Photoplethysmograph Signal Reconstruction based on a Novel Motion Artifact Detection-Reduction Approach. Part II: Motion and Noise Artifact Removal
Citations
147 citations
Cites background or methods from "Photoplethysmograph Signal Reconstr..."
...HR monitoring using PPG signals has many advantages compared to using traditional ECG sensors, such as simpler hardware implementation, lower cost, and no need for daily application of electrodes [4]....
[...]
...[4] proposed a motion artifact removal algorithm using SSA....
[...]
...Some of the popular BSS techniques are independent component analysis (ICA) [17], canonical correlation analysis (CCA) [18], principle component analysis (PCA) [19], and singular spectrum analysis (SSA) [4,20]....
[...]
...Salehizadeh et al. [4] proposed a motion artifact removal algorithm using SSA....
[...]
...TROIKA has two extra stages of signal decomposition and reconstruction using singular spectrum analysis (SSA) and it then applies temporal difference operations on the SSA-reconstructed PPG. SSA components are compared to the accelerometer signals and those components with close frequencies to the accelerometer signals are discarded and the rest are used to reconstruct the signal....
[...]
122 citations
Cites methods from "Photoplethysmograph Signal Reconstr..."
...Noise removal algorithms should be tested on the PPG data to reconstruct the HRV information [26]....
[...]
112 citations
70 citations
67 citations
References
17,446 citations
15,391 citations
8,522 citations
6,284 citations