图3 灰度共生矩阵特征参数
　　Fig.3 Features of GLCM
　　6 结论
　　基于灰度共生矩阵的纹理特征参数能较好的描述回转窑的熟料表面纹理,利用Fisher系数提取出最佳位置算子和最有效分类参数集能有效的避免传统方法中计算灰度共生矩阵的随意性和大计算量,既保证了分类识别的精度,又充分考虑了在线识别的实时性。基于约简的纹理特征参数组,经典的C4.5决策树算法实现了三种烧结状态下的熟料的分类,分类精度达到95.65%,这充分说明了用纹理分析方法进行熟料烧结状态判别的可行性。
　　参考文献
　　[1] M.He, J.Zhang, X.Y.Liu. Determination of the Repose angle of Stuff in Rotary Kiln Based on Image Processing. The 9th International Conference on Electronic Measurement& Instruments(ICEMI), Beijing, China, Aug., 2009(4): 97-101.
　　[2] 何敏,章兢,何昭晖,靖立伟. 基于回转窑图像的熟料填充率测量[J].仪器仪表学报,2009,30(12): 2586-2592
　　He Min, Zhang Jing, He Zhaohui, Jing Liwei, Measurement of filling percentage of clinker using rotary kiln image[J]. Chinese Journal of Scientific Instrument,2009, 30 (12): 2586-2592
　　[3] Christodoulou,C.I.,Michaelides, S.C., Pattichis, C.S.. Pattichis. Multifeature Texture Analysis for the Classification of Clouds in Satellite Imagery[J]. IEEE Trans. on Geoscience and Remote Sensing, 2003, 41(11):2662-2668.
　　[4] Adele Lauria. GPCALMA: Implementation in Italian hospitals of a computer aided detection system for breast lesions by mammography examination[J]. Physica Medica, 2009, 25(2): 58-72
　　[5] Jayson Tessiera, Carl Duchesnea, et.al..Estimation of alumina content of anode cover materials using multivariate image analysis techniques[J]. Chemical Engineering Science, 2008, 63(5):1370-1380
　　[6] Ohanian P P, Dubes R C. Performance evaluation for four classes of texture feature[J].Pattern Recognition, 1992,25(8):819-833.
　　[7] R.M., Haralick, K.Shanmugam, and I. Dinstein. Textural features for image classification[J]. IEEE Trans. On Systems, Man and Cybernetics, 1973, 3(6): 610-621.
　　[8] R.W.Conners and C.A.Harlow. A theoretical com- pareson of texture algorithms[J]. IEEE Trans. On Pattern Analysis and Machine Intelligence,1980, 2(3): 204-222.
　　[9] Theodoridis,S.,Koutroumbas,K. Pattern Recognition [M]., Academic Press: New York, 1998.
　　[10] Quinlan J R.C4.5:Programs for Machine Leaming [M]. San Francisco, CA: Morgan Kaufmann, 1993.
　　[11] Weiming Hu, Ou Wu, et.al. Recognition of Pornographic Web Pages by Classifying Texts and Images[J]. IEEE Trans. on Pattern Analysis and Machine Intelligence, 2007, 29(6): 1019 -1034
　　[12] Linhui Jia,Kitchen,L. Object-based image similarity computation using inductive learning of contour- segment relations[J]. IEEE Trans. on Image Processing, 2000,9 (1): 80 -87
 

(责任编辑：南粤论文中心)转贴于南粤论文中心: http://www.nylw.net(南粤论文中心__代写代发论文_毕业论文带写_广州职称论文代发_广州论文网）