正常人 C3/C4/Cz Mu 8-13 Hz 濾波後熵類特徵

ASR10 + FIR 0.5-50 Hz + ICA 後切割資料;每個 trial 先用 4 階零相位 Butterworth bandpass 到 8-13 Hz,再取 0~2 秒、降採樣到 125 Hz 後計算所有熵類特徵。

設定

每個小點是一個有效 trial;大點與誤差棒為 mean ± SD。跨受試者圖中,每個小點是一位受試者的 trial mean。差分熵保留 bandpass 後振幅變異,不做 trial z-score;其餘正規化熵沿用各自頁面說明。

樣本熵

SampEn,m=2,r=0.2*SD;每個 trial 在 0~2 秒、降採樣到 125 Hz 後 z-score,再計算 C3/C4/Cz。

樣本熵 group overview

跨受試者摘要表

任務channelmeanSDn
左腳C30.58150.008310
左腳C40.58530.008910
左腳Cz0.58680.013710
右腳C30.58480.009610
右腳C40.58200.007910
右腳Cz0.58540.010110
RestC30.58180.007010
RestC40.58000.008310
RestCz0.57880.014210

單一受試者摘要表

sub任務channelmeanSDvalid values
sub1左腳C30.58510.062299
sub1左腳C40.58120.063099
sub1左腳Cz0.59060.061499
sub1右腳C30.59180.0571103
sub1右腳C40.57990.0602103
sub1右腳Cz0.59450.0549103
sub1RestC30.58410.0600100
sub1RestC40.58610.0557100
sub1RestCz0.57240.0580100
sub2左腳C30.57510.0674102
sub2左腳C40.57970.0546102
sub2左腳Cz0.58680.0648102
sub2右腳C30.58670.0584100
sub2右腳C40.57710.0572100
sub2右腳Cz0.58720.0615100
sub2RestC30.58040.0607100
sub2RestC40.57750.0623100
sub2RestCz0.57750.0683100
sub3左腳C30.59000.0582100
sub3左腳C40.58830.0536100
sub3左腳Cz0.59200.0601100
sub3右腳C30.58000.0683100
sub3右腳C40.58490.0672100
sub3右腳Cz0.58690.0710100
sub3RestC30.58580.0658100
sub3RestC40.58730.0676100
sub3RestCz0.59130.0546100
sub9左腳C30.58650.0681100
sub9左腳C40.59370.0577100
sub9左腳Cz0.60030.0508100
sub9右腳C30.59070.0595100
sub9右腳C40.58560.0664100
sub9右腳Cz0.59320.0597100
sub9RestC30.59090.0717100
sub9RestC40.58700.0562100
sub9RestCz0.59010.0629100
sub10左腳C30.56900.0687100
sub10左腳C40.56930.0641100
sub10左腳Cz0.56590.0689100
sub10右腳C30.57020.0615100
sub10右腳C40.58620.0490100
sub10右腳Cz0.56920.0618100
sub10RestC30.56570.0635101
sub10RestC40.56540.0612101
sub10RestCz0.54950.0739101
sub11左腳C30.56640.0677100
sub11左腳C40.57400.0711100
sub11左腳Cz0.55800.0691100
sub11右腳C30.57270.0629100
sub11右腳C40.56490.0769100
sub11右腳Cz0.56970.0670100
sub11RestC30.57810.0525100
sub11RestC40.57660.0699100
sub11RestCz0.57900.0739100
sub12左腳C30.58370.0558100
sub12左腳C40.59170.0550100
sub12左腳Cz0.59400.0566100
sub12右腳C30.58040.0644101
sub12右腳C40.59450.0643101
sub12右腳Cz0.59340.0561101
sub12RestC30.58540.066698
sub12RestC40.58980.058798
sub12RestCz0.59530.062598
sub13左腳C30.58790.0529100
sub13左腳C40.59270.0524100
sub13左腳Cz0.59280.0554100
sub13右腳C30.59590.052699
sub13右腳C40.57890.055399
sub13右腳Cz0.58800.066699
sub13RestC30.57830.0548100
sub13RestC40.57640.0596100
sub13RestCz0.59270.0481100
sub14左腳C30.58380.0663100
sub14左腳C40.59530.0551100
sub14左腳Cz0.59050.0555100
sub14右腳C30.58050.0591100
sub14右腳C40.58800.0689100
sub14右腳Cz0.57620.0653100
sub14RestC30.58070.0632101
sub14RestC40.58470.0657101
sub14RestCz0.56900.0656101
sub15左腳C30.58710.0583100
sub15左腳C40.58750.0526100
sub15左腳Cz0.59680.0484100
sub15右腳C30.59860.0554100
sub15右腳C40.57980.0606100
sub15右腳Cz0.59590.0607100
sub15RestC30.58810.0622100
sub15RestC40.56880.0697100
sub15RestCz0.57140.0585100

sub1

sub1 - 30y male (Lofan)

sub1 樣本熵

sub2

sub2 - 29y male (Sean)

sub2 樣本熵

sub3

sub3 - 29y female (Janice)

sub3 樣本熵

sub9

sub9 - 23y female (潘俐伃)

sub9 樣本熵

sub10

sub10 - 20y male (李耀凱)

sub10 樣本熵

sub11

sub11 - 25y female (游郁慈)

sub11 樣本熵

sub12

sub12 - 24y male (林子競)

sub12 樣本熵

sub13

sub13 - 22y female (陳姿穎)

sub13 樣本熵

sub14

sub14 - 20y female (鍾沂蓁)

sub14 樣本熵

sub15

sub15 - 20y female (呂佳蓁)

sub15 樣本熵

模糊熵

FuzzyEn,m=2,r=0.2*SD,power=2;使用向量內去均值與 fuzzy similarity。

模糊熵 group overview

跨受試者摘要表

任務channelmeanSDn
左腳C30.58520.016810
左腳C40.58940.012810
左腳Cz0.58640.018010
右腳C30.58920.015410
右腳C40.58710.011310
右腳Cz0.58320.018010
RestC30.59240.013210
RestC40.59600.014310
RestCz0.58530.019010

