Failure analysis expert system for onshore pipelines. Part-II: End-User interface and algorithm

被引:5
作者
Castellanos, V. [1 ]
Albiter, A. [1 ]
Hernandez, P. [1 ]
Barrera, G. [2 ]
机构
[1] Inst Mexicano Petr, Mexico City 07730, DF, Mexico
[2] UMSNH, Inst Invest Metalurg, Morelia 58000, Michoacan, Mexico
关键词
Failure analysis; Expert system; Knowledge acquisition; Artificial neural network; Onshore pipelines;
D O I
10.1016/j.eswa.2011.02.154
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In order to develop a Failure Analysis Expert System (FAES), with application for onshore pipeline transporting oil and gas products, the work was split in two parts. Previously failure database and knowledge acquisition method were described in the first part whereas the present, part II, the End-User interface and Algorithm are explained in detail. The proposed Failure Analysis Expert System (FAES) identifies the possible failure mechanism of onshore pipelines considering specific variables, and defining specific tests to validate the potential failure mode. The expert system training has been achieved by including variables from a structured onshore pipelines failures database. FAES showed good correlation compared to documented failure cases reported in service. (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:11091 / 11104
页数:14
相关论文
共 9 条
[1]  
*ASTM INT, 2004, E2332 ASTM INT
[2]   Failure analysis expert system for onshore pipelines. Part - I: Structured database and knowledge acquisition [J].
Castellanos, V. ;
Albiter, A. ;
Hernandez, P. ;
Barrera, G. .
EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (09) :11085-11090
[3]  
Elmasri R., 2008, FUNDAMENTALS DATABAS
[4]  
Friedman M., 1999, Introduction to Pattern Recognition. Statistical, Structural
[5]  
Haykin S., 1999, Neural Networks: A Comprehensive Foundation, DOI DOI 10.1017/S0269888998214044
[6]  
Li JC, 2006, MATER PERFORMANCE, V45, P48
[7]  
Saatchi A, 2006, MATER PERFORMANCE, V45, P52
[8]  
Shipley RJ, 2002, ASM HDB, V11
[9]  
TOSHINORI M, 1998, FUNDAMENTALS NEW ART