基于独立成分分析和量子粒子群算法的胎儿心电提取

来源 :生物医学工程学杂志 | 被引量 : 0次 | 上传用户:jlckyang123
下载到本地 , 更方便阅读
声明 : 本文档内容版权归属内容提供方 , 如果您对本文有版权争议 , 可与客服联系进行内容授权或下架
论文部分内容阅读
胎儿心电图(FECG)是反映胎儿心脏电生理活动的一项客观指标,获取的FECG受到母体心电图(MECG)的干扰,如何快捷、有效的提取FECG成为重要的研究课题。在非侵入方式下,FECG的提取算法中独立成分分析(ICA)算法被认为是效果最好的方法,但现有求解其分解矩阵的算法收敛性能都不太高。量子粒子群(QPSO)算法是一种收敛于全局的智能优化算法。因此,提出了一种结合QPSO的ICA方法。研究结果表明,与其他在非侵入方式下的主要提取算法相比,这种方法能更清晰准确地提取出有用信号,为胎儿的健康检测提供了更好的方法。 Fetal electrocardiogram (FECG) is an objective indicator of electrophysiological activity in fetal heart. Fetal ECG obtained is disturbed by maternal electrocardiogram (MECG). How to extract FECG rapidly and effectively has become an important research topic. In the non-intrusive way, the independent component analysis (ICA) algorithm of FECG extraction algorithm is considered as the best method, but the existing convergence algorithms of its decomposition matrix are not very high. Quantum Particle Swarm Optimization (QPSO) is a kind of intelligent optimization algorithm that converges to the global. Therefore, an ICA method combined with QPSO is proposed. The results show that this method can extract useful signals more clearly and accurately than other main algorithms in noninvasive mode, which provides a better method for fetal health detection.
其他文献
请下载后查看,本文暂不支持在线获取查看简介。 Please download to view, this article does not support online access to view profile.
过去40年里,台湾的职业技术教育始终贯彻与经济发展相适应的原则,较好地满足了经济发展多元、多变的需求,促进了台湾经济的腾飞。一、重视职业技术教育、人力资源开发与经济
一、问题的提出小娟(化名)今年26岁,家住威宁。2011年6月27日,因为给朋友过生日玩晚了不方便回家,她便和男友去该县星光路一家小旅社开房。半夜,小娟起床上厕所,厕所是公厕,
有人曾经说过,伟人之所以伟大,是因为他与别人共处逆境时,别人失去了信心,他却下决心实现自己的目标。玛吉塔自幼有一个与母亲一起环游世界的梦想,为了实现自己的梦想,她7岁
图书外借遗失,理当进行相应赔偿,国内众多图书馆采用以图书原价为基数乘以一定倍数的方法计算赔偿额,而用这种简单倍率制算出的赔偿额往往与图书馆实际损失相去甚远。而从重
desire  n. 渴望,欲望,渴求  The boy has a strong desire for knowledge.  这个男孩有着强烈的求知欲。  vt. 希望得到,想要,要求  desire sth  desire to do sth  desire sb to do sth  She desired to continue her career in teaching.  她渴望继
这是一件发生在中国西部地区划时代的旷世杰作,它雄踞陕西东门户;这是陕西省全国一流的市场;这是城市专业市场的一场变革。它承担着打造渭南“商贸物流中心城市”的历史使命;
【作文题目】  请根据以下提示,结合你生活中的一个事例,以show more concern over the disabled为题,写一篇120字左右的短文。  It is reported that there are approximately 85 million disabled people in our country. They are a disadvantageous grou
A  A pilot and four people were on a small plane. Suddenly something was wrong with the machine while it was flying in the sky.The smoke was everywhere in the plane. The pilot told the people there we
Since the discovery of the Tahe oilfield,it has been controversial on whether the main source rock is in the Cambrian or Middle-Upper Ordovician strata.In this