單一受試者摘要表

sub任務channelmeanSDvalid values
sub1左腳C30.60060.049399
sub1左腳C40.59110.054999
sub1左腳Cz0.60070.044099
sub1右腳C30.60850.0449103
sub1右腳C40.59130.0529103
sub1右腳Cz0.58800.0390103
sub1RestC30.60660.0490100
sub1RestC40.61880.0465100
sub1RestCz0.60040.0397100
sub2左腳C30.58940.0603102
sub2左腳C40.59740.0523102
sub2左腳Cz0.59550.0375102
sub2右腳C30.59260.0481100
sub2右腳C40.58790.0500100
sub2右腳Cz0.59370.0426100
sub2RestC30.60130.0538100
sub2RestC40.60620.0455100
sub2RestCz0.59170.0478100
sub3左腳C30.60380.0534100
sub3左腳C40.60260.0436100
sub3左腳Cz0.60450.0376100
sub3右腳C30.60990.0508100
sub3右腳C40.60140.0493100
sub3右腳Cz0.60600.0413100
sub3RestC30.61890.0432100
sub3RestC40.61320.0415100
sub3RestCz0.60530.0335100
sub9左腳C30.58470.0508100
sub9左腳C40.60110.0369100
sub9左腳Cz0.59960.0381100
sub9右腳C30.59380.0425100
sub9右腳C40.60190.0406100
sub9右腳Cz0.59750.0373100
sub9RestC30.59160.0417100
sub9RestC40.60080.0419100
sub9RestCz0.60620.0372100
sub10左腳C30.57920.0675100
sub10左腳C40.58650.0524100
sub10左腳Cz0.56290.0725100
sub10右腳C30.57820.0707100
sub10右腳C40.59210.0530100
sub10右腳Cz0.54700.0837100
sub10RestC30.57790.0648101
sub10RestC40.57790.0666101
sub10RestCz0.54140.0888101
sub11左腳C30.56400.0519100
sub11左腳C40.55770.0478100
sub11左腳Cz0.54980.0485100
sub11右腳C30.57120.0570100
sub11右腳C40.56420.0594100
sub11右腳Cz0.55700.0477100
sub11RestC30.58390.0543100
sub11RestC40.57890.0526100
sub11RestCz0.57690.0498100
sub12左腳C30.55140.0453100
sub12左腳C40.59260.0381100
sub12左腳Cz0.58430.0393100
sub12右腳C30.56090.0498101
sub12右腳C40.58670.0466101
sub12右腳Cz0.58130.0433101
sub12RestC30.57720.060898
sub12RestC40.59860.033998
sub12RestCz0.58470.041198
sub13左腳C30.58620.0397100
sub13左腳C40.58200.0375100
sub13左腳Cz0.57730.0442100
sub13右腳C30.59630.042799
sub13右腳C40.58550.041399
sub13右腳Cz0.58420.039499
sub13RestC30.58940.0506100
sub13RestC40.58040.0578100
sub13RestCz0.57590.0502100
sub14左腳C30.60230.0414100
sub14左腳C40.59220.0556100
sub14左腳Cz0.59290.0467100
sub14右腳C30.59060.0614100
sub14右腳C40.58530.0552100
sub14右腳Cz0.58750.0528100
sub14RestC30.58410.0545101
sub14RestC40.59080.0554101
sub14RestCz0.57980.0526101
sub15左腳C30.59030.0494100
sub15左腳C40.59040.0519100
sub15左腳Cz0.59670.0404100
sub15右腳C30.58980.0504100
sub15右腳C40.57430.0575100
sub15右腳Cz0.58960.0437100
sub15RestC30.59260.0507100
sub15RestC40.59440.0472100
sub15RestCz0.59040.0501100

sub1

sub1 - 30y male (Lofan)

sub1 模糊熵

sub2

sub2 - 29y male (Sean)

sub2 模糊熵

sub3

sub3 - 29y female (Janice)

sub3 模糊熵

sub9

sub9 - 23y female (潘俐伃)

sub9 模糊熵

sub10

sub10 - 20y male (李耀凱)

sub10 模糊熵

sub11

sub11 - 25y female (游郁慈)

sub11 模糊熵

sub12

sub12 - 24y male (林子競)

sub12 模糊熵

sub13

sub13 - 22y female (陳姿穎)

sub13 模糊熵

sub14

sub14 - 20y female (鍾沂蓁)

sub14 模糊熵

sub15

sub15 - 20y female (呂佳蓁)

sub15 模糊熵

排列熵

Permutation entropy,order=3,delay=2,並以 log(3!) 正規化到 0~1。

排列熵 group overview

跨受試者摘要表

任務channelmeanSDn
左腳C30.87810.004110
左腳C40.87800.004310
左腳Cz0.87480.003710
右腳C30.87860.004510
右腳C40.87740.004110
右腳Cz0.87460.004210
RestC30.88090.003810
RestC40.88100.003810
RestCz0.87710.002210

