Comparative analysis of the properties of the nodular cast iron with carbides and the austempered ductile iron with use of the machine learning and the support vector machine
Austempered ductile iron (ADI);
Nodular cast iron with carbides (NCIC);
Cast iron;
Data mining;
Machine learning;
Support vector machine;
FAULT-DIAGNOSIS;
SYSTEM;
IDENTIFICATION;
OPTIMIZATION;
MODELS;
D O I:
10.1007/s00170-016-8510-y
中图分类号:
TP [自动化技术、计算机技术];
学科分类号:
0812 ;
摘要:
The use of modern casting materials allows the achievement of higher product quality indices. The conducted experimental studies of new materials allow obtaining alloys with high performance properties while maintaining low production costs. Studies have shown that in certain areas of applications, the expensive to manufacture austempered ductile iron (ADI) can be replaced with ausferritic ductile iron or bainitic nodular cast iron with carbides, obtained without the heat treatment of castings. The dissemination of experimental results is possible through the use of information technologies and building applications that automatically compare the properties of materials, as the machine learning tools in comparative analysis of the properties of materials, in particular ADI and nodular cast iron with carbides.
机构:
King Faisal Univ, Coll Engn, Dept Chem Engn, POB 380, Al Hasa 31982, Saudi ArabiaKing Faisal Univ, Coll Engn, Dept Chem Engn, POB 380, Al Hasa 31982, Saudi Arabia
Hossain, Sk Safdar
Ayodele, Bamidele Victor
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机构:
Univ Teknol PETRONAS, Dept Chem Engn, Seri Iskandar 32610, Perak, MalaysiaKing Faisal Univ, Coll Engn, Dept Chem Engn, POB 380, Al Hasa 31982, Saudi Arabia
Ayodele, Bamidele Victor
Ali, Syed Sadiq
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机构:
King Faisal Univ, Coll Engn, Dept Chem Engn, POB 380, Al Hasa 31982, Saudi ArabiaKing Faisal Univ, Coll Engn, Dept Chem Engn, POB 380, Al Hasa 31982, Saudi Arabia
Ali, Syed Sadiq
Cheng, Chin Kui
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机构:
Khalifa Univ Sci & Technol, Coll Engn, Ctr Catalysis & Separat CeCaS, Dept Chem Engn, POB 127788, Abu Dhabi, U Arab EmiratesKing Faisal Univ, Coll Engn, Dept Chem Engn, POB 380, Al Hasa 31982, Saudi Arabia
Cheng, Chin Kui
Mustapa, Siti Indati
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h-index: 0
机构:
Univ Tenaga Nas, Inst Energy Policy & Res, Kajang 43000, Selangor, MalaysiaKing Faisal Univ, Coll Engn, Dept Chem Engn, POB 380, Al Hasa 31982, Saudi Arabia
机构:
Sichuan Univ, Coll Chem, Chengdu 610064, Peoples R ChinaSichuan Univ, Coll Chem, Chengdu 610064, Peoples R China
Li, Hao
Tang, Xindong
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机构:
Sichuan Univ, Coll Math, Chengdu 610064, Peoples R ChinaSichuan Univ, Coll Chem, Chengdu 610064, Peoples R China
Tang, Xindong
Wang, Run
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h-index: 0
机构:
Sichuan Univ, Coll Light Ind Text & Food Sci Engn, Chengdu 610064, Peoples R ChinaSichuan Univ, Coll Chem, Chengdu 610064, Peoples R China
Wang, Run
Lin, Fan
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机构:
Xiamen Univ, Software Sch, Xiamen 361005, Peoples R ChinaSichuan Univ, Coll Chem, Chengdu 610064, Peoples R China
Lin, Fan
Liu, Zhijian
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机构:
North China Elect Power Univ, Sch Energy Power & Mech Engn, Dept Power Engn, Baoding 071003, Peoples R ChinaSichuan Univ, Coll Chem, Chengdu 610064, Peoples R China
Liu, Zhijian
Cheng, Kewei
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机构:
Arizona State Univ, Ira A Fulton Schools Engn, Sch Comp, Informat,Decis Syst Engn CIDSE, Tempe, AZ 85281 USASichuan Univ, Coll Chem, Chengdu 610064, Peoples R China