正常人 C3/C4/Cz high beta 20-30 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 20-30 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C30.92010.018910
左腳C40.93150.019510
左腳Cz0.92170.017710
右腳C30.91500.027410
右腳C40.92590.017510
右腳Cz0.91780.019510
RestC30.91270.027510
RestC40.91810.018610
RestCz0.91780.016410

單一受試者摘要表

sub任務channelmeanSDvalid values
sub1左腳C30.91180.125799
sub1左腳C40.92610.114799
sub1左腳Cz0.92720.128799
sub1右腳C30.91080.1373103
sub1右腳C40.91170.1311103
sub1右腳Cz0.90540.1321103
sub1RestC30.90780.1611100
sub1RestC40.89260.1391100
sub1RestCz0.94000.1272100
sub2左腳C30.88840.1231102
sub2左腳C40.89780.1305102
sub2左腳Cz0.88830.1278102
sub2右腳C30.85300.1576100
sub2右腳C40.90650.1412100
sub2右腳Cz0.89220.1252100
sub2RestC30.84310.1355100
sub2RestC40.90040.1149100
sub2RestCz0.88300.1310100
sub3左腳C30.91680.1138100
sub3左腳C40.91640.1071100
sub3左腳Cz0.91990.1069100
sub3右腳C30.89570.1146100
sub3右腳C40.91510.1297100
sub3右腳Cz0.91290.1214100
sub3RestC30.90290.1268100
sub3RestC40.91400.1153100
sub3RestCz0.91010.1153100
sub9左腳C30.93030.1124100
sub9左腳C40.93610.1186100
sub9左腳Cz0.92970.1232100
sub9右腳C30.90870.1392100
sub9右腳C40.92730.1250100
sub9右腳Cz0.91330.1196100
sub9RestC30.92220.1205100
sub9RestC40.92630.1106100
sub9RestCz0.92580.1164100
sub10左腳C30.92180.1287100
sub10左腳C40.94040.1292100
sub10左腳Cz0.91280.1340100
sub10右腳C30.92110.1349100
sub10右腳C40.91300.1363100
sub10右腳Cz0.89540.1368100
sub10RestC30.90800.1381101
sub10RestC40.90050.1349101
sub10RestCz0.90350.1358101
sub11左腳C30.95470.1409100
sub11左腳C40.95060.1453100
sub11左腳Cz0.94370.1293100
sub11右腳C30.91230.1354100
sub11右腳C40.94140.1593100
sub11右腳Cz0.94840.1169100
sub11RestC30.91200.1345100
sub11RestC40.91040.1491100
sub11RestCz0.92300.1180100
sub12左腳C30.91620.1269100
sub12左腳C40.95650.1251100
sub12左腳Cz0.95020.1308100
sub12右腳C30.91970.1254101
sub12右腳C40.94180.1212101
sub12右腳Cz0.93830.1118101
sub12RestC30.94040.116198
sub12RestC40.94180.117298
sub12RestCz0.93510.104598
sub13左腳C30.91290.1370100
sub13左腳C40.92820.1279100
sub13左腳Cz0.91690.1220100
sub13右腳C30.93860.123999
sub13右腳C40.94240.114699
sub13右腳Cz0.94000.129899
sub13RestC30.92850.1332100
sub13RestC40.95010.1204100
sub13RestCz0.91770.1328100
sub14左腳C30.94320.1329100
sub14左腳C40.95290.1217100
sub14左腳Cz0.92180.1197100
sub14右腳C30.94930.1305100
sub14右腳C40.95340.1225100
sub14右腳Cz0.90610.1354100
sub14RestC30.92630.1249101
sub14RestC40.92820.1172101
sub14RestCz0.91490.1220101
sub15左腳C30.90520.1246100
sub15左腳C40.91020.1306100
sub15左腳Cz0.90680.1159100
sub15右腳C30.94110.1162100
sub15右腳C40.90670.1196100
sub15右腳Cz0.92620.1334100
sub15RestC30.93550.1080100
sub15RestC40.91650.1310100
sub15RestCz0.92490.1295100

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C31.30570.017710
左腳C41.31050.017810
左腳Cz1.30680.019310
右腳C31.30190.020510
右腳C41.30860.019810
右腳Cz1.31090.018310
RestC31.30230.019910
RestC41.30700.018910
RestCz1.31450.015910