單一受試者摘要表

sub任務channelmeanSDvalid values
sub1左腳C30.88130.012099
sub1左腳C40.88220.012299
sub1左腳Cz0.87730.013099
sub1右腳C30.88120.0132103
sub1右腳C40.88110.0120103
sub1右腳Cz0.87270.0117103
sub1RestC30.88480.0130100
sub1RestC40.88830.0141100
sub1RestCz0.87830.0113100
sub2左腳C30.88080.0127102
sub2左腳C40.88190.0116102
sub2左腳Cz0.87570.0123102
sub2右腳C30.88190.0101100
sub2右腳C40.87980.0107100
sub2右腳Cz0.87550.0140100
sub2RestC30.88270.0131100
sub2RestC40.88330.0118100
sub2RestCz0.87790.0138100
sub3左腳C30.88350.0130100
sub3左腳C40.88070.0118100
sub3左腳Cz0.87990.0127100
sub3右腳C30.88550.0117100
sub3右腳C40.88230.0120100
sub3右腳Cz0.87910.0128100
sub3RestC30.88720.0136100
sub3RestC40.88490.0131100
sub3RestCz0.88000.0126100
sub9左腳C30.87480.0134100
sub9左腳C40.87850.0119100
sub9左腳Cz0.87800.0120100
sub9右腳C30.87430.0140100
sub9右腳C40.88050.0111100
sub9右腳Cz0.87710.0128100
sub9RestC30.87620.0137100
sub9RestC40.88020.0116100
sub9RestCz0.87950.0129100
sub10左腳C30.88100.0115100
sub10左腳C40.88100.0122100
sub10左腳Cz0.87480.0127100
sub10右腳C30.88120.0120100
sub10右腳C40.87980.0108100
sub10右腳Cz0.87640.0118100
sub10RestC30.88390.0120101
sub10RestC40.88320.0120101
sub10RestCz0.87870.0115101
sub11左腳C30.87630.0119100
sub11左腳C40.87000.0133100
sub11左腳Cz0.87060.0123100
sub11右腳C30.87540.0135100
sub11右腳C40.87170.0110100
sub11右腳Cz0.86950.0136100
sub11RestC30.88180.0116100
sub11RestC40.87740.0118100
sub11RestCz0.87600.0122100
sub12左腳C30.86970.0138100
sub12左腳C40.87370.0119100
sub12左腳Cz0.87080.0141100
sub12右腳C30.87130.0121101
sub12右腳C40.87140.0139101
sub12右腳Cz0.87170.0125101
sub12RestC30.87660.015298
sub12RestC40.87740.013798
sub12RestCz0.87320.013498
sub13左腳C30.87560.0127100
sub13左腳C40.87230.0149100
sub13左腳Cz0.86820.0121100
sub13右腳C30.87640.013099
sub13右腳C40.87270.012599
sub13右腳Cz0.86790.013899
sub13RestC30.88030.0121100
sub13RestC40.87660.0126100
sub13RestCz0.87520.0127100
sub14左腳C30.87950.0121100
sub14左腳C40.87980.0140100
sub14左腳Cz0.87660.0121100
sub14右腳C30.88250.0122100
sub14右腳C40.87660.0136100
sub14右腳Cz0.88140.0125100
sub14RestC30.87820.0123101
sub14RestC40.88010.0115101
sub14RestCz0.87550.0129101
sub15左腳C30.87850.0122100
sub15左腳C40.87960.0111100
sub15左腳Cz0.87560.0118100
sub15右腳C30.87650.0117100
sub15右腳C40.87840.0117100
sub15右腳Cz0.87470.0132100
sub15RestC30.87750.0111100
sub15RestC40.87820.0112100
sub15RestCz0.87660.0120100

sub1

sub1 - 30y male (Lofan)

sub1 排列熵

sub2

sub2 - 29y male (Sean)

sub2 排列熵

sub3

sub3 - 29y female (Janice)

sub3 排列熵

sub9

sub9 - 23y female (潘俐伃)

sub9 排列熵

sub10

sub10 - 20y male (李耀凱)

sub10 排列熵

sub11

sub11 - 25y female (游郁慈)

sub11 排列熵

sub12

sub12 - 24y male (林子競)

sub12 排列熵

sub13

sub13 - 22y female (陳姿穎)

sub13 排列熵

sub14

sub14 - 20y female (鍾沂蓁)

sub14 排列熵

sub15

sub15 - 20y female (呂佳蓁)

sub15 排列熵

多尺度熵

MSE 使用 coarse-graining scale 1~10,每個 scale 計算 SampEn(m=2,r=0.2*SD),圖上呈現 scale mean。

多尺度熵 group overview

跨受試者摘要表

任務channelmeanSDn
左腳C31.16140.022910
左腳C41.16050.033010
左腳Cz1.15970.036210
右腳C31.15150.029310
右腳C41.15760.014810
右腳Cz1.15960.034310
RestC31.15110.039410
RestC41.16030.036110
RestCz1.15320.056510

單一受試者摘要表

sub任務channelmeanSDvalid values
sub1左腳C31.15530.181799
sub1左腳C41.15480.176799
sub1左腳Cz1.18420.164499
sub1右腳C31.16160.1621103
sub1右腳C41.15510.1791103
sub1右腳Cz1.17680.1662103
sub1RestC31.16060.2023100
sub1RestC41.16210.1830100
sub1RestCz1.14890.1573100
sub2左腳C31.14590.1989102
sub2左腳C41.13850.1489102
sub2左腳Cz1.17930.1746102
sub2右腳C31.13570.1426100
sub2右腳C41.14940.1670100
sub2右腳Cz1.16350.1604100
sub2RestC31.09250.1534100
sub2RestC41.15210.1937100
sub2RestCz1.13040.1694100
sub3左腳C31.17930.1701100
sub3左腳C41.18840.1735100
sub3左腳Cz1.18710.1793100
sub3右腳C31.16720.1883100
sub3右腳C41.15190.1645100
sub3右腳Cz1.15740.1689100
sub3RestC31.16020.1735100
sub3RestC41.17170.2005100
sub3RestCz1.24770.1897100
sub9左腳C31.21310.1770100
sub9左腳C41.20670.1869100
sub9左腳Cz1.19450.1765100
sub9右腳C31.19960.1528100
sub9右腳C41.16430.1751100
sub9右腳Cz1.21420.1619100
sub9RestC31.21170.1897100
sub9RestC41.18650.1635100
sub9RestCz1.21190.1647100
sub10左腳C31.13080.1861100
sub10左腳C41.12500.1822100
sub10左腳Cz1.09660.1951100
sub10右腳C31.10020.1593100
sub10右腳C41.15850.1845100
sub10右腳Cz1.08490.1991100
sub10RestC31.09980.1768101
sub10RestC41.11790.1799101
sub10RestCz1.03790.2044101
sub11左腳C31.14580.1611100
sub11左腳C41.10730.1640100
sub11左腳Cz1.09880.1770100
sub11右腳C31.13750.1858100
sub11右腳C41.14380.1853100
sub11右腳Cz1.15510.1840100
sub11RestC31.13680.1666100
sub11RestC41.12830.1580100
sub11RestCz1.13460.1771100
sub12左腳C31.16230.1682100
sub12左腳C41.16580.1716100
sub12左腳Cz1.18230.1743100
sub12右腳C31.12590.1785101
sub12右腳C41.18330.1885101
sub12右腳Cz1.17020.1837101
sub12RestC31.21210.198298
sub12RestC41.24040.168298
sub12RestCz1.17000.168298
sub13左腳C31.14920.1578100
sub13左腳C41.15770.1491100
sub13左腳Cz1.13800.1745100
sub13右腳C31.14810.169599
sub13右腳C41.13570.148699
sub13右腳Cz1.12690.167099
sub13RestC31.14190.1747100
sub13RestC41.16050.1820100
sub13RestCz1.14940.1650100
sub14左腳C31.16010.1840100
sub14左腳C41.20720.1795100
sub14左腳Cz1.16980.1576100
sub14右腳C31.15160.1701100
sub14右腳C41.17950.2015100
sub14右腳Cz1.16480.1840100
sub14RestC31.14540.1772101
sub14RestC41.16310.1771101
sub14RestCz1.12020.1640101
sub15左腳C31.17200.1733100
sub15左腳C41.15360.1686100
sub15左腳Cz1.16690.1502100
sub15右腳C31.18800.1652100
sub15右腳C41.15410.1754100
sub15右腳Cz1.18210.1884100
sub15RestC31.15050.1617100
sub15RestC41.12030.1875100
sub15RestCz1.18110.1731100

