Modeling the properties of TRIP steel using AFIS: A distributed approach

被引:15
作者
Dey, S. [1 ]
Datta, S. [1 ]
Chattopadhyay, P. P. [2 ]
Sil, J. [3 ]
机构
[1] Bengal Engn & Sci Univ, Sch Mat Sci & Engn, Sibpur 711103, Howrah, India
[2] Bengal Engn & Sci Univ, Dept Met & Mat Engn, Sibpur 711103, Howrah, India
[3] Bengal Engn & Sci Univ, Dept Comp Sci & Technol, Sibpur 711103, Howrah, India
关键词
steel; transformation induced plasticity; strain induced transformation; tensile property; imprecise knowledge; if-then rules; distributed agent fuzzy inference system;
D O I
10.1016/j.commatsci.2007.12.009
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The paper attempts to model the strength of TRIP-assisted steels using fuzzy inference system (FIS). The system is proficient to cope up with the changing environment deterministically due to its inherent modular structure and distributed approach creating a flexible and robust system. The problem domain has been divided into several sub-problems and autonomous agents are employed to execute the tasks and decision making by designing respective FIS. The mechanistic constituents of TRIP process are expressed in modular form using linguistic if-then rules developed from the fundamental physical metallurgy concept. Coordination among the distributed agents in the form of sharing knowledge has been attempted to divide the whole mechanism of TRIP in separate modules to make the system fault tolerant. The model is validated by data collected from published literature and found to be sound enough, considering the limitations of a rule-based model. (C) 2007 Elsevier B.V. All rights reserved.
引用
收藏
页码:501 / 511
页数:11
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