正常人 C3/C4/Cz low beta 13-20 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 13-20 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C30.64160.009110
左腳C40.64900.009310
左腳Cz0.64820.011110
右腳C30.64360.007310
右腳C40.64580.011610
右腳Cz0.64780.009410
RestC30.64910.014310
RestC40.65380.012310
RestCz0.64800.008110

單一受試者摘要表

sub任務channelmeanSDvalid values
sub1左腳C30.63760.064999
sub1左腳C40.65820.064299
sub1左腳Cz0.65300.074099
sub1右腳C30.64410.0847103
sub1右腳C40.66070.0727103
sub1右腳Cz0.64270.0698103
sub1RestC30.64180.0761100
sub1RestC40.67200.0855100
sub1RestCz0.64510.0656100
sub2左腳C30.63260.0787102
sub2左腳C40.63180.0822102
sub2左腳Cz0.62280.0739102
sub2右腳C30.63560.0784100
sub2右腳C40.61970.0777100
sub2右腳Cz0.62690.0890100
sub2RestC30.62370.0739100
sub2RestC40.65030.0834100
sub2RestCz0.62770.0832100
sub3左腳C30.65390.0777100
sub3左腳C40.65900.0636100
sub3左腳Cz0.66010.0652100
sub3右腳C30.65800.0627100
sub3右腳C40.65100.0767100
sub3右腳Cz0.65840.0667100
sub3RestC30.65470.0742100
sub3RestC40.66870.0639100
sub3RestCz0.65330.0773100
sub9左腳C30.63200.0711100
sub9左腳C40.63940.0582100
sub9左腳Cz0.65190.0724100
sub9右腳C30.64100.0783100
sub9右腳C40.64290.0667100
sub9右腳Cz0.64720.0727100
sub9RestC30.64890.0625100
sub9RestC40.64870.0756100
sub9RestCz0.65430.0794100
sub10左腳C30.63930.0765100
sub10左腳C40.65100.0726100
sub10左腳Cz0.64300.0714100
sub10右腳C30.63940.0813100
sub10右腳C40.64160.0654100
sub10右腳Cz0.64380.0716100
sub10RestC30.66690.0833101
sub10RestC40.63910.0695101
sub10RestCz0.65100.0685101
sub11左腳C30.63090.0811100
sub11左腳C40.64340.0753100
sub11左腳Cz0.64500.0701100
sub11右腳C30.64040.0766100
sub11右腳C40.65130.0715100
sub11右腳Cz0.64920.0781100
sub11RestC30.62840.0765100
sub11RestC40.63520.0760100
sub11RestCz0.64520.0712100
sub12左腳C30.64540.0703100
sub12左腳C40.64770.0685100
sub12左腳Cz0.65930.0804100
sub12右腳C30.63480.0741101
sub12右腳C40.65860.0706101
sub12右腳Cz0.66090.0732101
sub12RestC30.65990.074598
sub12RestC40.66330.070198
sub12RestCz0.65230.069198
sub13左腳C30.65600.0774100
sub13左腳C40.65010.0699100
sub13左腳Cz0.65150.0799100
sub13右腳C30.65070.062899
sub13右腳C40.64960.069899
sub13右腳Cz0.65300.070499
sub13RestC30.65910.0817100
sub13RestC40.65980.0839100
sub13RestCz0.65560.0784100
sub14左腳C30.64930.0844100
sub14左腳C40.66200.0677100
sub14左腳Cz0.65500.0649100
sub14右腳C30.64980.0838100
sub14右腳C40.64330.0884100
sub14右腳Cz0.64880.0715100
sub14RestC30.64620.0722101
sub14RestC40.65520.0864101
sub14RestCz0.64540.0730101
sub15左腳C30.63860.0764100
sub15左腳C40.64750.0765100
sub15左腳Cz0.64060.0769100
sub15右腳C30.64210.0796100
sub15右腳C40.63930.0700100
sub15右腳Cz0.64710.0717100
sub15RestC30.66150.0780100
sub15RestC40.64540.0716100
sub15RestCz0.64980.0807100

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C30.89550.019910
左腳C40.89980.013010
左腳Cz0.89920.017310
右腳C30.89760.018110
右腳C40.90120.013110
右腳Cz0.90110.016910
RestC30.89880.015010
RestC40.89900.015910
RestCz0.89940.011710