單一受試者摘要表

sub任務channelmeanSDvalid values
sub1左腳C31.32080.066899
sub1左腳C41.30900.057799
sub1左腳Cz1.31180.065599
sub1右腳C31.31090.1001103
sub1右腳C41.30370.0727103
sub1右腳Cz1.31080.0666103
sub1RestC31.29510.1229100
sub1RestC41.30150.0766100
sub1RestCz1.32950.0721100
sub2左腳C31.26960.0756102
sub2左腳C41.27370.0715102
sub2左腳Cz1.26820.0791102
sub2右腳C31.24880.0967100
sub2右腳C41.27170.0847100
sub2右腳Cz1.28260.0794100
sub2RestC31.26170.0680100
sub2RestC41.27140.0668100
sub2RestCz1.28640.0657100
sub3左腳C31.32160.0683100
sub3左腳C41.32810.0540100
sub3左腳Cz1.32420.0611100
sub3右腳C31.31280.0579100
sub3右腳C41.31290.0628100
sub3右腳Cz1.32220.0604100
sub3RestC31.32260.0523100
sub3RestC41.32370.0541100
sub3RestCz1.32400.0605100
sub9左腳C31.33010.0635100
sub9左腳C41.32740.0605100
sub9左腳Cz1.32840.0614100
sub9右腳C31.30540.0875100
sub9右腳C41.33710.0566100
sub9右腳Cz1.33260.0621100
sub9RestC31.31500.0793100
sub9RestC41.32280.0705100
sub9RestCz1.33970.0584100
sub10左腳C31.29150.0841100
sub10左腳C41.32420.0670100
sub10左腳Cz1.28460.0854100
sub10右腳C31.29550.0759100
sub10右腳C41.29660.0868100
sub10右腳Cz1.28350.0844100
sub10RestC31.29330.0790101
sub10RestC41.29490.0895101
sub10RestCz1.29900.0700101
sub11左腳C31.31260.0822100
sub11左腳C41.30560.0728100
sub11左腳Cz1.31470.0660100
sub11右腳C31.30490.0752100
sub11右腳C41.30370.0933100
sub11右腳Cz1.31020.0668100
sub11RestC31.30110.0775100
sub11RestC41.30400.0997100
sub11RestCz1.31610.0658100
sub12左腳C31.30020.0813100
sub12左腳C41.32950.0561100
sub12左腳Cz1.32800.0639100
sub12右腳C31.30140.0768101
sub12右腳C41.32340.0649101
sub12右腳Cz1.32050.0606101
sub12RestC31.33190.068598
sub12RestC41.32720.066698
sub12RestCz1.32170.060998
sub13左腳C31.31130.0968100
sub13左腳C41.31150.0856100
sub13左腳Cz1.30320.0773100
sub13右腳C31.32740.071799
sub13右腳C41.33620.058899
sub13右腳Cz1.33300.055899
sub13RestC31.31420.0865100
sub13RestC41.33140.0700100
sub13RestCz1.32000.0680100
sub14左腳C31.30490.0641100
sub14左腳C41.29900.0751100
sub14左腳Cz1.30070.0586100
sub14右腳C31.30790.0567100
sub14右腳C41.30410.0772100
sub14右腳Cz1.29530.0685100
sub14RestC31.28850.0734101
sub14RestC41.29650.0625101
sub14RestCz1.30610.0834101
sub15左腳C31.29470.0812100
sub15左腳C41.29720.0740100
sub15左腳Cz1.30400.0712100
sub15右腳C31.30430.0629100
sub15右腳C41.29690.0678100
sub15右腳Cz1.31820.0598100
sub15RestC31.29950.0546100
sub15RestC41.29640.0615100
sub15RestCz1.30260.0670100

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C30.97910.002510
左腳C40.97930.002610
左腳Cz0.97910.002410
右腳C30.97920.003210
右腳C40.97890.002910
右腳Cz0.97890.002810
RestC30.98000.003710
RestC40.97950.003510
RestCz0.97840.002610

