Table 2.
AREs for four key physiological points of three types of tactile sensors after eight denoising methods.
| Butterworth [19] | Wavelet [20] | EMD [22] | VMD [24] | MA [26] | RPCA [27] | WRPCA [28] | cc-DWRPCA [13] | ANOVAa | ||
|---|---|---|---|---|---|---|---|---|---|---|
| 3 × 4 | P1 | 0.068 ± 0.029 | 0.093 ± 0.024 | 0.100 ± 0.030 | 0.071 ± 0.032 | 0.068 ± 0.024 | 0.197 ± 0.016 | 0.067 ± 0.033 | 0.062 ± 0.014 | p < 0.05 |
| P2 | 0.141 ± 0.062 | 0.198 ± 0.066 | 0.154 ± 0.065 | 0.145 ± 0.065 | 0.170 ± 0.078 | 0.174 ± 0.024 | 0.143 ± 0.067 | 0.076 ± 0.020 | p < 0.05 | |
| P3 | 0.249 ± 0.134 | 0.378 ± 0.125 | 0.276 ± 0.141 | 0.249 ± 0.137 | 0.259 ± 0.132 | 0.166 ± 0.035 | 0.253 ± 0.147 | 0.139 ± 0.078 | p < 0.05 | |
| P4 | 0.168 ± 0.081 | 0.187 ± 0.083 | 0.172 ± 0.080 | 0.176 ± 0.085 | 0.159 ± 0.081 | 0.154 ± 0.018 | 0.143 ± 0.077 | 0.063 ± 0.034 | p < 0.05 | |
| 4 × 6 | P1 | 0.239 ± 0.216 | 0.244 ± 0.202 | 0.270 ± 0.199 | 0.243 ± 0.215 | 0.230 ± 0.196 | 0.279 ± 0.084 | 0.258 ± 0.242 | 0.174 ± 0.144 | p < 0.05 |
| P2 | 0.526 ± 0.323 | 0.583 ± 0.304 | 0.527 ± 0.322 | 0.529 ± 0.320 | 0.573 ± 0.347 | 0.307 ± 0.195 | 0.560 ± 0.392 | 0.258 ± 0.322 | p < 0.05 | |
| P3 | 0.934 ± 0.514 | 1.096 ± 0.507 | 0.939 ± 0.512 | 0.923 ± 0.512 | 0.952 ± 0.510 | 0.425 ± 0.331 | 0.939 ± 0.501 | 0.457 ± 0.410 | p < 0.05 | |
| P4 | 0.653 ± 0.429 | 0.645 ± 0.440 | 0.651 ± 0.422 | 0.662 ± 0.425 | 0.631 ± 0.426 | 0.325 ± 0.220 | 0.596 ± 0.362 | 0.258 ± 0.270 | p < 0.05 | |
| 5 × 5−1 | P1 | 0.030 ± 0.023 | 0.077 ± 0.019 | 0.174 ± 0.068 | 0.078 ± 0.136 | 0.041 ± 0.019 | 0.246 ± 0.030 | 0.039 ± 0.025 | 0.038 ± 0.016 | p < 0.05 |
| P2 | 0.060 ± 0.031 | 0.156 ± 0.043 | 0.124 ± 0.054 | 0.128 ± 0.214 | 0.077 ± 0.047 | 0.249 ± 0.037 | 0.087 ± 0.036 | 0.065 ± 0.012 | p < 0.05 | |
| P3 | 0.095 ± 0.057 | 0.258 ± 0.075 | 0.224 ± 0.129 | 0.222 ± 0.357 | 0.103 ± 0.064 | 0.224 ± 0.047 | 0.109 ± 0.064 | 0.074 ± 0.041 | p < 0.05 | |
| P4 | 0.074 ± 0.045 | 0.142 ± 0.039 | 0.096 ± 0.046 | 0.189 ± 0.307 | 0.070 ± 0.039 | 0.238 ± 0.035 | 0.063 ± 0.041 | 0.044 ± 0.019 | p < 0.05 |
The one-way ANOVA results indicate the significant difference among AREs of the eight algorithms.