單一受試者摘要表

sub任務channelmeanSDvalid values
sub1左腳C30.91110.046199
sub1左腳C40.88720.061599
sub1左腳Cz0.88960.059499
sub1右腳C30.90630.0503103
sub1右腳C40.88210.0588103
sub1右腳Cz0.88030.0534103
sub1RestC30.92190.0564100
sub1RestC40.87340.0638100
sub1RestCz0.89090.0506100
sub2左腳C30.88870.0699102
sub2左腳C40.88170.0694102
sub2左腳Cz0.87380.0636102
sub2右腳C30.88940.0676100
sub2右腳C40.88780.0728100
sub2右腳Cz0.87730.0667100
sub2RestC30.89260.0591100
sub2RestC40.91190.0668100
sub2RestCz0.89040.0748100
sub3左腳C30.91730.0461100
sub3左腳C40.92380.0412100
sub3左腳Cz0.92300.0389100
sub3右腳C30.91650.0545100
sub3右腳C40.91880.0485100
sub3右腳Cz0.92630.0504100
sub3RestC30.91000.0588100
sub3RestC40.91420.0449100
sub3RestCz0.90970.0519100
sub9左腳C30.88410.0680100
sub9左腳C40.90000.0522100
sub9左腳Cz0.91250.0461100
sub9右腳C30.89920.0606100
sub9右腳C40.90480.0549100
sub9右腳Cz0.91820.0470100
sub9RestC30.88650.0518100
sub9RestC40.90580.0561100
sub9RestCz0.91550.0529100
sub10左腳C30.87920.0634100
sub10左腳C40.89140.0620100
sub10左腳Cz0.87370.0638100
sub10右腳C30.88420.0737100
sub10右腳C40.89620.0628100
sub10右腳Cz0.88770.0459100
sub10RestC30.87900.0638101
sub10RestC40.88550.0513101
sub10RestCz0.88020.0661101
sub11左腳C30.88350.0642100
sub11左腳C40.89390.0691100
sub11左腳Cz0.88810.0543100
sub11右腳C30.88490.0612100
sub11右腳C40.91200.0476100
sub11右腳Cz0.89730.0519100
sub11RestC30.88700.0729100
sub11RestC40.87490.0723100
sub11RestCz0.89260.0640100
sub12左腳C30.85960.0654100
sub12左腳C40.89920.0476100
sub12左腳Cz0.91000.0433100
sub12右腳C30.86080.0667101
sub12右腳C40.89630.0471101
sub12右腳Cz0.90130.0507101
sub12RestC30.88310.060098
sub12RestC40.90240.052998
sub12RestCz0.89550.047398
sub13左腳C30.90640.0665100
sub13左腳C40.90850.0533100
sub13左腳Cz0.90110.0611100
sub13右腳C30.92020.049799
sub13右腳C40.91840.051199
sub13右腳Cz0.92190.045699
sub13RestC30.91630.0488100
sub13RestC40.91830.0546100
sub13RestCz0.91530.0542100
sub14左腳C30.92420.0581100
sub14左腳C40.91610.0505100
sub14左腳Cz0.91620.0510100
sub14右腳C30.91170.0613100
sub14右腳C40.90770.0615100
sub14右腳Cz0.90120.0577100
sub14RestC30.90780.0697101
sub14RestC40.90550.0611101
sub14RestCz0.90140.0609101
sub15左腳C30.90100.0578100
sub15左腳C40.89600.0532100
sub15左腳Cz0.90370.0533100
sub15右腳C30.90320.0547100
sub15右腳C40.88780.0653100
sub15右腳Cz0.89910.0616100
sub15RestC30.90370.0461100
sub15RestC40.89770.0527100
sub15RestCz0.90280.0569100

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C30.97710.002810
左腳C40.97730.001510
左腳Cz0.97690.001710
右腳C30.97720.002310
右腳C40.97730.002110
右腳Cz0.97700.001710
RestC30.97710.003110
RestC40.97720.003010
RestCz0.97720.001610