單一受試者摘要表

sub任務channelmeanSDvalid values
sub1左腳C30.97600.008999
sub1左腳C40.98050.008499
sub1左腳Cz0.97830.008599
sub1右腳C30.97550.0091103
sub1右腳C40.97920.0082103
sub1右腳Cz0.98000.0080103
sub1RestC30.97500.0094100
sub1RestC40.98020.0069100
sub1RestCz0.97600.0093100
sub2左腳C30.98430.0074102
sub2左腳C40.98430.0064102
sub2左腳Cz0.98300.0071102
sub2右腳C30.98530.0061100
sub2右腳C40.98410.0083100
sub2右腳Cz0.98320.0061100
sub2RestC30.98710.0064100
sub2RestC40.98630.0069100
sub2RestCz0.98310.0072100
sub3左腳C30.97920.0078100
sub3左腳C40.97970.0085100
sub3左腳Cz0.97890.0078100
sub3右腳C30.97900.0087100
sub3右腳C40.97960.0074100
sub3右腳Cz0.97880.0076100
sub3RestC30.98000.0064100
sub3RestC40.98050.0077100
sub3RestCz0.98000.0073100
sub9左腳C30.97630.0084100
sub9左腳C40.97540.0098100
sub9左腳Cz0.97520.0082100
sub9右腳C30.97640.0093100
sub9右腳C40.97520.0079100
sub9右腳Cz0.97370.0103100
sub9RestC30.97800.0093100
sub9RestC40.97720.0080100
sub9RestCz0.97480.0089100
sub10左腳C30.97970.0086100
sub10左腳C40.97910.0080100
sub10左腳Cz0.98080.0075100
sub10右腳C30.97940.0074100
sub10右腳C40.97870.0097100
sub10右腳Cz0.98060.0066100
sub10RestC30.98060.0081101
sub10RestC40.97930.0087101
sub10RestCz0.98000.0078101
sub11左腳C30.97900.0084100
sub11左腳C40.97820.0085100
sub11左腳Cz0.97800.0088100
sub11右腳C30.98020.0088100
sub11右腳C40.97960.0074100
sub11右腳Cz0.97920.0084100
sub11RestC30.97720.0089100
sub11RestC40.97600.0086100
sub11RestCz0.97570.0084100
sub12左腳C30.97670.0082100
sub12左腳C40.97660.0086100
sub12左腳Cz0.97620.0094100
sub12右腳C30.97620.0093101
sub12右腳C40.97550.0085101
sub12右腳Cz0.97620.0088101
sub12RestC30.97690.007298
sub12RestC40.97450.010498
sub12RestCz0.97740.008298
sub13左腳C30.97780.0088100
sub13左腳C40.97740.0088100
sub13左腳Cz0.97840.0078100
sub13右腳C30.97650.008999
sub13右腳C40.97600.008699
sub13右腳Cz0.97630.007699
sub13RestC30.97870.0082100
sub13RestC40.97680.0082100
sub13RestCz0.97720.0083100
sub14左腳C30.98110.0089100
sub14左腳C40.97980.0078100
sub14左腳Cz0.98140.0076100
sub14右腳C30.98100.0085100
sub14右腳C40.97890.0082100
sub14右腳Cz0.98100.0075100
sub14RestC30.98300.0075101
sub14RestC40.98110.0085101
sub14RestCz0.97920.0082101
sub15左腳C30.98060.0073100
sub15左腳C40.98210.0064100
sub15左腳Cz0.98060.0077100
sub15右腳C30.98280.0081100
sub15右腳C40.98260.0077100
sub15右腳Cz0.97950.0075100
sub15RestC30.98380.0072100
sub15RestC40.98300.0073100
sub15RestCz0.98020.0085100

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C31.46390.018610
左腳C41.46550.018610
左腳Cz1.45480.018110
右腳C31.45250.024210
右腳C41.46130.026710
右腳Cz1.47030.029410
RestC31.45110.035610
RestC41.46180.015910
RestCz1.45800.023510

單一受試者摘要表

sub任務channelmeanSDvalid values
sub1左腳C31.47410.161499
sub1左腳C41.47400.161599
sub1左腳Cz1.47740.171999
sub1右腳C31.42690.1414103
sub1右腳C41.46000.1368103
sub1右腳Cz1.45060.1356103
sub1RestC31.46210.1833100
sub1RestC41.44730.1575100
sub1RestCz1.48570.1528100
sub2左腳C31.43690.1365102
sub2左腳C41.41940.1410102
sub2左腳Cz1.41630.1593102
sub2右腳C31.39370.1759100
sub2右腳C41.41940.1540100
sub2右腳Cz1.41100.1465100
sub2RestC31.36950.1560100
sub2RestC41.42990.1601100
sub2RestCz1.41900.1428100
sub3左腳C31.45740.1515100
sub3左腳C41.48410.1344100
sub3左腳Cz1.46830.1449100
sub3右腳C31.46100.1521100
sub3右腳C41.44990.1472100
sub3右腳Cz1.47550.1390100
sub3RestC31.45440.1481100
sub3RestC41.47350.1410100
sub3RestCz1.44640.1770100
sub9左腳C31.43670.1316100
sub9左腳C41.47120.1274100
sub9左腳Cz1.46440.1505100
sub9右腳C31.47240.1512100
sub9右腳C41.51170.1541100
sub9右腳Cz1.49650.1425100
sub9RestC31.50700.1413100
sub9RestC41.48030.1604100
sub9RestCz1.48920.1473100
sub10左腳C31.48090.1465100
sub10左腳C41.46860.1465100
sub10左腳Cz1.43470.1387100
sub10右腳C31.46130.1469100
sub10右腳C41.44600.1500100
sub10右腳Cz1.45730.1456100
sub10RestC31.45680.1381101
sub10RestC41.47020.1565101
sub10RestCz1.42340.1469101
sub11左腳C31.47450.1526100
sub11左腳C41.47740.1609100
sub11左腳Cz1.44690.1586100
sub11右腳C31.46900.1688100
sub11右腳C41.48270.1418100
sub11右腳Cz1.48970.1558100
sub11RestC31.44350.1533100
sub11RestC41.46060.1483100
sub11RestCz1.45720.1524100
sub12左腳C31.48970.1689100
sub12左腳C41.48030.1628100
sub12左腳Cz1.46880.1619100
sub12右腳C31.45380.1311101
sub12右腳C41.47270.1478101
sub12右腳Cz1.50030.1379101
sub12RestC31.46870.159198
sub12RestC41.47810.142498
sub12RestCz1.46220.159298
sub13左腳C31.46770.1652100
sub13左腳C41.46120.1754100
sub13左腳Cz1.45900.1310100
sub13右腳C31.46490.150899
sub13右腳C41.45950.163899
sub13右腳Cz1.50770.156399
sub13RestC31.47570.1364100
sub13RestC41.47030.1329100
sub13RestCz1.47530.1531100
sub14左腳C31.47480.1348100
sub14左腳C41.46460.1415100
sub14左腳Cz1.45770.1671100
sub14右腳C31.45830.1481100
sub14右腳C41.47850.1375100
sub14右腳Cz1.45710.1380100
sub14RestC31.44170.1526101
sub14RestC41.45130.1641101
sub14RestCz1.46660.1437101
sub15左腳C31.44670.1367100
sub15左腳C41.45400.1685100
sub15左腳Cz1.45410.1589100
sub15右腳C31.46420.1473100
sub15右腳C41.43220.1558100
sub15右腳Cz1.45740.1623100
sub15RestC31.43180.1300100
sub15RestC41.45610.1548100
sub15RestCz1.45470.1568100

