| 具有双向检测机制的ART2神经元网络 |
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| 引用本文： | 钟旭,陈德钊,陈亚秋,罗建宏. 具有双向检测机制的ART2神经元网络[J]. 浙江大学学报(工学版), 2004, 38(12): 1540-1544 |
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| 作者姓名： | 钟旭 陈德钊 陈亚秋 罗建宏 |
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| 作者单位： | 浙江大学化工系，浙江大学化工系，浙江大学化工系，浙江大学化工系 浙江杭州310027，浙江杭州310027，浙江杭州310027，浙江杭州310027 |
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| 摘 要： | 为了解决传统的自适应共振理论(T-ART2)网络和增设最初模板的ART2(OP-ART2)网络对模式类渐变过程的不敏感性而导致的识别性能较差的缺陷,提出具有双向检测机制的ART2(BM-ART2)网络.它增设两个门限,对输入模式的聚类进行双向检测,并采用更能反映模式本身特性的比较层输出计算相似度.对一组等腰三角形模式的聚类测试表明,BM-ART2网络能识别模式类的渐变过程,杜绝或减少了模式超出与交混等异常现象,其聚类性能明显优于原先的ART2网络.
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| 关 键 词： | 自适应共振 神经网络 聚类 双向检测 门限 |
| 文章编号： | 1008-973X(2004)12-1540-05 |
| 修稿时间： | 2003-08-07 |
ART2 neural network with bidirectional matching mechanism |
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| ZHONG Xu,CHEN De-zhao,CHEN Ya-qiu,LUO Jian-hong. ART2 neural network with bidirectional matching mechanism[J]. Journal of Zhejiang University(Engineering Science), 2004, 38(12): 1540-1544 |
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| Authors: | ZHONG Xu CHEN De-zhao CHEN Ya-qiu LUO Jian-hong |
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| Abstract: | A novel bidirectional matching adaptive resonance theory (BMART2)neural network was proposed to improve insensitivity to gradual processes of traditional ART2(TART2)and original-pattern ART2(OPART2) neural network. By means of adding two bounds, the proposed network had a bidirectional matching on the clustering of input patterns and used output of comparing layer to calculate the degree of similarity. The clustering result of a series of isoceles triangle patterns shows that BMART2 network is sensitive to gradual processes and can perform clustering gradual patterns better than the other two ART2 networks. |
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| Keywords: | adaptive resonance neural network clustering bidirectional matching bound |
| 本文献已被 CNKI 维普 万方数据 等数据库收录！ |
