps. (last accessed December 18, 2008)
15. Sakuma, Y.; Matsumura, O.; Akisue, O. Influence of C content and annealing temperature on microstructure and mechanical properties of 400°C transformed steel containing retained austenite. ISIJ Int. 1991, 31, 1348-1353.
16. Bandyopadhyay, N.R.; Datta, S. Effect of manganese partitioning on transformation induced plasticity characteristics in microalloyed dual phase steels. ISU Int. 2004, 44, 927-934.
17. De Meyer, M.; Vanderschueren, D.; De Cooman, B.C. The influence of the substitution of Si by Al on the properties of cold rolled C-Mn-Si TRIP steels. ISIJ Int. 1999, 39, 813-822.
18. Chen, H.C.; Era, H.; Shimizu, M. Effect of phosphorus on the formation of retained sustenite and mechanical properties in Sicontaining low-carbon steel sheet. Metallurgical Transactions of America 1989, 20, 437-445.
19. Papaefthymiou, S.; Bleck, W.; Kruijver, S.; Sietsma, J.; Zhao, L.; van der Zwaag, S. Influence of intercritical deformation on microstructure of TRIP steels containing Al. Materials Science and Technology 2004, 20, 201-206.