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C31.74830.021210
左腳C41.75760.023710
左腳Cz1.74720.033010
右腳C31.73720.037910
右腳C41.74750.025410
右腳Cz1.75530.027110
RestC31.74590.034310
RestC41.74490.027210
RestCz1.75590.021710

單一受試者摘要表

sub任務channelmeanSDvalid values
sub1左腳C31.75400.167099
sub1左腳C41.77540.159399
sub1左腳Cz1.74290.145899
sub1右腳C31.72810.1682103
sub1右腳C41.77060.1369103
sub1右腳Cz1.76120.1450103
sub1RestC31.73060.2113100
sub1RestC41.70850.1504100
sub1RestCz1.74560.1386100
sub2左腳C31.71080.1385102
sub2左腳C41.71830.1697102
sub2左腳Cz1.70200.1577102
sub2右腳C31.63640.1844100
sub2右腳C41.70530.1697100
sub2右腳Cz1.70350.1604100
sub2RestC31.66540.1482100
sub2RestC41.71520.1580100
sub2RestCz1.72460.1640100
sub3左腳C31.78450.1589100
sub3左腳C41.77130.1440100
sub3左腳Cz1.78740.1322100
sub3右腳C31.75190.1434100
sub3右腳C41.75680.1386100
sub3右腳Cz1.75590.1395100
sub3RestC31.77130.1398100
sub3RestC41.76100.1382100
sub3RestCz1.76920.1445100
sub9左腳C31.76630.1473100
sub9左腳C41.78740.1459100
sub9左腳Cz1.76080.1380100
sub9右腳C31.76820.1535100
sub9右腳C41.77560.1164100
sub9右腳Cz1.78520.1482100
sub9RestC31.76040.1470100
sub9RestC41.76500.1344100
sub9RestCz1.78400.1578100
sub10左腳C31.75880.1485100
sub10左腳C41.75050.1397100
sub10左腳Cz1.68690.1553100
sub10右腳C31.72900.1632100
sub10右腳C41.72980.1536100
sub10右腳Cz1.73370.1656100
sub10RestC31.74460.1617101
sub10RestC41.73080.1549101
sub10RestCz1.71590.1687101
sub11左腳C31.75980.1533100
sub11左腳C41.75340.1670100
sub11左腳Cz1.77780.1514100
sub11右腳C31.75380.1650100
sub11右腳C41.74370.1760100
sub11右腳Cz1.77950.1362100
sub11RestC31.73970.1524100
sub11RestC41.72890.1943100
sub11RestCz1.77270.1324100
sub12左腳C31.72670.1565100
sub12左腳C41.78600.1285100
sub12左腳Cz1.77880.1531100
sub12右腳C31.73620.1382101
sub12右腳C41.76270.1565101
sub12右腳Cz1.74240.1365101
sub12RestC31.78030.171198
sub12RestC41.75980.144498
sub12RestCz1.77230.125398
sub13左腳C31.74430.1324100
sub13左腳C41.76370.1798100
sub13左腳Cz1.74900.1309100
sub13右腳C31.76270.141499
sub13右腳C41.77930.142199
sub13右腳Cz1.76990.128599
sub13RestC31.78430.1397100
sub13RestC41.79700.1347100
sub13RestCz1.75980.1355100
sub14左腳C31.74430.1556100
sub14左腳C41.72530.1504100
sub14左腳Cz1.72980.1594100
sub14右腳C31.75460.1312100
sub14右腳C41.73360.1533100
sub14右腳Cz1.73310.1417100
sub14RestC31.72870.1386101
sub14RestC41.72790.1460101
sub14RestCz1.75680.1474101
sub15左腳C31.73370.1481100
sub15左腳C41.74480.1736100
sub15左腳Cz1.75620.1305100
sub15右腳C31.75110.1424100
sub15右腳C41.71790.1610100
sub15右腳Cz1.78830.1438100
sub15RestC31.75330.1321100
sub15RestC41.75470.1547100
sub15RestCz1.75820.1515100