sub1

sub1 - 30y male (Lofan)

sub1 多尺度熵

sub2

sub2 - 29y male (Sean)

sub2 多尺度熵

sub3

sub3 - 29y female (Janice)

sub3 多尺度熵

sub9

sub9 - 23y female (潘俐伃)

sub9 多尺度熵

sub10

sub10 - 20y male (李耀凱)

sub10 多尺度熵

sub11

sub11 - 25y female (游郁慈)

sub11 多尺度熵

sub12

sub12 - 24y male (林子競)

sub12 多尺度熵

sub13

sub13 - 22y female (陳姿穎)

sub13 多尺度熵

sub14

sub14 - 20y female (鍾沂蓁)

sub14 多尺度熵

sub15

sub15 - 20y female (呂佳蓁)

sub15 多尺度熵

精細複合多尺度熵

RCMSE 使用 scale 1~10;每個 scale 對所有 offset 的 coarse-grained series 彙總 match counts 後估計 entropy,圖上呈現 scale mean。

精細複合多尺度熵 group overview

跨受試者摘要表

任務channelmeanSDn
左腳C31.37010.035610
左腳C41.36640.039210
左腳Cz1.36140.052810
右腳C31.36840.041810
右腳C41.36940.023710
右腳Cz1.35920.049310
RestC31.36700.036210
RestC41.37240.037710
RestCz1.34950.066910

單一受試者摘要表

sub任務channelmeanSDvalid values
sub1左腳C31.40270.173999
sub1左腳C41.38130.206399
sub1左腳Cz1.39010.170999
sub1右腳C31.41200.1796103
sub1右腳C41.36660.1959103
sub1右腳Cz1.35450.1687103
sub1RestC31.39880.2210100
sub1RestC41.39100.1834100
sub1RestCz1.37600.1827100
sub2左腳C31.34510.2113102
sub2左腳C41.34360.1764102
sub2左腳Cz1.40200.1684102
sub2右腳C31.36400.1715100
sub2右腳C41.36620.2137100
sub2右腳Cz1.40290.2048100
sub2RestC31.33360.1873100
sub2RestC41.39960.1913100
sub2RestCz1.36330.1789100
sub3左腳C31.41470.2023100
sub3左腳C41.40710.1910100
sub3左腳Cz1.40700.1877100
sub3右腳C31.42740.2017100
sub3右腳C41.40500.1636100
sub3右腳Cz1.41420.1910100
sub3RestC31.41030.1961100
sub3RestC41.39690.1946100
sub3RestCz1.40950.1617100
sub9左腳C31.40340.1873100
sub9左腳C41.43520.1821100
sub9左腳Cz1.40320.1853100
sub9右腳C31.41400.1668100
sub9右腳C41.39700.1570100
sub9右腳Cz1.39390.1622100
sub9RestC31.41950.1870100
sub9RestC41.39830.1632100
sub9RestCz1.44090.1668100
sub10左腳C31.32950.2275100
sub10左腳C41.35790.2115100
sub10左腳Cz1.27030.2456100
sub10右腳C31.30010.1963100
sub10右腳C41.37130.1905100
sub10右腳Cz1.25690.2644100
sub10RestC31.31080.2383101
sub10RestC41.33440.2122101
sub10RestCz1.19080.2835101
sub11左腳C31.34130.1873100
sub11左腳C41.29740.1889100
sub11左腳Cz1.28880.1870100
sub11右腳C31.32810.2136100
sub11右腳C41.33650.2143100
sub11右腳Cz1.32260.2003100
sub11RestC31.34020.1957100
sub11RestC41.33960.1800100
sub11RestCz1.32710.2023100
sub12左腳C31.32260.1841100
sub12左腳C41.35160.1512100
sub12左腳Cz1.38230.1910100
sub12右腳C31.32660.2100101
sub12右腳C41.39740.1858101
sub12右腳Cz1.36730.1970101
sub12RestC31.39020.212098
sub12RestC41.43960.175698
sub12RestCz1.36150.181198
sub13左腳C31.34860.1777100
sub13左腳C41.33250.1680100
sub13左腳Cz1.30080.1875100
sub13右腳C31.36880.174999
sub13右腳C41.34300.156499
sub13右腳Cz1.30910.188599
sub13RestC31.34970.1972100
sub13RestC41.33900.1963100
sub13RestCz1.32170.1929100
sub14左腳C31.39830.1963100
sub14左腳C41.38830.2047100
sub14左腳Cz1.38070.1753100
sub14右腳C31.36110.1842100
sub14右腳C41.36010.2232100
sub14右腳Cz1.38180.2114100
sub14RestC31.34990.1921101
sub14RestC41.35890.2069101
sub14RestCz1.33160.1823101
sub15左腳C31.39510.1813100
sub15左腳C41.36860.1870100
sub15左腳Cz1.38870.1865100
sub15右腳C31.38220.1912100
sub15右腳C41.35050.2121100
sub15右腳Cz1.38830.1826100
sub15RestC31.36690.1843100
sub15RestC41.32670.1970100
sub15RestCz1.37280.1800100

sub1

sub1 - 30y male (Lofan)

sub1 精細複合多尺度熵

sub2

sub2 - 29y male (Sean)

sub2 精細複合多尺度熵

sub3

sub3 - 29y female (Janice)

sub3 精細複合多尺度熵

sub9

sub9 - 23y female (潘俐伃)

sub9 精細複合多尺度熵

sub10

sub10 - 20y male (李耀凱)

sub10 精細複合多尺度熵

sub11

sub11 - 25y female (游郁慈)

sub11 精細複合多尺度熵

sub12

sub12 - 24y male (林子競)

sub12 精細複合多尺度熵

sub13

sub13 - 22y female (陳姿穎)

sub13 精細複合多尺度熵

sub14

sub14 - 20y female (鍾沂蓁)

sub14 精細複合多尺度熵

sub15

sub15 - 20y female (呂佳蓁)

sub15 精細複合多尺度熵

分散熵

Dispersion entropy,classes=6,order=3,delay=1;使用 normal CDF 映射後以 log(6^3) 正規化到 0~1。

