A major event feature time sequence analysis method based on a DTW algorithm

By using the DTW algorithm and multimodal feature extraction, the problem of time misalignment of features in major events is solved, enabling efficient and accurate feature sorting and logical judgment in event analysis, thereby improving the accuracy and reliability of event analysis.

CN122412977APending Publication Date: 2026-07-17THE 54TH RESEARCH INSTITUTE OF CHINA ELECTRONICS TECHNOLOGY GROUP CORPORATION

Patent Information

Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
THE 54TH RESEARCH INSTITUTE OF CHINA ELECTRONICS TECHNOLOGY GROUP CORPORATION
Filing Date
2026-03-31
Publication Date
2026-07-17

AI Technical Summary

Technical Problem

Traditional time series analysis methods struggle to accurately characterize the asynchronous or delayed time features of multidimensional major events, making it difficult to accurately depict the evolutionary patterns of events.

Method used

The Dynamic Time Warping (DTW) algorithm is combined with multimodal feature extraction. By constructing feature time series and calculating DTW distance, and combining feature logical relationships and dependencies, the order of feature occurrence is determined, and feature importance weights are calculated using entropy weighting or analytic hierarchy process.

Benefits of technology

It improves the accuracy and reliability of major event analysis, achieves time alignment of multi-source features, and outputs an ordered event evolution logic.

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Abstract

本发明公开了一种基于DTW算法的重大事件特征时序分析方法,属于事件时序分析与智能决策技术领域。其包括:采集重大事件相关数据,对采集的数据进行预处理,得到具有时间戳的格式化文本数据;基于预设的特征库,从格式化文本数据中识别并提取出与重大事件相关的特征;采用动态时间规整算法,对提取的特征进行时间序列分析,生成重大事件征候特征的时序排列。本发明针对事件特征因数据异步或延迟导致的时序不对齐问题,通过DTW算法进行弹性时序对齐,具有计算效率高、通用性强、易于实现的特点。
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