單一受試者摘要表

sub任務channelmeanSDvalid values
sub1左腳C30.97700.007099
sub1左腳C40.97560.007799
sub1左腳Cz0.97510.007299
sub1右腳C30.97750.0064103
sub1右腳C40.97310.0070103
sub1右腳Cz0.97520.0070103
sub1RestC30.97880.0079100
sub1RestC40.97150.0091100
sub1RestCz0.97480.0069100
sub2左腳C30.97900.0067102
sub2左腳C40.97720.0067102
sub2左腳Cz0.97530.0063102
sub2右腳C30.97860.0062100
sub2右腳C40.97970.0065100
sub2右腳Cz0.97660.0060100
sub2RestC30.98040.0062100
sub2RestC40.98060.0058100
sub2RestCz0.97770.0063100
sub3左腳C30.97910.0061100
sub3左腳C40.97900.0063100
sub3左腳Cz0.97900.0062100
sub3右腳C30.97850.0060100
sub3右腳C40.97830.0062100
sub3右腳Cz0.97820.0059100
sub3RestC30.97730.0075100
sub3RestC40.97750.0070100
sub3RestCz0.97800.0073100
sub9左腳C30.97400.0067100
sub9左腳C40.97630.0065100
sub9左腳Cz0.97680.0065100
sub9右腳C30.97590.0069100
sub9右腳C40.97730.0060100
sub9右腳Cz0.97760.0062100
sub9RestC30.97270.0077100
sub9RestC40.97780.0060100
sub9RestCz0.97800.0055100
sub10左腳C30.97450.0077100
sub10左腳C40.97500.0072100
sub10左腳Cz0.97430.0080100
sub10右腳C30.97560.0071100
sub10右腳C40.97590.0069100
sub10右腳Cz0.97500.0082100
sub10RestC30.97220.0100101
sub10RestC40.97310.0093101
sub10RestCz0.97510.0073101
sub11左腳C30.97670.0072100
sub11左腳C40.97830.0063100
sub11左腳Cz0.97660.0069100
sub11右腳C30.97620.0070100
sub11右腳C40.97800.0067100
sub11右腳Cz0.97640.0072100
sub11RestC30.97760.0070100
sub11RestC40.97720.0062100
sub11RestCz0.97730.0061100
sub12左腳C30.97240.0067100
sub12左腳C40.97640.0054100
sub12左腳Cz0.97610.0073100
sub12右腳C30.97290.0071101
sub12右腳C40.97520.0065101
sub12右腳Cz0.97540.0064101
sub12RestC30.97450.006598
sub12RestC40.97690.006598
sub12RestCz0.97620.006698
sub13左腳C30.97940.0062100
sub13左腳C40.97810.0060100
sub13左腳Cz0.97850.0061100
sub13右腳C30.97920.006699
sub13右腳C40.97870.006799
sub13右腳Cz0.97860.005699
sub13RestC30.97870.0067100
sub13RestC40.98050.0050100
sub13RestCz0.97900.0061100
sub14左腳C30.98120.0069100
sub14左腳C40.97990.0056100
sub14左腳Cz0.97940.0063100
sub14右腳C30.98140.0059100
sub14右腳C40.97950.0062100
sub14右腳Cz0.98060.0056100
sub14RestC30.98130.0055101
sub14RestC40.98020.0059101
sub14RestCz0.97950.0060101
sub15左腳C30.97780.0062100
sub15左腳C40.97690.0069100
sub15左腳Cz0.97780.0052100
sub15右腳C30.97670.0055100
sub15右腳C40.97750.0070100
sub15右腳Cz0.97670.0067100
sub15RestC30.97730.0074100
sub15RestC40.97640.0067100
sub15RestCz0.97650.0069100

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C31.27540.012910
左腳C41.28290.019810
左腳Cz1.28600.015410
右腳C31.26770.015810
右腳C41.27840.011410
右腳Cz1.27760.017410
RestC31.27940.016910
RestC41.28990.018210
RestCz1.27400.014610

