DocumentCode
3134403
Title
An information system for material microstructures
Author
Roberts, Kathrin ; Mucklich, Frank ; Schenkel, Ralf ; Weikum, Gerhard
Author_Institution
Dept. of Comput. Sci., Karlsruhe Univ., Germany
fYear
2004
fDate
21-23 June 2004
Firstpage
329
Lastpage
332
Abstract
This work presents an information system that supports a materialographic laboratory in class material samples based on microstructure images. The system uses database and Web technologies to manage its information and make it accessible to Internet users. Its core is a class based on support vector machines, that provides an automatic diagnosis of the material class of a given sample. The classifier uses texture features from an underlying image analysis, the so-called Haralick parameters, and stereologic features such as fractal dimension, Euler parameter, etc. In addition to the class the system provides a sensitivity analysis that allows the user to understand which features are most influential for certain class decisions. The system is fully operational and can be used on the Web.
Keywords
Internet; chemistry computing; crystal microstructure; feature extraction; image classification; image texture; information management; support vector machines; visual databases; Euler parameter; Haralick parameters; Internet; Web technologies; automatic diagnosis; class material samples; database technologies; fractal dimension; image analysis; image classifications; information management; information system; material class; material microstructures; materialographic laboratory; microstructure images; sensitivity analysis; stereologic features; support vector machines; texture features; Image databases; Information management; Information systems; Internet; Laboratories; Management information systems; Microstructure; Spatial databases; Support vector machines; Technology management;
fLanguage
English
Publisher
ieee
Conference_Titel
Scientific and Statistical Database Management, 2004. Proceedings. 16th International Conference on
ISSN
1099-3371
Print_ISBN
0-7695-2146-0
Type
conf
DOI
10.1109/SSDM.2004.1311224
Filename
1311224
Link To Document