Estimations of RR intervals;
Linear phase;
Singular spectrum analysis;
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摘要:
Denoising is the first step in both the QRS complex detection and the beat classification. However, infinite impulse response filters usually exhibit nonlinear phase responses. As a result, the group delays of the output signals based on the infinite impulse response filtering are different at different time instants. This causes the inaccuracies of the estimations of the RR intervals of the electrocardiograms. In this paper, the denoising is performed based on the singular spectrum analysis approach. The linear phase properties of the singular spectrum analysis components are investigated. Finally, the RR intervals of the denoised electrocardiograms are estimated and those obtained based on the infinite impulse response filtering approach are compared. The computer numerical simulation results show that the estimation performance based on the singular spectrum analysis approach outperforms that based on the infinite impulse response filtering approach.
机构:
Islamic Azad Univ, Dept Mech Engn, Pardis Branch, Tehran, IranIslamic Azad Univ, Dept Mech Engn, Pardis Branch, Tehran, Iran
Abdollahzade, Majid
Miranian, Arash
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机构:
Islamic Azad Univ, Dept Elect Engn, Mashhad Branch, Mashhad, IranIslamic Azad Univ, Dept Mech Engn, Pardis Branch, Tehran, Iran
Miranian, Arash
Hassani, Hossein
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机构:
Bournemouth Univ, Execut Business Ctr, Stat Res Ctr, Poole BH12 5BB, Dorset, England
IIES, Tehran 1967743711, IranIslamic Azad Univ, Dept Mech Engn, Pardis Branch, Tehran, Iran
Hassani, Hossein
Iranmanesh, Hossein
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Univ Tehran, Dept Ind Engn, Tehran, IranIslamic Azad Univ, Dept Mech Engn, Pardis Branch, Tehran, Iran
机构:
Univ Novi Sad, Dept Chem Biochem & Environm Protect, Novi Sad 21000, SerbiaVelagapudi Ramakrishna Siddhartha Engn Coll, Dept Chem, Vijayawada 520007, Andhra Pradesh, India
Armakovic, Sanja J.
Armakovic, Stevan
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Univ Novi Sad, Dept Phys, Novi Sad 21000, SerbiaVelagapudi Ramakrishna Siddhartha Engn Coll, Dept Chem, Vijayawada 520007, Andhra Pradesh, India
机构:
Beijing Inst Technol, Sch Math & Stat, Beijing 100081, Peoples R China
Mohi ud Din Islamic Univ, Dept Math, Nerian Sharif 12010, Azad Jammu and, PakistanBeijing Inst Technol, Sch Math & Stat, Beijing 100081, Peoples R China
Khan, Waqar Azeem
Anjum, Nazash
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机构:
Mohi ud Din Islamic Univ, Dept Math, Nerian Sharif 12010, Azad Jammu and, PakistanBeijing Inst Technol, Sch Math & Stat, Beijing 100081, Peoples R China
Anjum, Nazash
Hussain, Iftikhar
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机构:
Mohi ud Din Islamic Univ, Dept Math, Nerian Sharif 12010, Azad Jammu and, PakistanBeijing Inst Technol, Sch Math & Stat, Beijing 100081, Peoples R China
Hussain, Iftikhar
Ali, Mehboob
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机构:
Guangxi Minzu Univ, Ctr Appl Math Guangxi, Sch Math & Phys, Nanning 530006, Peoples R ChinaBeijing Inst Technol, Sch Math & Stat, Beijing 100081, Peoples R China
Ali, Mehboob
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Saleem, S.
Mohammed, Rubina Sultana
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机构:
Jazan Univ, Coll Sci, Dept Math, Jazan 45142, Saudi ArabiaBeijing Inst Technol, Sch Math & Stat, Beijing 100081, Peoples R China