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基于分段时间序列的试井数据相似性查询算法
引用本文:杜奕,李纪锋. 基于分段时间序列的试井数据相似性查询算法[J]. 上海第二工业大学学报, 2008, 25(2): 97-102
作者姓名:杜奕  李纪锋
作者单位:1. 上海第二工业大学计算机与信息学院,上海,201209
2. 中国科学技术大学工程科学软件研究所,合肥,230027
基金项目:上海市高校优秀青年教师后备人选科研项目
摘    要:从石油试井数据序列查询的实际需求出发,给出一种新的时间序列相似性查询算法。该算法首先通过中线距离阈值和极值点两个约束条件分段线性拟合时间序列,利用分段动态弯曲距离度量获得相似的分段子序列,逐点检索该子序列实现序列的精确查询。实验结果表明,该算法具有良好的相似性查询质量和效率。

关 键 词:时间序列  分段拟合  分段动态弯曲距离  相似性查询

Querying Similar Well-Logging Data Based on Segmented Time Series
DU Yi,Li Ji-feng. Querying Similar Well-Logging Data Based on Segmented Time Series[J]. Journal of Shanghai Second Polytechnic University, 2008, 25(2): 97-102
Authors:DU Yi  Li Ji-feng
Affiliation:DU Yi , Li Ji-feng (1. School of Computer and Information, Shanghai Second Polytechnic University, Shanghai 201209; P.R.China ;2. The Institute of Engineering and Science Software of USTC, Hefei 230027, P.R.China)
Abstract:A new algorithm for querying similar time series was proposed to satisfy the requirement of searching similar well logging data in oil field. The approach first segments time series using two parameters of midline distance and turning points. After finding similar segmented subsequence by Segmented Dynamic Time Warping Distance, this method then search this subsequence point by point, by which the subsequence is acquired accurately. The experimental results show that this algorithm is efficient.
Keywords:time series  segmented fitting  Segmented Dynamic Time Warping Distance  similarity query
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