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C30.78720.001210
左腳C40.78750.001510
左腳Cz0.78630.001510
右腳C30.78670.002010
右腳C40.78720.002010
右腳Cz0.78600.001010
RestC30.78560.001710
RestC40.78660.001610
RestCz0.78680.001110

單一受試者摘要表

sub任務channelmeanSDvalid values
sub1左腳C30.78720.010499
sub1左腳C40.78790.008299
sub1左腳Cz0.78720.011999
sub1右腳C30.78440.0152103
sub1右腳C40.78710.0109103
sub1右腳Cz0.78520.0104103
sub1RestC30.78290.0210100
sub1RestC40.78550.0117100
sub1RestCz0.78730.0099100
sub2左腳C30.78620.0099102
sub2左腳C40.78730.0099102
sub2左腳Cz0.78660.0100102
sub2右腳C30.78400.0126100
sub2右腳C40.78800.0132100
sub2右腳Cz0.78580.0121100
sub2RestC30.78340.0113100
sub2RestC40.78620.0121100
sub2RestCz0.78500.0140100
sub3左腳C30.78700.0115100
sub3左腳C40.78410.0106100
sub3左腳Cz0.78540.0095100
sub3右腳C30.78440.0105100
sub3右腳C40.78510.0095100
sub3右腳Cz0.78460.0111100
sub3RestC30.78420.0112100
sub3RestC40.78570.0111100
sub3RestCz0.78530.0106100
sub9左腳C30.78740.0118100
sub9左腳C40.78730.0103100
sub9左腳Cz0.78660.0108100
sub9右腳C30.78640.0114100
sub9右腳C40.78630.0113100
sub9右腳Cz0.78540.0112100
sub9RestC30.78610.0105100
sub9RestC40.78630.0109100
sub9RestCz0.78630.0103100
sub10左腳C30.78780.0105100
sub10左腳C40.78830.0115100
sub10左腳Cz0.78520.0116100
sub10右腳C30.78760.0114100
sub10右腳C40.78500.0164100
sub10右腳Cz0.78550.0124100
sub10RestC30.78580.0117101
sub10RestC40.78400.0122101
sub10RestCz0.78780.0117101
sub11左腳C30.78760.0143100
sub11左腳C40.78730.0134100
sub11左腳Cz0.78830.0111100
sub11右腳C30.78770.0115100
sub11右腳C40.78700.0130100
sub11右腳Cz0.78680.0113100
sub11RestC30.78550.0120100
sub11RestC40.78570.0128100
sub11RestCz0.78810.0113100
sub12左腳C30.78660.0105100
sub12左腳C40.78870.0107100
sub12左腳Cz0.78770.0105100
sub12右腳C30.78590.0132101
sub12右腳C40.78810.0108101
sub12右腳Cz0.78650.0114101
sub12RestC30.78720.010198
sub12RestC40.78730.013698
sub12RestCz0.78760.011298
sub13左腳C30.78620.0136100
sub13左腳C40.78700.0118100
sub13左腳Cz0.78370.0113100
sub13右腳C30.78780.011099
sub13右腳C40.78900.010399
sub13右腳Cz0.78830.011199
sub13RestC30.78590.0125100
sub13RestC40.78830.0123100
sub13RestCz0.78620.0110100
sub14左腳C30.79020.0107100
sub14左腳C40.78980.0113100
sub14左腳Cz0.78770.0102100
sub14右腳C30.78960.0114100
sub14右腳C40.79120.0106100
sub14右腳Cz0.78620.0126100
sub14RestC30.78870.0119101
sub14RestC40.78930.0100101
sub14RestCz0.78670.0126101
sub15左腳C30.78640.0126100
sub15左腳C40.78700.0107100
sub15左腳Cz0.78450.0113100
sub15右腳C30.78870.0104100
sub15右腳C40.78520.0099100
sub15右腳Cz0.78560.0106100
sub15RestC30.78650.0104100
sub15RestC40.78780.0103100
sub15RestCz0.78740.0122100

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C30.56920.003510
左腳C40.56920.004510
左腳Cz0.56850.004010
右腳C30.56830.007410
右腳C40.56830.004610
右腳Cz0.56850.005410
RestC30.56470.009210
RestC40.56560.004810
RestCz0.56650.005710

