基于相空间重构和FastICA算法的胃消化间期压力活动分析
Study on Gastric Interdigestive Pressure Activity Based on Phase Space Reconstruction and FastICA
压力活动数据较为重要的指标,该数据可以从无线遥测胶囊获得。但是遥测胶囊仅为单维的压力时间序列,常常同时包含一些独立分量。运用自动嵌入式相空间重构算法重构多维相空间。随后利用FastICA算法求出胃收缩独立分量。最后运用Hilbert-Huang 变换算法分析胃动力的特性。分析结果表明,本文所介绍的方法可以有效的分析胃压力序列特性。
Pressure activity data which are an important index of gastric motility can be obtained from the wireless radiotelemetry capsule. But the capsule only records single-dimensional pressure time series which may contain a few interdependent components simultaneously. Automated embedding phase space reconstruction algorithm is employed to reconstruct multi-dimensional phase space. Then the dominant and separated component of the gastric contractions is identified using FastICA algorithm. Finally the use of Hilbert Huang transform method for analyzing the characters of gastric motility is investigated. The results show that the proposed method is an effective approach for the analysis of the gastric pressure series.
昝鹏、颜国正、李倩如、黄标
医学研究方法基础医学生理学
遥测胶囊,胃动力,相空间重构,FastICA算法
radiotelemetry capsule gastric motility phase space reconstruction FastICA algorithm
昝鹏,颜国正,李倩如,黄标.基于相空间重构和FastICA算法的胃消化间期压力活动分析[EB/OL].(2008-03-20)[2025-08-02].http://www.paper.edu.cn/releasepaper/content/200803-539.点此复制
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