分散熵 group overview

跨受試者摘要表

任務channelmeanSDn
左腳C30.69150.003110
左腳C40.69170.002510
左腳Cz0.69070.003610
右腳C30.69210.004010
右腳C40.69120.003310
右腳Cz0.69040.004010
RestC30.69260.002910
RestC40.69370.003510
RestCz0.69060.004410

單一受試者摘要表

sub任務channelmeanSDvalid values
sub1左腳C30.69630.013799
sub1左腳C40.69200.016599
sub1左腳Cz0.69550.012399
sub1右腳C30.69630.0135103
sub1右腳C40.69380.0194103
sub1右腳Cz0.69210.0127103
sub1RestC30.69690.0140100
sub1RestC40.69970.0131100
sub1RestCz0.69270.0118100
sub2左腳C30.69170.0167102
sub2左腳C40.69200.0151102
sub2左腳Cz0.69120.0132102
sub2右腳C30.69440.0116100
sub2右腳C40.69030.0168100
sub2右腳Cz0.69170.0134100
sub2RestC30.69260.0170100
sub2RestC40.69620.0145100
sub2RestCz0.69320.0153100
sub3左腳C30.69440.0151100
sub3左腳C40.69430.0117100
sub3左腳Cz0.69450.0120100
sub3右腳C30.69680.0151100
sub3右腳C40.69400.0165100
sub3右腳Cz0.69320.0133100
sub3RestC30.69890.0138100
sub3RestC40.69630.0137100
sub3RestCz0.69490.0119100
sub9左腳C30.68990.0179100
sub9左腳C40.69410.0118100
sub9左腳Cz0.69250.0130100
sub9右腳C30.69210.0117100
sub9右腳C40.69550.0133100
sub9右腳Cz0.69240.0111100
sub9RestC30.69000.0142100
sub9RestC40.69700.0117100
sub9RestCz0.69290.0128100
sub10左腳C30.68970.0187100
sub10左腳C40.69100.0167100
sub10左腳Cz0.68550.0245100
sub10右腳C30.69140.0220100
sub10右腳C40.69380.0170100
sub10右腳Cz0.68220.0267100
sub10RestC30.69080.0187101
sub10RestC40.69070.0199101
sub10RestCz0.67910.0283101
sub11左腳C30.68770.0141100
sub11左腳C40.68590.0148100
sub11左腳Cz0.68500.0163100
sub11右腳C30.68670.0194100
sub11右腳C40.68440.0216100
sub11右腳Cz0.68430.0158100
sub11RestC30.69060.0146100
sub11RestC40.69020.0143100
sub11RestCz0.69020.0156100
sub12左腳C30.68630.0161100
sub12左腳C40.69060.0124100
sub12左腳Cz0.69100.0129100
sub12右腳C30.68430.0175101
sub12右腳C40.69090.0132101
sub12右腳Cz0.69180.0125101
sub12RestC30.69250.023598
sub12RestC40.69320.013898
sub12RestCz0.69100.011198
sub13左腳C30.69310.0125100
sub13左腳C40.69060.0113100
sub13左腳Cz0.68830.0159100
sub13右腳C30.69390.013199
sub13右腳C40.68870.014299
sub13右腳Cz0.68900.012799
sub13RestC30.69180.0140100
sub13RestC40.68870.0160100
sub13RestCz0.69080.0143100
sub14左腳C30.69330.0140100
sub14左腳C40.69380.0166100
sub14左腳Cz0.69340.0148100
sub14右腳C30.69330.0152100
sub14右腳C40.68990.0157100
sub14右腳Cz0.69360.0152100
sub14RestC30.69050.0167101
sub14RestC40.69250.0147101
sub14RestCz0.68940.0161101
sub15左腳C30.69230.0160100
sub15左腳C40.69330.0146100
sub15左腳Cz0.69050.0121100
sub15右腳C30.69150.0147100
sub15右腳C40.69080.0175100
sub15右腳Cz0.69410.0134100
sub15RestC30.69170.0166100
sub15RestC40.69270.0153100
sub15RestCz0.69180.0153100

sub1

sub1 - 30y male (Lofan)

sub1 分散熵

sub2

sub2 - 29y male (Sean)

sub2 分散熵

sub3

sub3 - 29y female (Janice)

sub3 分散熵

sub9

sub9 - 23y female (潘俐伃)

sub9 分散熵

sub10

sub10 - 20y male (李耀凱)

sub10 分散熵

sub11

sub11 - 25y female (游郁慈)

sub11 分散熵

sub12

sub12 - 24y male (林子競)

sub12 分散熵

sub13

sub13 - 22y female (陳姿穎)

sub13 分散熵

sub14

sub14 - 20y female (鍾沂蓁)

sub14 分散熵

sub15

sub15 - 20y female (呂佳蓁)

sub15 分散熵

頻譜熵

Spectral entropy,Welch PSD 取 0.5-50 Hz,將頻率 bin power 正規化成機率後計算 Shannon entropy,並以 log(bin count) 正規化到 0~1。

頻譜熵 group overview

跨受試者摘要表

任務channelmeanSDn
左腳C30.42080.003910
左腳C40.41840.004110
左腳Cz0.41720.005210
右腳C30.41750.004710
右腳C40.41970.004010
右腳Cz0.41930.008110
RestC30.41550.008110
RestC40.41580.007210
RestCz0.42000.006610

