Extracting information from the molten salt database

被引:17
作者
Gadzuric, Slobodan [1 ]
Suh, Changwon
Gaune-Escard, Marcelle
Rajan, Krishna
机构
[1] Ecole Polytech, IUSTI, CNRS 6595, F-13453 Marseille 13, France
[2] Univ Novi Sad, Fac Sci, Dept Chem, Novi Sad 21000, Serbia
[3] Iowa State Univ, CoSMIC, NSF Int Mat Inst, Dept Mat Sci & Engn, Ames, IA 50011 USA
来源
METALLURGICAL AND MATERIALS TRANSACTIONS A-PHYSICAL METALLURGY AND MATERIALS SCIENCE | 2006年 / 37A卷 / 12期
关键词
D O I
10.1007/s11661-006-1034-6
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Molten salt technology is a catchall phrase that includes some very diverse technologies; electrochemistry, heat transfer, chemical oxidation/reduction baths, and nuclear reactors. All of these technologies are linked by the general characteristics of molten salts that can function as solvents, have good heat-transfer characteristics, function like a fluid, can attain very high temperatures, can conduct electricity, and also may have chemical catalytic properties. The Janz molten salt database is the most comprehensive compilation of property data about molten salts available today and is widely used for both fundamental and applied purposes. Databases are traditionally viewed as "static" documents that are used in a "search and retrieval" mode. These static data can be transformed by informatics and data mining tools into a dynamic dataset for analysis of the properties of the materials and for making predictions. While this approach has been successful in the chemical and biochemical sciences in searching for and establishing structure-property relationships, it is not widely used in the materials science community. Because the design of the original molten salt database was not oriented toward this informatics goal, it was essential to evaluate this dataset in terms of data mining standards. Two techniques were used-a projection (principal components analysis (PCA)) and a predictive method (partial least squares (PLS))-in conjunction with fundamental knowledge acquired from the long-term practice of molten salt chemistry.
引用
收藏
页码:3411 / 3414
页数:4
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