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机构地区:[1]天津大学计算机科学与工程系
出 处:《信息与控制》1996年第6期350-353,共4页Information and Control
基 金:天津市自然科学基金
摘 要:以GS红外卫星云图为对象,采用SAR(SimultaneousAutoRegressive)随机场纹理模型,抽取不同邻域下云图的纹理特征(ρ-粗糙度,θ-方向),确定了最佳邻域.运用分形(Fractal)理论,求取了描述云图自相似性特点的多种分数维,确定了最佳分数维.在上述研究工作的基础上,建立了全新的纹理识别模型SARF,研究结果表明,SARF模型不仅能全方位地表征云图的纹理特征,而且具有分类精度高,速度快等优点。Image texture analysis theory and its application in satellite imagery are discussed in this paper. Texture features of cloud imagery under different neighbourhood are extracted with the SAR random field texture model. The best neighbourhood set is choosed by using pattern recognition technique. Fractal theory is applied to the satellite imagery for its advantages in describing self similarity of high speed spinning vortex structure. Four kinds of estimation algorithms using the theory are implemented and experimental results show that information dimension is the best fractal feature to describe typhoon. A novel texture recognition model SARF model is proposed on the basis of much study stated above. The results indicate that SARF model can not only describe the total texture features of typhoon, but also help to reach a high precision and high speed in classification. The model can contribute much to the analyzing and processing of cloud imagery and hence to the development of meteorological science.
关 键 词:卫星云图 纹理分析 纹理特征 台风云图 台风分析
分 类 号:P458.124[天文地球—大气科学及气象学]
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