Identification of Granite Varieties from Colour Spectrum Data

被引:12
作者
Araujo, Maria [1 ]
Martinez, Javier [2 ]
Ordonez, Celestino [1 ]
Antonio Vilan, Jose [3 ]
机构
[1] Univ Vigo, Dept Environm Engn, Vigo 36310, Spain
[2] Ctr Univ Def, Acad Gen Mil, Zaragoza 50090, Spain
[3] Univ Vigo, Dept Mech Engn, Vigo 36310, Spain
关键词
spectrophotometer; functional data; classification; SVM; PUK kernel; CLASSIFICATION;
D O I
10.3390/s100908572
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
The granite processing sector of the northwest of Spain handles many varieties of granite with specific technical and aesthetic properties that command different prices in the natural stone market. Hence, correct granite identification and classification from the outset of processing to the end-product stage optimizes the management and control of stocks of granite slabs and tiles and facilitates the operation of traceability systems. We describe a methodology for automatically identifying granite varieties by processing spectral information captured by a spectrophotometer at various stages of processing using functional machine learning techniques.
引用
收藏
页码:8572 / 8584
页数:13
相关论文
共 23 条
[1]  
[Anonymous], 2000, BILLMEYER SALTZMANS
[2]  
[Anonymous], 2006, GEOCIENCIAS
[3]   Geographical classification of olive oils by the application of CART and SVM to their FT-IR [J].
Caetano, Sonia ;
Uestuen, Buelent ;
Hennessy, Siobhan ;
Smeyers-Verbeke, Johanna ;
Meissen, Willem ;
Downey, Gerard ;
Buydens, Lutgarde ;
Heyden, Yvan Vander .
JOURNAL OF CHEMOMETRICS, 2007, 21 (7-9) :324-334
[4]  
Deville J. C., 1974, Annales de l'INSEE, V15, P3, DOI DOI 10.2307/20075177
[5]  
*INT COMM ILL, 2007, S0144E2007 CIE INT C
[6]  
Kandaswamy Umasankar, 2005, Proceedings of the SPIE - The International Society for Optical Engineering, V5999, p59990W, DOI 10.1117/12.632590
[7]   Shape functional optimization with restrictions boosted with machine learning techniques [J].
Lopez, M. ;
Martinez, J. ;
Matias, J. M. ;
Taboada, J. ;
Vilan, J. A. .
JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2010, 234 (08) :2609-2615
[8]   Functional classification of ornamental stone using machine learning techniques [J].
Lopez, M. ;
Martinez, J. ;
Matias, J. M. ;
Taboada, J. ;
Vilan, J. A. .
JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2010, 234 (04) :1338-1345
[9]   Functional support vector machines and generalized linear models for glacier geomorphology analysis [J].
Matias, J. M. ;
Ordonez, C. ;
Taboada, J. ;
Rivas, T. .
INTERNATIONAL JOURNAL OF COMPUTER MATHEMATICS, 2009, 86 (02) :275-285
[10]   STUDY OF COLORS AND DEGREES OF WEATHERING OF GRANITIC-ROCKS BY VISIBLE DIFFUSE REFLECTANCE SPECTROSCOPY [J].
NAGANO, T ;
NAKASHIMA, S .
GEOCHEMICAL JOURNAL, 1989, 23 (02) :75-83