單一受試者摘要表

sub任務channelmeanSDvalid values
sub1左腳C30.56620.028599
sub1左腳C40.56640.028799
sub1左腳Cz0.56950.028999
sub1右腳C30.57060.0281103
sub1右腳C40.56690.0314103
sub1右腳Cz0.56490.0267103
sub1RestC30.57650.0322100
sub1RestC40.56850.0263100
sub1RestCz0.57450.0306100
sub2左腳C30.56210.0353102
sub2左腳C40.55970.0267102
sub2左腳Cz0.56050.0326102
sub2右腳C30.55060.0393100
sub2右腳C40.56550.0296100
sub2右腳Cz0.55780.0301100
sub2RestC30.54210.0399100
sub2RestC40.55800.0357100
sub2RestCz0.55760.0342100
sub3左腳C30.56670.0274100
sub3左腳C40.56800.0282100
sub3左腳Cz0.56620.0276100
sub3右腳C30.56320.0300100
sub3右腳C40.56330.0324100
sub3右腳Cz0.56350.0282100
sub3RestC30.56230.0308100
sub3RestC40.56130.0295100
sub3RestCz0.56060.0299100
sub9左腳C30.56890.0265100
sub9左腳C40.57070.0265100
sub9左腳Cz0.57010.0280100
sub9右腳C30.57270.0275100
sub9右腳C40.57060.0289100
sub9右腳Cz0.57320.0274100
sub9RestC30.56490.0264100
sub9RestC40.56600.0303100
sub9RestCz0.56580.0257100
sub10左腳C30.57300.0271100
sub10左腳C40.56780.0277100
sub10左腳Cz0.56710.0294100
sub10右腳C30.57540.0281100
sub10右腳C40.56090.0353100
sub10右腳Cz0.56880.0312100
sub10RestC30.56300.0385101
sub10RestC40.56270.0298101
sub10RestCz0.56140.0301101
sub11左腳C30.57340.0307100
sub11左腳C40.57200.0287100
sub11左腳Cz0.57520.0298100
sub11右腳C30.56700.0303100
sub11右腳C40.57200.0284100
sub11右腳Cz0.57280.0244100
sub11RestC30.56970.0265100
sub11RestC40.57150.0296100
sub11RestCz0.57280.0303100
sub12左腳C30.57180.0308100
sub12左腳C40.56840.0289100
sub12左腳Cz0.56820.0249100
sub12右腳C30.56620.0309101
sub12右腳C40.57020.0275101
sub12右腳Cz0.56620.0252101
sub12RestC30.57180.027198
sub12RestC40.56850.026398
sub12RestCz0.57240.025198
sub13左腳C30.56890.0281100
sub13左腳C40.57020.0262100
sub13左腳Cz0.57200.0245100
sub13右腳C30.57600.025899
sub13右腳C40.57540.026899
sub13右腳Cz0.57380.027499
sub13RestC30.56810.0254100
sub13RestC40.57280.0259100
sub13RestCz0.56990.0246100
sub14左腳C30.56960.0298100
sub14左腳C40.57700.0282100
sub14左腳Cz0.56550.0364100
sub14右腳C30.57260.0297100
sub14右腳C40.57300.0290100
sub14右腳Cz0.57340.0307100
sub14RestC30.56690.0286101
sub14RestC40.56440.0363101
sub14RestCz0.56450.0292101
sub15左腳C30.57150.0291100
sub15左腳C40.57210.0274100
sub15左腳Cz0.57090.0267100
sub15右腳C30.56840.0287100
sub15右腳C40.56550.0327100
sub15右腳Cz0.57110.0287100
sub15RestC30.56150.0352100
sub15RestC40.56210.0301100
sub15RestCz0.56550.0325100

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C30.72150.002210
左腳C40.72200.002010
左腳Cz0.72150.001910
右腳C30.72080.002010
右腳C40.72140.002110
右腳Cz0.72050.002010
RestC30.72020.002210
RestC40.72020.002310
RestCz0.71850.001210

