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不变矩的改进支持向量机在显微目标识别中的应用研究 被引量:5
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作者 曾祥进 黄心汉 王敏 《机器人》 EI CSCD 北大核心 2009年第2期118-123,共6页
为完成多个微小零件的识别,提出了一种改进的支持向量机分类算法.该算法应用基于边缘提取的不变矩获得特征属性,利用基于粗糙集的可辨识矩阵的启发式属性约简算法获得特征属性的约简,最后应用支持向量机进行目标识别分类.比较了使用支... 为完成多个微小零件的识别,提出了一种改进的支持向量机分类算法.该算法应用基于边缘提取的不变矩获得特征属性,利用基于粗糙集的可辨识矩阵的启发式属性约简算法获得特征属性的约简,最后应用支持向量机进行目标识别分类.比较了使用支持向量机分类和使用提出的改进支持向量机分类对多个微小零件识别的效果.在显微视觉环境下的实验表明,提出的改进支持向量机分类方法能满足系统应用要求,分辨率达95%. 展开更多
关键词 不变矩 改进的支持向量机 粗糙集:属性约简 目标识别
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MAINTENANCE LEVEL DECISION OF AERO-ENGINE BASED ON VPRS THEORY 被引量:3
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作者 张海军 左洪福 梁剑 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2005年第4期281-284,共4页
An aero-engine is a typically repairable and complex system and its maintenance level has a close relationship with the maintenance cost. The inaccurate measurement for the maintenance level of an aero-engine can indu... An aero-engine is a typically repairable and complex system and its maintenance level has a close relationship with the maintenance cost. The inaccurate measurement for the maintenance level of an aero-engine can induce higher overhaul maintenance costs. Variable precision rough set (VPRS) theory is used to determine the maintenance level of an aero-engine. According to the relationship between condition information and performance parameters of aero-engine modules, decision rules are established for reflecting the real condition of an aeroengine when its maintenance level needs to be determined. Finally, the CF6 engine is used as an example to illustrate the method to be effective. 展开更多
关键词 repairable system AERO-ENGINE maintenance level variable precision rough set attribute reduction
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