Exps Ref-PY Methods U-Sub Acc (%) 1 [4 ], 2008 FFT-RIR-PFD-HFD-HPs-PNN 38 ZO-NF 99.5 [5 ], 2017 ATFFWT-HFD-SVM 17 ZO-NF 92.5 [6 ], 2017 TQFWT-HFD-SVM 13 ZO-NF 98.5 [9 ], 2018 MFA-SVM 14 ZO-NF 96.25 [7 ], 2019 BOWT-HFD-NLfeats-En-SVM 25 ZO-NF 99 [11 ], 2020 Derivative-LogVar-Kt 2 Z-N 100 This work HFD-PML 2 Z-N/O-N/ZO-N/Z-F/O-F/ZO-F 100 3 Z-NF/O-NF/ZO-NF 2 [4 ], 2008 FFT-RIR-PFD-HFD-HPs-PNN 38 ZO-S 98.3 [5 ], 2017 ATFFWT-HFD-SVM 7/8/16 Z-S/O-S/ZO-S 100 [6 ], 2017 TQFWT-HFD-SVM 10/5/8 Z-S/O-S/ZO-S 100 [7 ], 2019 BOWT-HFD-NLfeats-En-SVM 25 ZO-S 99 [8 ], 2016 LMD-HFD-HE-ReEn-TSFs-SVM 9 Z-S 100 [9 ], 2018 MFA-SVM 14 ZO-S 100 [10 ], 2020 ScT-LogEF-FuzEn-SVM 14 Z-S/O-S/ZO-S 100 [11 ], 2020 Derivative-LogVar-Kt 2 Z-S 99.8 This work HFD-PML 1 Z-S/O-S/ZO-S 100 3 [4 ], 2008 FFT-RIR-PFD-HFD-HPs-PNN 38 NF-S 96.7 [5 ], 2017 ATFFWT-HFD-SVM 17 N-S/F-S/NFS 92.5 [6 ], 2017 TQFWT-HFD-SVM 7/9/10 N-S/F-S/NFS 98.5 [7 ], 2019 BOWT-HFD-NLfeats-En-SVM 25 NF-S 99 [8 ], 2016 LMD-HFD-HE-ReEn-TSFs-SVM 9 F-S 98.10 [9 ], 2018 MFA-SVM 14 NF-S 98.3 [10 ], 2020 ScT-LogEF-FuzEn-SVM 14 N-S/(F-S, NF-S) 100/99.96 [11 ], 2020 Derivative-LogVar-Kt 2 N-S 100 This work HFD-PML 2 N-S 100 4 [8 ], 2016 LMD-HFD-HE-ReEn-TSFs-SVM 9 ZONF-S 100 [5 ], 2017 ATFFWT-HFD-SVM 17 ZONF-S 92.2 [6 ], 2017 TQFWT-HFD-SVM 10 ZONF-S 99.6 [7 ], 2019 BOWT-HFD-NLfeats-En-SVM 25 ZO-NF 99 [9 ], 2018 MFA-SVM 14 ZONF-S 98.25 [10 ], 2020 ScT-LogEF-FuzEn-SVM 14 ZONF-S 100 [11 ], 2020 Derivative-LogVar-Kt 2 ZN-S 100 This work HFD-PML 3 ZN-S/ON-S/ZON-S 100 5 [7 ], 2019 BOWT-HFD-NLfeats-En-SVM 25 ZO-NF 99 [10 ], 2020 ScT-LogEF-FuzEn-SVM 14 ZO-NFS 100 [11 ], 2020 Derivative-LogVar-Kt 2 Z-N-S 99.85 This work HFD-PML 3 Z-NS/O-NS/ZO-NS 100 Z-FS/O-FS/ZO-FS 4 Z-NFS/O-NFS/ZO-NFS 6 [8 ], 2016 LMD-HFD-HE-ReEn-TSFs-SVM 9 Z-F-S/ZO-NF-S 98.47/98.4 [7 ], 2019 BOWT-HFD-NLfeats-En-SVM 25 ZO-NF-S 98.4 [10 ], 2020 ScT-LogEF-FuzEn-SVM 14 Z-F-S/ZO-NF-S 99.10/99.87 [11 ], 2020 Derivative-LogVar-Kt 2 Z-N-S 98.5 This work HFD-PML 4/5 Z-N-S/O-N-S/ZO-N-S 100