單一受試者摘要表

sub任務channelmeanSDvalid values
sub1左腳C30.42020.035399
sub1左腳C40.41700.037899
sub1左腳Cz0.41000.035699
sub1右腳C30.41220.0417103
sub1右腳C40.41860.0328103
sub1右腳Cz0.41710.0327103
sub1RestC30.41810.0368100
sub1RestC40.41020.0395100
sub1RestCz0.41300.0344100
sub2左腳C30.42060.0372102
sub2左腳C40.41270.0332102
sub2左腳Cz0.42450.0296102
sub2右腳C30.42260.0343100
sub2右腳C40.41770.0344100
sub2右腳Cz0.42490.0299100
sub2RestC30.40130.0377100
sub2RestC40.40650.0376100
sub2RestCz0.41270.0369100
sub3左腳C30.42490.0345100
sub3左腳C40.42370.0336100
sub3左腳Cz0.42240.0354100
sub3右腳C30.41800.0388100
sub3右腳C40.42440.0335100
sub3右腳Cz0.42880.0334100
sub3RestC30.41650.0418100
sub3RestC40.42020.0369100
sub3RestCz0.43130.0312100
sub9左腳C30.42600.0346100
sub9左腳C40.42570.0343100
sub9左腳Cz0.42050.0318100
sub9右腳C30.42280.0302100
sub9右腳C40.42710.0291100
sub9右腳Cz0.42940.0319100
sub9RestC30.42810.0343100
sub9RestC40.42000.0340100
sub9RestCz0.43090.0294100
sub10左腳C30.42270.0336100
sub10左腳C40.41540.0407100
sub10左腳Cz0.41650.0359100
sub10右腳C30.41480.0337100
sub10右腳C40.41630.0390100
sub10右腳Cz0.40890.0357100
sub10RestC30.41600.0310101
sub10RestC40.41480.0368101
sub10RestCz0.41750.0321101
sub11左腳C30.42190.0326100
sub11左腳C40.41660.0298100
sub11左腳Cz0.41570.0301100
sub11右腳C30.41570.0319100
sub11右腳C40.41880.0341100
sub11右腳Cz0.41820.0348100
sub11RestC30.41170.0372100
sub11RestC40.41750.0314100
sub11RestCz0.42270.0345100
sub12左腳C30.41540.0381100
sub12左腳C40.41820.0344100
sub12左腳Cz0.41610.0356100
sub12右腳C30.41070.0341101
sub12右腳C40.42240.0343101
sub12右腳Cz0.41750.0354101
sub12RestC30.42820.034598
sub12RestC40.42980.037298
sub12RestCz0.41820.034198
sub13左腳C30.41440.0293100
sub13左腳C40.41430.0324100
sub13左腳Cz0.40780.0341100
sub13右腳C30.41410.035499
sub13右腳C40.41360.034799
sub13右腳Cz0.40600.038199
sub13RestC30.41150.0357100
sub13RestC40.41340.0335100
sub13RestCz0.41480.0396100
sub14左腳C30.41790.0327100
sub14左腳C40.42100.0333100
sub14左腳Cz0.42030.0314100
sub14右腳C30.42090.0336100
sub14右腳C40.41980.0342100
sub14右腳Cz0.42710.0330100
sub14RestC30.41270.0377101
sub14RestC40.41980.0367101
sub14RestCz0.41940.0367101
sub15左腳C30.42380.0292100
sub15左腳C40.41940.0334100
sub15左腳Cz0.41780.0299100
sub15右腳C30.42340.0301100
sub15右腳C40.41800.0356100
sub15右腳Cz0.41480.0340100
sub15RestC30.41040.0336100
sub15RestC40.40640.0370100
sub15RestCz0.41890.0363100

sub1

sub1 - 30y male (Lofan)

sub1 頻譜熵

sub2

sub2 - 29y male (Sean)

sub2 頻譜熵

sub3

sub3 - 29y female (Janice)

sub3 頻譜熵

sub9

sub9 - 23y female (潘俐伃)

sub9 頻譜熵

sub10

sub10 - 20y male (李耀凱)

sub10 頻譜熵

sub11

sub11 - 25y female (游郁慈)

sub11 頻譜熵

sub12

sub12 - 24y male (林子競)

sub12 頻譜熵

sub13

sub13 - 22y female (陳姿穎)

sub13 頻譜熵

sub14

sub14 - 20y female (鍾沂蓁)

sub14 頻譜熵

sub15

sub15 - 20y female (呂佳蓁)

sub15 頻譜熵

SVD 熵

SVD entropy,embedding dimension=10,delay=2;以 singular values 的比例計算 Shannon entropy,並以 log(number of singular values) 正規化到 0~1。

SVD 熵 group overview

跨受試者摘要表

任務channelmeanSDn
左腳C30.62440.003810
左腳C40.62340.005310
左腳Cz0.62210.006210
右腳C30.62260.004210
右腳C40.62360.004010
右腳Cz0.62190.007210
RestC30.62120.008110
RestC40.62010.006410
RestCz0.62180.008110

