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System and Method for Building Feature strengthened based Pattern Recognition Model

机译:基于特征增强的模式识别模型建立系统和方法

摘要

The present invention performs a first-order DTW (Dynamic Time Warping) operation for identifying a pattern of a most similar representative data sequence based on representative data sequences of patterns learned for a data sequence to be analyzed, and when there are patterns similar to the identified pattern And an apparatus and method for constructing a pattern recognition model based on a feature-highlighted DTW by extracting sub-features having distinct characteristics for enhancing discrimination between the data sequences and performing second DTW operations on the DTWs A first DTW pattern recognition unit for performing a pattern recognition by applying a DTW algorithm to data sequences of patterns learned in the pattern learning unit of the feature emphasis pattern learning unit and a data sequence t when an arbitrary data sequence t is inputted; The DTW pattern recognizer recognizes patterns similar to those defined in the similar pattern set construction section A similar pattern determination unit for determining whether a turn set exists or not; if it is determined that there are similar patterns represented by a similar pattern set, reconstructing the representative data sequences into distinct sub- A second DTW pattern recognition unit for performing a second DTW pattern recognition on one data sequence and a data sequence of the t reconstructed in the same manner, and a second DTW pattern recognition unit for finally determining a pattern based on the result of pattern recognition by the second DTW pattern recognition unit And a pattern determination unit.
机译:本发明执行一阶DTW(动态时间规整)操作,用于基于对要分析的数据序列学习的模式的代表性数据序列,识别最相似的代表性数据序列的模式,并且当存在与识别的图案以及用于通过突出显示具有不同特征的子特征以增强数据序列之间的区别并在DTW上执行第二DTW操作来基于特征突出显示的DTW构造图案识别模型的设备和方法。当输入了任意数据序列t时,通过对特征增强模式学习单元的模式学习单元中学习的模式的数据序列和数据序列t应用DTW算法,进行模式识别; DTW图案识别器识别与相似图案组构造部分中定义的图案相似的图案。相似图案确定单元用于确定转弯组是否存在;如果确定存在由相似模式集表示的相似模式,则将代表数据序列重构为不同的子。第二DTW模式识别单元,用于对一个重建的t个数据序列和一个数据序列执行第二DTW模式识别。第二DTW模式识别单元以相同的方式最终基于第二DTW模式识别单元和模式确定单元的模式识别结果来确定模式。

著录项

  • 公开/公告号KR101959522B1

    专利类型

  • 公开/公告日2019-03-18

    原文格式PDF

  • 申请/专利权人 단국대학교 산학협력단;

    申请/专利号KR20170092791

  • 发明设计人 이석균;

    申请日2017-07-21

  • 分类号G06K9/62;G06K9/42;G06K9/46;

  • 国家 KR

  • 入库时间 2022-08-21 11:48:54

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