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Study on gastric interdigestive pressure activity based on phase space reconstruction and FastICA algorithm.

机译:基于相空间重构和FastICA算法的胃内消化压力活动研究。

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摘要

To investigate the features of the gastric interdigestive pressure activity under normal physiological conditions, we have developed the wireless radiotelemetry capsule based on a telemetry technique. Twelve healthy volunteers participated in this study. 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.
机译:为了研究正常生理条件下胃消化性压力活动的特征,我们开发了基于遥测技术的无线遥测胶囊。十二名健康志愿者参加了这项研究。压力活动数据是胃动力的重要指标,可以从无线遥测胶囊获得。但是胶囊仅记录一维压力时间序列,该时间序列可能同时包含一些相互依赖的成分。采用自动嵌入相空间重构算法重构多维相空间。然后使用FastICA算法确定胃收缩的主要和分离成分。最后研究了Hilbert Huang变换方法在分析胃动力特征方面的应用。结果表明,该方法是分析胃压序列的有效方法。

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