單一受試者摘要表

sub任務channelmeanSDvalid values
sub1左腳C30.62840.019899
sub1左腳C40.62160.024299
sub1左腳Cz0.61990.019099
sub1右腳C30.62660.0215103
sub1右腳C40.62200.0186103
sub1右腳Cz0.62050.0181103
sub1RestC30.62860.0199100
sub1RestC40.61890.0222100
sub1RestCz0.61810.0194100
sub2左腳C30.62200.0205102
sub2左腳C40.62010.0182102
sub2左腳Cz0.62760.0195102
sub2右腳C30.62420.0213100
sub2右腳C40.62150.0189100
sub2右腳Cz0.63000.0178100
sub2RestC30.60970.0237100
sub2RestC40.61410.0199100
sub2RestCz0.62080.0203100
sub3左腳C30.62850.0196100
sub3左腳C40.63050.0168100
sub3左腳Cz0.62970.0199100
sub3右腳C30.62650.0206100
sub3右腳C40.62940.0189100
sub3右腳Cz0.62810.0186100
sub3RestC30.62550.0214100
sub3RestC40.62550.0223100
sub3RestCz0.63150.0166100
sub9左腳C30.62920.0200100
sub9左腳C40.63170.0186100
sub9左腳Cz0.63000.0169100
sub9右腳C30.62560.0181100
sub9右腳C40.63050.0186100
sub9右腳Cz0.63100.0187100
sub9RestC30.63350.0200100
sub9RestC40.62750.0189100
sub9RestCz0.63480.0166100
sub10左腳C30.62280.0235100
sub10左腳C40.62370.0244100
sub10左腳Cz0.61680.0253100
sub10右腳C30.61600.0204100
sub10右腳C40.61970.0224100
sub10右腳Cz0.61040.0247100
sub10RestC30.61470.0200101
sub10RestC40.61210.0245101
sub10RestCz0.60640.0247101
sub11左腳C30.61880.0158100
sub11左腳C40.61430.0186100
sub11左腳Cz0.61410.0167100
sub11右腳C30.61900.0212100
sub11右腳C40.61860.0173100
sub11右腳Cz0.61710.0189100
sub11RestC30.62030.0227100
sub11RestC40.62280.0210100
sub11RestCz0.62640.0201100
sub12左腳C30.62180.0177100
sub12左腳C40.62400.0192100
sub12左腳Cz0.62080.0178100
sub12右腳C30.61690.0199101
sub12右腳C40.62480.0190101
sub12右腳Cz0.62110.0203101
sub12RestC30.63150.016898
sub12RestC40.63000.019598
sub12RestCz0.62390.016598
sub13左腳C30.62000.0203100
sub13左腳C40.61890.0182100
sub13左腳Cz0.61330.0210100
sub13右腳C30.62000.018799
sub13右腳C40.62180.018999
sub13右腳Cz0.61180.021899
sub13RestC30.61580.0206100
sub13RestC40.61530.0205100
sub13RestCz0.61560.0221100
sub14左腳C30.62560.0199100
sub14左腳C40.62670.0204100
sub14左腳Cz0.62600.0173100
sub14右腳C30.62560.0203100
sub14右腳C40.62610.0175100
sub14右腳Cz0.62570.0185100
sub14RestC30.61600.0236101
sub14RestC40.62170.0225101
sub14RestCz0.62010.0208101
sub15左腳C30.62690.0187100
sub15左腳C40.62270.0221100
sub15左腳Cz0.62280.0180100
sub15右腳C30.62550.0199100
sub15右腳C40.62130.0224100
sub15右腳Cz0.62380.0195100
sub15RestC30.61630.0210100
sub15RestC40.61290.0220100
sub15RestCz0.62020.0226100

sub1

sub1 - 30y male (Lofan)

sub1 SVD 熵

sub2

sub2 - 29y male (Sean)

sub2 SVD 熵

sub3

sub3 - 29y female (Janice)

sub3 SVD 熵

sub9

sub9 - 23y female (潘俐伃)

sub9 SVD 熵

sub10

sub10 - 20y male (李耀凱)

sub10 SVD 熵

sub11

sub11 - 25y female (游郁慈)

sub11 SVD 熵

sub12

sub12 - 24y male (林子競)

sub12 SVD 熵

sub13

sub13 - 22y female (陳姿穎)

sub13 SVD 熵

sub14

sub14 - 20y female (鍾沂蓁)

sub14 SVD 熵

sub15

sub15 - 20y female (呂佳蓁)

sub15 SVD 熵

差分熵

Differential entropy 使用 Gaussian assumption:0.5*log(2*pi*e*variance)。這個特徵保留原始振幅變異訊息,因此不做 trial z-score。

差分熵 group overview

跨受試者摘要表

任務channelmeanSDn
左腳C31.81920.311610
左腳C41.73020.333710
左腳Cz1.87260.275610
右腳C31.80610.305310
右腳C41.74350.311310
右腳Cz1.87460.264310
RestC31.83470.195010
RestC41.80420.282910
RestCz1.89020.261310

單一受試者摘要表

sub任務channelmeanSDvalid values
sub1左腳C31.63190.250999
sub1左腳C41.39400.301599
sub1左腳Cz1.67030.197299
sub1右腳C31.62200.2433103
sub1右腳C41.47540.2752103
sub1右腳Cz1.70910.1861103
sub1RestC31.70470.2414100
sub1RestC41.60200.2749100
sub1RestCz1.72550.2103100
sub2左腳C31.69900.2440102
sub2左腳C41.66930.2352102
sub2左腳Cz1.66110.2551102
sub2右腳C31.68620.2441100
sub2右腳C41.65470.2224100
sub2右腳Cz1.66510.1995100
sub2RestC32.02560.3199100
sub2RestC41.89380.2692100
sub2RestCz1.81010.2624100
sub3左腳C31.59090.2382100
sub3左腳C41.59360.2169100
sub3左腳Cz1.73160.2001100
sub3右腳C31.55420.2187100
sub3右腳C41.58720.2344100
sub3右腳Cz1.70990.1744100
sub3RestC31.62370.2820100
sub3RestC41.67150.2400100
sub3RestCz1.74350.1840100
sub9左腳C31.76620.2612100
sub9左腳C41.50790.2726100
sub9左腳Cz1.72880.2665100
sub9右腳C31.73720.2141100
sub9右腳C41.52260.2582100
sub9右腳Cz1.69590.2549100
sub9RestC31.69670.2094100
sub9RestC41.52710.2332100
sub9RestCz1.63770.2347100
sub10左腳C31.53630.3015100
sub10左腳C41.45420.2569100
sub10左腳Cz1.69380.3237100
sub10右腳C31.58090.3133100
sub10右腳C41.47940.3127100
sub10右腳Cz1.76520.3684100
sub10RestC31.79920.3675101
sub10RestC41.70040.3630101
sub10RestCz1.91840.4960101
sub11左腳C32.26590.2729100
sub11左腳C42.28940.2560100
sub11左腳Cz2.22150.2921100
sub11右腳C32.23000.2725100
sub11右腳C42.23100.2747100
sub11右腳Cz2.16910.2835100
sub11RestC32.08720.3465100
sub11RestC41.94590.3254100
sub11RestCz1.78210.3489100
sub12左腳C32.38950.3295100
sub12左腳C41.45840.2243100
sub12左腳Cz1.69690.2192100
sub12右腳C32.34130.3328101
sub12右腳C41.49240.2057101
sub12右腳Cz1.70760.1875101
sub12RestC31.70900.311998
sub12RestC41.39300.185398
sub12RestCz1.69720.222798
sub13左腳C32.09200.2828100
sub13左腳C42.30430.2536100
sub13左腳Cz2.47640.2312100
sub13右腳C32.13620.238999
sub13右腳C42.31690.207899
sub13右腳Cz2.48030.201299
sub13RestC32.19660.3362100
sub13RestC42.36590.2802100
sub13RestCz2.52720.3032100
sub14左腳C31.57240.2111100
sub14左腳C41.88750.2299100
sub14左腳Cz1.88390.2040100
sub14右腳C31.60370.2597100
sub14右腳C41.87280.2259100
sub14右腳Cz1.91080.2447100
sub14RestC31.75030.3000101
sub14RestC42.02480.2819101
sub14RestCz2.00830.2876101
sub15左腳C31.64750.2755100
sub15左腳C41.74320.3028100
sub15左腳Cz1.96190.2345100
sub15右腳C31.56970.2758100
sub15右腳C41.80210.3001100
sub15右腳Cz1.93320.2394100
sub15RestC31.75420.3041100
sub15RestC41.91810.3403100
sub15RestCz2.05190.3040100