單一受試者摘要表

sub任務channelmeanSDvalid values
sub1左腳C31.27390.128399
sub1左腳C41.28060.141799
sub1左腳Cz1.29440.133899
sub1右腳C31.25880.1427103
sub1右腳C41.27360.1261103
sub1右腳Cz1.25510.1313103
sub1RestC31.27190.1506100
sub1RestC41.28640.1603100
sub1RestCz1.25560.1330100
sub2左腳C31.27120.1374102
sub2左腳C41.27530.1452102
sub2左腳Cz1.27180.1501102
sub2右腳C31.26880.1450100
sub2右腳C41.26550.1477100
sub2右腳Cz1.25040.1467100
sub2RestC31.27990.1429100
sub2RestC41.30140.1430100
sub2RestCz1.26910.1645100
sub3左腳C31.29260.1369100
sub3左腳C41.29010.1285100
sub3左腳Cz1.30470.1500100
sub3右腳C31.29110.1376100
sub3右腳C41.28050.1277100
sub3右腳Cz1.29920.1433100
sub3RestC31.29610.1422100
sub3RestC41.30910.1431100
sub3RestCz1.28930.1492100
sub9左腳C31.25100.1430100
sub9左腳C41.25600.1403100
sub9左腳Cz1.26790.1470100
sub9右腳C31.24950.1374100
sub9右腳C41.29380.1417100
sub9右腳Cz1.27630.1513100
sub9RestC31.25570.1391100
sub9RestC41.29050.1589100
sub9RestCz1.27360.1381100
sub10左腳C31.27530.1367100
sub10左腳C41.26880.1661100
sub10左腳Cz1.27940.1502100
sub10右腳C31.25030.1498100
sub10右腳C41.26610.1604100
sub10右腳Cz1.26230.1442100
sub10RestC31.25400.1562101
sub10RestC41.28950.1478101
sub10RestCz1.25570.1413101
sub11左腳C31.26800.1174100
sub11左腳C41.29560.1294100
sub11左腳Cz1.27210.1410100
sub11右腳C31.27000.1601100
sub11右腳C41.27320.1330100
sub11右腳Cz1.27560.1347100
sub11RestC31.26760.1406100
sub11RestC41.25120.1498100
sub11RestCz1.26120.1466100
sub12左腳C31.27280.1400100
sub12左腳C41.27150.1445100
sub12左腳Cz1.30150.1586100
sub12右腳C31.24660.1443101
sub12右腳C41.27740.1552101
sub12右腳Cz1.27960.1527101
sub12RestC31.28000.151898
sub12RestC41.30370.146298
sub12RestCz1.29320.139198
sub13左腳C31.27740.1303100
sub13左腳C41.29290.1419100
sub13左腳Cz1.28550.1391100
sub13右腳C31.28610.130099
sub13右腳C41.27460.156799
sub13右腳Cz1.28660.142299
sub13RestC31.29600.1449100
sub13RestC41.30330.1382100
sub13RestCz1.27770.1582100
sub14左腳C31.29840.1393100
sub14左腳C41.32700.1491100
sub14左腳Cz1.30950.1426100
sub14右腳C31.27860.1402100
sub14右腳C41.30170.1474100
sub14右腳Cz1.29960.1394100
sub14RestC31.29360.1513101
sub14RestC41.29760.1562101
sub14RestCz1.26970.1595101
sub15左腳C31.27390.1360100
sub15左腳C41.27100.1278100
sub15左腳Cz1.27360.1318100
sub15右腳C31.27730.1584100
sub15右腳C41.27760.1412100
sub15右腳Cz1.29140.1505100
sub15RestC31.29960.1336100
sub15RestC41.26680.1423100
sub15RestCz1.29480.1445100

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C31.61360.035510
左腳C41.63260.027010
左腳Cz1.62860.027510
右腳C31.61900.031410
右腳C41.62590.025110
右腳Cz1.62670.029710
RestC31.61970.019810
RestC41.62710.028610
RestCz1.62430.023010

