Sharma Tanushree, Sharma Kamalesh K
Department of Electronics and Communication Engineering, Malaviya National Institute of Technology, JLN Marg, Malaviya Nagar, Jaipur 302017, Rajasthan, India.
Malaviya National Institute of Technology, Jaipur 302017, Rajasthan, India.
Biomed Tech (Berl). 2018 Mar 28;63(2):207-217. doi: 10.1515/bmt-2016-0072.
Detection of QRS complexes in ECG signals is required for various purposes such as determination of heart rate, feature extraction and classification. The problem of automatic QRS detection in ECG signals is complicated by the presence of noise spectrally overlapping with the QRS frequency range. As a solution to this problem, we propose the use of least-squares-optimisation-based smoothing techniques that suppress the noise peaks in the ECG while preserving the QRS complexes. We also propose a novel nonlinear transformation technique that is applied after the smoothing operations, which equalises the QRS amplitudes without boosting the supressed noise peaks. After these preprocessing operations, the R-peaks can finally be detected with high accuracy. The proposed technique has a low computational load and, therefore, it can be used for real-time QRS detection in a wearable device such as a Holter monitor or for fast offline QRS detection. The offline and real-time versions of the proposed technique have been evaluated on the standard MIT-BIH database. The offline implementation is found to perform better than state-of-the-art techniques based on wavelet transforms, empirical mode decomposition, etc. and the real-time implementation also shows improved performance over existing real-time QRS detection techniques.
出于多种目的,如心率测定、特征提取和分类等,需要检测心电图(ECG)信号中的QRS复合波。ECG信号中自动QRS检测问题因存在与QRS频率范围频谱重叠的噪声而变得复杂。作为该问题的解决方案,我们提出使用基于最小二乘优化的平滑技术,该技术可抑制ECG中的噪声峰值,同时保留QRS复合波。我们还提出了一种新颖的非线性变换技术,该技术在平滑操作之后应用,可在不增强被抑制的噪声峰值的情况下使QRS幅度均衡。经过这些预处理操作后,最终可以高精度检测出R波峰。所提出的技术计算量低,因此可用于诸如动态心电图监测仪等可穿戴设备中的实时QRS检测,或用于快速离线QRS检测。所提出技术的离线和实时版本已在标准MIT - BIH数据库上进行了评估。发现离线实现的性能优于基于小波变换、经验模态分解等的现有技术,并且实时实现也比现有的实时QRS检测技术表现出更好的性能。