單一受試者摘要表

sub任務channelmeanSDvalid values
sub1左腳C30.72120.011299
sub1左腳C40.72250.009999
sub1左腳Cz0.72050.012099
sub1右腳C30.71860.0117103
sub1右腳C40.72130.0102103
sub1右腳Cz0.72050.0101103
sub1RestC30.72030.0136100
sub1RestC40.71870.0126100
sub1RestCz0.71910.0115100
sub2左腳C30.72400.0127102
sub2左腳C40.72430.0114102
sub2左腳Cz0.72350.0123102
sub2右腳C30.72020.0124100
sub2右腳C40.72590.0118100
sub2右腳Cz0.72170.0111100
sub2RestC30.71850.0125100
sub2RestC40.72510.0109100
sub2RestCz0.71850.0139100
sub3左腳C30.71930.0104100
sub3左腳C40.72030.0106100
sub3左腳Cz0.71990.0100100
sub3右腳C30.71790.0114100
sub3右腳C40.71850.0118100
sub3右腳Cz0.71840.0116100
sub3RestC30.71710.0108100
sub3RestC40.71790.0106100
sub3RestCz0.71690.0110100
sub9左腳C30.71850.0104100
sub9左腳C40.71860.0098100
sub9左腳Cz0.71770.0114100
sub9右腳C30.72030.0103100
sub9右腳C40.71920.0111100
sub9右腳Cz0.71690.0135100
sub9RestC30.71980.0112100
sub9RestC40.71920.0102100
sub9RestCz0.71710.0117100
sub10左腳C30.72380.0091100
sub10左腳C40.72160.0108100
sub10左腳Cz0.72260.0116100
sub10右腳C30.72310.0112100
sub10右腳C40.72180.0113100
sub10右腳Cz0.72250.0124100
sub10RestC30.72050.0128101
sub10RestC40.71930.0108101
sub10RestCz0.71750.0125101
sub11左腳C30.72240.0112100
sub11左腳C40.72340.0118100
sub11左腳Cz0.72280.0110100
sub11右腳C30.72060.0107100
sub11右腳C40.72070.0138100
sub11右腳Cz0.72230.0098100
sub11RestC30.71820.0094100
sub11RestC40.71840.0130100
sub11RestCz0.71950.0106100
sub12左腳C30.71980.0103100
sub12左腳C40.72180.0094100
sub12左腳Cz0.72190.0101100
sub12右腳C30.72050.0114101
sub12右腳C40.72060.0101101
sub12右腳Cz0.72000.0105101
sub12RestC30.71930.010198
sub12RestC40.71840.010298
sub12RestCz0.71970.009998
sub13左腳C30.71880.0101100
sub13左腳C40.71980.0102100
sub13左腳Cz0.72000.0096100
sub13右腳C30.71930.010599
sub13右腳C40.72050.010599
sub13右腳Cz0.71880.011399
sub13RestC30.72060.0104100
sub13RestC40.72110.0092100
sub13RestCz0.71810.0114100
sub14左腳C30.72340.0107100
sub14左腳C40.72420.0100100
sub14左腳Cz0.72320.0120100
sub14右腳C30.72310.0103100
sub14右腳C40.72320.0120100
sub14右腳Cz0.72280.0114100
sub14RestC30.72330.0111101
sub14RestC40.72170.0113101
sub14RestCz0.71850.0112101
sub15左腳C30.72350.0127100
sub15左腳C40.72380.0118100
sub15左腳Cz0.72260.0098100
sub15右腳C30.72400.0105100
sub15右腳C40.72240.0113100
sub15右腳Cz0.72080.0112100
sub15RestC30.72410.0103100
sub15RestC40.72250.0108100
sub15RestCz0.72040.0122100

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C31.59890.302710
左腳C41.52060.415410
左腳Cz1.58460.369710
右腳C31.60270.319610
右腳C41.53830.419510
右腳Cz1.59160.381210
RestC31.67600.302610
RestC41.61120.399810
RestCz1.70580.350410

單一受試者摘要表

sub任務channelmeanSDvalid values
sub1左腳C31.76070.418499
sub1左腳C40.96300.138099
sub1左腳Cz1.23970.135499
sub1右腳C31.74980.4780103
sub1右腳C41.00000.1433103
sub1右腳Cz1.22170.1396103
sub1RestC31.89910.4349100
sub1RestC41.05600.1972100
sub1RestCz1.35440.1868100
sub2左腳C31.42080.1500102
sub2左腳C41.32470.1681102
sub2左腳Cz1.29380.1453102
sub2右腳C31.46040.1499100
sub2右腳C41.35320.1590100
sub2右腳Cz1.30350.1450100
sub2RestC31.66430.1985100
sub2RestC41.55950.1471100
sub2RestCz1.58150.1973100
sub3左腳C31.75740.2194100
sub3左腳C41.74190.2334100
sub3左腳Cz1.89800.2165100
sub3右腳C31.73930.2130100
sub3右腳C41.72680.2247100
sub3右腳Cz1.86800.2163100
sub3RestC31.78720.2305100
sub3RestC41.79390.2413100
sub3RestCz1.93680.2201100
sub9左腳C31.47310.2920100
sub9左腳C41.55190.2953100
sub9左腳Cz1.85720.3043100
sub9右腳C31.46300.2838100
sub9右腳C41.54480.2850100
sub9右腳Cz1.84550.2950100
sub9RestC31.46150.3095100
sub9RestC41.58590.3049100
sub9RestCz1.90930.3068100
sub10左腳C31.07440.2518100
sub10左腳C41.09220.2132100
sub10左腳Cz1.04970.1927100
sub10右腳C31.06000.2592100
sub10右腳C41.08190.2233100
sub10右腳Cz1.04400.2074100
sub10RestC31.14710.2386101
sub10RestC41.17010.2455101
sub10RestCz1.23430.1946101
sub11左腳C31.82730.3282100
sub11左腳C41.81600.3057100
sub11左腳Cz1.60610.2688100
sub11右腳C31.83380.3149100
sub11右腳C41.82150.3168100
sub11右腳Cz1.60250.2576100
sub11RestC31.96810.3286100
sub11RestC41.88040.3305100
sub11RestCz1.70360.2678100
sub12左腳C31.48070.1867100
sub12左腳C41.14260.1743100
sub12左腳Cz1.26950.1385100
sub12右腳C31.47780.2272101
sub12右腳C41.20760.1903101
sub12右腳Cz1.28660.1561101
sub12RestC31.44080.197998
sub12RestC41.26280.159898
sub12RestCz1.30890.153698
sub13左腳C32.17270.4247100
sub13左腳C42.27220.2386100
sub13左腳Cz2.25180.1878100
sub13右腳C32.24230.355799
sub13右腳C42.36540.225799
sub13右腳Cz2.31260.184999
sub13RestC32.17290.3538100
sub13RestC42.32200.2497100
sub13RestCz2.37670.1716100
sub14左腳C31.65230.1867100
sub14左腳C41.91640.1496100
sub14左腳Cz1.70580.1347100
sub14右腳C31.65190.1866100
sub14右腳C41.88730.1622100
sub14右腳Cz1.75650.1374100
sub14RestC31.75100.2052101
sub14RestC42.02940.1684101
sub14RestCz1.90510.1688101
sub15左腳C31.36970.2428100
sub15左腳C41.38460.2078100
sub15左腳Cz1.67400.1536100
sub15右腳C31.34880.1934100
sub15右腳C41.39500.1526100
sub15右腳Cz1.67510.1390100
sub15RestC31.46820.2340100
sub15RestC41.45240.1581100
sub15RestCz1.74760.1238100