單一受試者摘要表

sub任務channelmeanSDvalid values
sub1左腳C31.62900.143399
sub1左腳C41.62450.159199
sub1左腳Cz1.63750.160599
sub1右腳C31.63050.1699103
sub1右腳C41.61950.1559103
sub1右腳Cz1.59990.1594103
sub1RestC31.63390.1619100
sub1RestC41.63000.2031100
sub1RestCz1.62670.1459100
sub2左腳C31.57590.1571102
sub2左腳C41.59690.1780102
sub2左腳Cz1.57660.1669102
sub2右腳C31.57690.1692100
sub2右腳C41.58270.1856100
sub2右腳Cz1.56300.1884100
sub2RestC31.59710.1499100
sub2RestC41.62100.1515100
sub2RestCz1.57910.1672100
sub3左腳C31.67080.1475100
sub3左腳C41.66950.1438100
sub3左腳Cz1.68210.1435100
sub3右腳C31.63820.1613100
sub3右腳C41.65370.1629100
sub3右腳Cz1.66400.1827100
sub3RestC31.64540.1605100
sub3RestC41.65580.1384100
sub3RestCz1.64690.1488100
sub9左腳C31.60520.1593100
sub9左腳C41.63360.1329100
sub9左腳Cz1.61420.1473100
sub9右腳C31.65560.1738100
sub9右腳C41.64000.1593100
sub9右腳Cz1.63190.1513100
sub9RestC31.62860.1700100
sub9RestC41.65680.1594100
sub9RestCz1.62340.1694100
sub10左腳C31.56350.1622100
sub10左腳C41.59050.1775100
sub10左腳Cz1.62400.1761100
sub10右腳C31.58890.1749100
sub10右腳C41.62080.1762100
sub10右腳Cz1.61270.1563100
sub10RestC31.58540.1919101
sub10RestC41.59930.1663101
sub10RestCz1.59110.1633101
sub11左腳C31.59880.1757100
sub11左腳C41.63470.1691100
sub11左腳Cz1.61230.1537100
sub11右腳C31.61870.1653100
sub11右腳C41.63400.1415100
sub11右腳Cz1.65300.1676100
sub11RestC31.60670.1703100
sub11RestC41.57060.1539100
sub11RestCz1.63240.1674100
sub12左腳C31.58920.1553100
sub12左腳C41.62240.1454100
sub12左腳Cz1.64100.1522100
sub12右腳C31.56820.1835101
sub12右腳C41.63420.1532101
sub12右腳Cz1.64030.1517101
sub12RestC31.60870.173198
sub12RestC41.65370.176098
sub12RestCz1.63000.167298
sub13左腳C31.64740.1806100
sub13左腳C41.65740.1600100
sub13左腳Cz1.64080.1734100
sub13右腳C31.65980.149299
sub13右腳C41.66520.156399
sub13右腳Cz1.65170.143599
sub13RestC31.63900.1640100
sub13RestC41.64350.1391100
sub13RestCz1.65210.1684100
sub14左腳C31.65520.1382100
sub14左腳C41.66900.1546100
sub14左腳Cz1.64270.1485100
sub14右腳C31.62450.1459100
sub14右腳C41.61400.1750100
sub14右腳Cz1.62830.1656100
sub14RestC31.63540.1667101
sub14RestC41.63670.1715101
sub14RestCz1.62250.1575101
sub15左腳C31.60070.1497100
sub15左腳C41.62730.1653100
sub15左腳Cz1.61510.1494100
sub15右腳C31.62870.1875100
sub15右腳C41.59480.1865100
sub15右腳Cz1.62220.1375100
sub15RestC31.61690.1618100
sub15RestC41.60310.1546100
sub15RestCz1.63900.1491100

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C30.75440.002710
左腳C40.75520.001810
左腳Cz0.75540.001610
右腳C30.75410.002310
右腳C40.75500.001510
右腳Cz0.75460.001610
RestC30.75530.001910
RestC40.75540.002510
RestCz0.75520.001610

