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| 1 | +%% Edge effect using resample |
| 2 | + |
| 3 | +% This script shows the edge effect due to resampling operation in signals. |
| 4 | +% In addition, it presents two alternatives to fix it. |
| 5 | + |
| 6 | +% Author: MSc. David Castro Piñol |
| 7 | + |
| 8 | +clear; close all; clc; |
| 9 | +load ecgSignal; |
| 10 | +Fs = 250; |
| 11 | +newFs = 360; |
| 12 | + |
| 13 | +n = 0:length(ecgSignal)-1; |
| 14 | +t1 = n*1/Fs; |
| 15 | + |
| 16 | +%% Problem Edge Effects |
| 17 | + |
| 18 | +signalResampled = resample(ecgSignal,newFs,Fs); |
| 19 | +n2 = 0:length(signalResampled)-1; |
| 20 | +t2 = n2*1/newFs; |
| 21 | + |
| 22 | +figure; plot(t1,ecgSignal,'b',t2,signalResampled,'r'); ylim([-4.7 -2.5]); |
| 23 | +xlabel('Time (s)'); ylabel('Signal'); legend('Original','Resampled', ... |
| 24 | + 'Location','NorthWest'); |
| 25 | + |
| 26 | +%% First Alternative: mean normalization |
| 27 | + |
| 28 | +ecgSignalMeanOff = ecgSignal - mean(ecgSignal); |
| 29 | +signalResampled = resample(ecgSignalMeanOff,newFs,Fs); |
| 30 | +n2 = 0:length(signalResampled)-1; |
| 31 | +t2 = n2*1/newFs; |
| 32 | + |
| 33 | +figure; plot(t1,ecgSignalMeanOff,'bo-',t2,signalResampled,'r*-'); |
| 34 | +xlabel('Time (s)'); ylabel('Signal'); legend('Zero Mean','Resampled', ... |
| 35 | + 'Location','NorthWest'); |
| 36 | + |
| 37 | +%% Second Alternative: Flip and shift |
| 38 | + |
| 39 | +L = ceil(length(ecgSignal)*newFs/Fs); |
| 40 | +flipedSignal = [flip(ecgSignal);ecgSignal;flip(ecgSignal)]; |
| 41 | +signalResampled = resample(flipedSignal,newFs,Fs); |
| 42 | + |
| 43 | +figure; subplot(211);plot(signalResampled,'b'); title('Flip and Shift ECG signal'); |
| 44 | +hold on; plot(L:2*L-1,signalResampled(L:2*L-1),'r'); |
| 45 | +cutSignal = signalResampled(L:2*L-1); |
| 46 | +subplot(212);plot(t2,cutSignal,'r'); title('Cutting signal'); |
| 47 | + |
| 48 | + |
| 49 | + |
| 50 | + |
| 51 | + |
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