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C30.54220.007710
左腳C40.54250.007210
左腳Cz0.54120.005910
右腳C30.54210.009110
右腳C40.54190.008210
右腳Cz0.54020.006410
RestC30.54340.010610
RestC40.54250.009610
RestCz0.53920.006310

單一受試者摘要表

sub任務channelmeanSDvalid values
sub1左腳C30.53760.017199
sub1左腳C40.54600.016699
sub1左腳Cz0.53920.018399
sub1右腳C30.53180.0180103
sub1右腳C40.54530.0164103
sub1右腳Cz0.54020.0180103
sub1RestC30.53280.0204100
sub1RestC40.54350.0155100
sub1RestCz0.53390.0180100
sub2左腳C30.55930.0201102
sub2左腳C40.55690.0159102
sub2左腳Cz0.55170.0174102
sub2右腳C30.56220.0180100
sub2右腳C40.55910.0175100
sub2右腳Cz0.55160.0145100
sub2RestC30.56660.0176100
sub2RestC40.56350.0154100
sub2RestCz0.55100.0185100
sub3左腳C30.53980.0140100
sub3左腳C40.54080.0152100
sub3左腳Cz0.53980.0142100
sub3右腳C30.54020.0150100
sub3右腳C40.54110.0150100
sub3右腳Cz0.53920.0154100
sub3RestC30.53870.0149100
sub3RestC40.54150.0157100
sub3RestCz0.53880.0144100
sub9左腳C30.53290.0161100
sub9左腳C40.53370.0154100
sub9左腳Cz0.53160.0156100
sub9右腳C30.53390.0167100
sub9右腳C40.53110.0139100
sub9右腳Cz0.53020.0163100
sub9RestC30.53710.0175100
sub9RestC40.53590.0171100
sub9RestCz0.53230.0172100
sub10左腳C30.54150.0182100
sub10左腳C40.54240.0185100
sub10左腳Cz0.54510.0157100
sub10右腳C30.54430.0184100
sub10右腳C40.54140.0183100
sub10右腳Cz0.54330.0174100
sub10RestC30.54390.0189101
sub10RestC40.54060.0167101
sub10RestCz0.54330.0165101
sub11左腳C30.53980.0204100
sub11左腳C40.53810.0197100
sub11左腳Cz0.53910.0184100
sub11右腳C30.54130.0197100
sub11右腳C40.54070.0172100
sub11右腳Cz0.54120.0168100
sub11RestC30.53790.0174100
sub11RestC40.53370.0168100
sub11RestCz0.53420.0145100
sub12左腳C30.53630.0172100
sub12左腳C40.53610.0163100
sub12左腳Cz0.53620.0170100
sub12右腳C30.53650.0179101
sub12右腳C40.53480.0171101
sub12右腳Cz0.53460.0163101
sub12RestC30.53370.015698
sub12RestC40.53240.018798
sub12RestCz0.53460.015398
sub13左腳C30.53850.0167100
sub13左腳C40.53570.0171100
sub13左腳Cz0.53720.0170100
sub13右腳C30.53490.016099
sub13右腳C40.53430.014599
sub13右腳Cz0.53300.014699
sub13RestC30.53920.0176100
sub13RestC40.53480.0148100
sub13RestCz0.53550.0169100
sub14左腳C30.54910.0199100
sub14左腳C40.54530.0170100
sub14左腳Cz0.54700.0173100
sub14右腳C30.54540.0184100
sub14右腳C40.54110.0165100
sub14右腳Cz0.54660.0162100
sub14RestC30.54960.0166101
sub14RestC40.54760.0191101
sub14RestCz0.54060.0161101
sub15左腳C30.54710.0205100
sub15左腳C40.54990.0154100
sub15左腳Cz0.54520.0152100
sub15右腳C30.55020.0170100
sub15右腳C40.55050.0191100
sub15右腳Cz0.54220.0157100
sub15RestC30.55420.0166100
sub15RestC40.55170.0168100
sub15RestCz0.54740.0189100

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