| 基于仿射不变矩的轴心轨迹自动识别方法 |
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| 引用本文： | 付波,周建中,彭兵,赵炳.基于仿射不变矩的轴心轨迹自动识别方法[J].华中科技大学学报(自然科学版),2007,35(3):119-122. |
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| 作者姓名： | 付波 周建中 彭兵 赵炳 |
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| 作者单位： | 华中科技大学,水电与数字化工程学院,湖北,武汉,430074 |
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| 基金项目： | 国家自然科学基金
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国家自然科学基金
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高等学校博士学科点专项科研项目 |
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| 摘 要： | 讨论了仿射不变矩的原理,通过改进仿射不变矩的积分因子,保证了积分因子在仿射变换下的不变性,将仿射不变矩应用于水电机组轴心轨迹特征的提取.通过计算轴心轨迹的仿射不变矩作为特征向量,结合人工神经网络方法,提出了一种高效的轴心轨迹自动识别新方法.对3类典型的轴心轨迹的自动识别进行了仿真试验,并与Hu氏不变矩方法的识别效果进行对比.试验结果表明:采用仿射不变矩方法的轴心轨迹识别率达到95%,明显高于Hu氏不变矩的识别率,仿射不变矩具有比Hu氏不变矩更好的轴心轨迹识别能力.
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| 关 键 词： | 仿射不变矩 人工神经网络 轴心轨迹 识别 仿射不变矩 轴心轨迹 自动识别 识别方法 moment invariants affine 识别能力 识别率 结果 仿真试验 识别效果 不变矩方法 类典型 网络方法 人工神经 结合 特征向量 计算 提取 轨迹特征 |
| 文章编号： | 1671-4512(2007)03-0119-04 |
| 修稿时间： | 10 19 2005 12:00AM |
Auto-recognition of shaft orbits using affine moment invariants |
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| Fu Bo,Zhou Jianzhong,Peng Bing,Zhao Bing.Auto-recognition of shaft orbits using affine moment invariants[J].JOURNAL OF HUAZHONG UNIVERSITY OF SCIENCE AND TECHNOLOGY.NATURE SCIENCE,2007,35(3):119-122. |
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| Authors: | Fu Bo Zhou Jianzhong Peng Bing Zhao Bing |
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| Affiliation: | College of Hydropower and Information Engineering, Huazhong University of Science and Technology, Wuhan 430074, China |
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| Abstract: | The affine moment invariants(AMIs) were discussed.By modifying the integral factor,the affine invariance of the integral factor for the curves was kept.AMIs were used to the feature extraction of shaft orbit based on the modification.A new method based on AMIs combined with Artificial Neural Network is presented to recognize the shaft orbits of hydropower generating sets.A simulation experiment of automatic identification for three typical axis orbits is provided.The experimental results reveal that the ratio of recognition by AMIs,which achieves 95 %,is much superior to that of Hu moment invariants(HMIs).The performance of the proposed method is better than that of HMIs. |
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| Keywords: | affine moment invariants artificial neural network shaft orbit shape recognition |
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