sub1

sub1 - 30y male (Lofan)

sub1 差分熵

sub2

sub2 - 29y male (Sean)

sub2 差分熵

sub3

sub3 - 29y female (Janice)

sub3 差分熵

sub9

sub9 - 23y female (潘俐伃)

sub9 差分熵

sub10

sub10 - 20y male (李耀凱)

sub10 差分熵

sub11

sub11 - 25y female (游郁慈)

sub11 差分熵

sub12

sub12 - 24y male (林子競)

sub12 差分熵

sub13

sub13 - 22y female (陳姿穎)

sub13 差分熵

sub14

sub14 - 20y female (鍾沂蓁)

sub14 差分熵

sub15

sub15 - 20y female (呂佳蓁)

sub15 差分熵

小波熵

Wavelet entropy 使用 Haar DWT energy entropy,最多 5 層;取各層 detail 與最後 approximation 的能量比例計算 Shannon entropy,並正規化到 0~1。

小波熵 group overview

跨受試者摘要表

任務channelmeanSDn
左腳C30.71540.001710
左腳C40.71510.002010
左腳Cz0.71640.001410
右腳C30.71490.002810
右腳C40.71440.002310
右腳Cz0.71640.001510
RestC30.71320.003610
RestC40.71380.003410
RestCz0.71510.001710

單一受試者摘要表

sub任務channelmeanSDvalid values
sub1左腳C30.71540.014399
sub1左腳C40.71240.014099
sub1左腳Cz0.71410.012999
sub1右腳C30.71520.0143103
sub1右腳C40.71020.0126103
sub1右腳Cz0.71430.0105103
sub1RestC30.71210.0151100
sub1RestC40.70740.0153100
sub1RestCz0.71600.0126100
sub2左腳C30.71400.0133102
sub2左腳C40.71590.0127102
sub2左腳Cz0.71720.0109102
sub2右腳C30.71720.0134100
sub2右腳C40.71510.0126100
sub2右腳Cz0.71770.0131100
sub2RestC30.71400.0129100
sub2RestC40.71330.0134100
sub2RestCz0.71270.0146100
sub3左腳C30.71290.0145100
sub3左腳C40.71190.0136100
sub3左腳Cz0.71490.0125100
sub3右腳C30.70720.0177100
sub3右腳C40.71400.0157100
sub3右腳Cz0.71480.0134100
sub3RestC30.70560.0163100
sub3RestC40.71040.0151100
sub3RestCz0.71620.0133100
sub9左腳C30.71820.0121100
sub9左腳C40.71430.0129100
sub9左腳Cz0.71770.0133100
sub9右腳C30.71650.0121100
sub9右腳C40.71600.0139100
sub9右腳Cz0.71890.0116100
sub9RestC30.71860.0115100
sub9RestC40.71460.0137100
sub9RestCz0.71400.0139100
sub10左腳C30.71610.0134100
sub10左腳C40.71550.0147100
sub10左腳Cz0.71730.0136100
sub10右腳C30.71460.0145100
sub10右腳C40.71120.0143100
sub10右腳Cz0.71550.0136100
sub10RestC30.70980.0137101
sub10RestC40.71210.0123101
sub10RestCz0.71210.0130101
sub11左腳C30.71770.0114100
sub11左腳C40.71860.0092100
sub11左腳Cz0.71810.0101100
sub11右腳C30.71630.0112100
sub11右腳C40.71700.0121100
sub11右腳Cz0.71620.0112100
sub11RestC30.71280.0132100
sub11RestC40.71610.0128100
sub11RestCz0.71510.0136100
sub12左腳C30.71370.0135100
sub12左腳C40.71720.0105100
sub12左腳Cz0.71760.0116100
sub12右腳C30.71490.0129101
sub12右腳C40.71550.0132101
sub12右腳Cz0.71690.0123101
sub12RestC30.71570.012998
sub12RestC40.71880.011898
sub12RestCz0.71490.013798
sub13左腳C30.71620.0111100
sub13左腳C40.71590.0113100
sub13左腳Cz0.71660.0100100
sub13右腳C30.71580.011599
sub13右腳C40.71630.010099
sub13右腳Cz0.71540.009899
sub13RestC30.71340.0115100
sub13RestC40.71760.0116100
sub13RestCz0.71680.0113100
sub14左腳C30.71470.0137100
sub14左腳C40.71480.0144100
sub14左腳Cz0.71540.0114100
sub14右腳C30.71580.0146100
sub14右腳C40.71320.0136100
sub14右腳Cz0.71610.0129100
sub14RestC30.71440.0163101
sub14RestC40.71300.0149101
sub14RestCz0.71710.0143101
sub15左腳C30.71510.0127100
sub15左腳C40.71410.0128100
sub15左腳Cz0.71550.0128100
sub15右腳C30.71570.0113100
sub15右腳C40.71590.0122100
sub15右腳Cz0.71850.0131100
sub15RestC30.71550.0112100
sub15RestC40.71440.0120100
sub15RestCz0.71650.0123100

sub1

sub1 - 30y male (Lofan)

sub1 小波熵

sub2

sub2 - 29y male (Sean)

sub2 小波熵

sub3

sub3 - 29y female (Janice)

sub3 小波熵

sub9

sub9 - 23y female (潘俐伃)

sub9 小波熵

sub10

sub10 - 20y male (李耀凱)

sub10 小波熵

sub11

sub11 - 25y female (游郁慈)

sub11 小波熵

sub12

sub12 - 24y male (林子競)

sub12 小波熵

sub13

sub13 - 22y female (陳姿穎)

sub13 小波熵

sub14

sub14 - 20y female (鍾沂蓁)

sub14 小波熵

sub15

sub15 - 20y female (呂佳蓁)

sub15 小波熵