單一受試者摘要表

sub任務channelmeanSDvalid values
sub1左腳C30.75660.011599
sub1左腳C40.75380.012199
sub1左腳Cz0.75420.011499
sub1右腳C30.75390.0103103
sub1右腳C40.75380.0116103
sub1右腳Cz0.75420.0111103
sub1RestC30.75570.0124100
sub1RestC40.75210.0145100
sub1RestCz0.75490.0100100
sub2左腳C30.75560.0134102
sub2左腳C40.75430.0131102
sub2左腳Cz0.75360.0116102
sub2右腳C30.75310.0119100
sub2右腳C40.75490.0113100
sub2右腳Cz0.75250.0137100
sub2RestC30.75580.0114100
sub2RestC40.75780.0109100
sub2RestCz0.75270.0128100
sub3左腳C30.75790.0106100
sub3左腳C40.75840.0108100
sub3左腳Cz0.75730.0103100
sub3右腳C30.75480.0098100
sub3右腳C40.75710.0088100
sub3右腳Cz0.75640.0101100
sub3RestC30.75520.0107100
sub3RestC40.75790.0097100
sub3RestCz0.75650.0115100
sub9左腳C30.75150.0138100
sub9左腳C40.75320.0107100
sub9左腳Cz0.75430.0096100
sub9右腳C30.75380.0117100
sub9右腳C40.75610.0114100
sub9右腳Cz0.75370.0098100
sub9RestC30.75550.0110100
sub9RestC40.75450.0112100
sub9RestCz0.75560.0106100
sub10左腳C30.75210.0122100
sub10左腳C40.75310.0136100
sub10左腳Cz0.75340.0111100
sub10右腳C30.75360.0150100
sub10右腳C40.75230.0127100
sub10右腳Cz0.75440.0107100
sub10RestC30.75240.0136101
sub10RestC40.75190.0123101
sub10RestCz0.75270.0130101
sub11左腳C30.75420.0120100
sub11左腳C40.75460.0118100
sub11左腳Cz0.75580.0118100
sub11右腳C30.75460.0121100
sub11右腳C40.75500.0108100
sub11右腳Cz0.75380.0112100
sub11RestC30.75420.0140100
sub11RestC40.75330.0123100
sub11RestCz0.75600.0117100
sub12左腳C30.75050.0131100
sub12左腳C40.75530.0101100
sub12左腳Cz0.75500.0111100
sub12右腳C30.74910.0125101
sub12右腳C40.75640.0094101
sub12右腳Cz0.75550.0118101
sub12RestC30.75220.013198
sub12RestC40.75680.011598
sub12RestCz0.75340.011398
sub13左腳C30.75420.0112100
sub13左腳C40.75630.0109100
sub13左腳Cz0.75640.0135100
sub13右腳C30.75680.010799
sub13右腳C40.75510.011099
sub13右腳Cz0.75590.010299
sub13RestC30.75790.0119100
sub13RestC40.75590.0102100
sub13RestCz0.75700.0116100
sub14左腳C30.75830.0109100
sub14左腳C40.75770.0101100
sub14左腳Cz0.75850.0107100
sub14右腳C30.75780.0119100
sub14右腳C40.75620.0123100
sub14右腳Cz0.75730.0126100
sub14RestC30.75720.0107101
sub14RestC40.75880.0098101
sub14RestCz0.75650.0111101
sub15左腳C30.75310.0109100
sub15左腳C40.75490.0108100
sub15左腳Cz0.75550.0103100
sub15右腳C30.75370.0123100
sub15右腳C40.75320.0134100
sub15右腳Cz0.75290.0119100
sub15RestC30.75720.0106100
sub15RestC40.75520.0107100
sub15RestCz0.75620.0102100

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C30.49050.004710
左腳C40.49300.004310
左腳Cz0.49090.003410
右腳C30.49160.004310
右腳C40.49060.003810
右腳Cz0.49120.002610
RestC30.49060.006510
RestC40.49260.004510
RestCz0.49330.003610

單一受試者摘要表

sub任務channelmeanSDvalid values
sub1左腳C30.48430.033199
sub1左腳C40.49930.031899
sub1左腳Cz0.49200.031999
sub1右腳C30.49000.0310103
sub1右腳C40.49020.0299103
sub1右腳Cz0.48540.0353103
sub1RestC30.48310.0337100
sub1RestC40.49120.0373100
sub1RestCz0.49400.0317100
sub2左腳C30.49620.0317102
sub2左腳C40.49080.0315102
sub2左腳Cz0.48570.0286102
sub2右腳C30.49490.0333100
sub2右腳C40.48830.0321100
sub2右腳Cz0.49010.0329100
sub2RestC30.48980.0318100
sub2RestC40.49500.0343100
sub2RestCz0.48700.0340100
sub3左腳C30.49360.0324100
sub3左腳C40.49100.0325100
sub3左腳Cz0.48930.0297100
sub3右腳C30.49670.0292100
sub3右腳C40.49520.0269100
sub3右腳Cz0.49140.0306100
sub3RestC30.49500.0311100
sub3RestC40.49310.0297100
sub3RestCz0.48960.0343100
sub9左腳C30.48540.0329100
sub9左腳C40.49070.0267100
sub9左腳Cz0.48920.0284100
sub9右腳C30.48730.0315100
sub9右腳C40.49500.0280100
sub9右腳Cz0.49030.0288100
sub9RestC30.48270.0404100
sub9RestC40.49570.0280100
sub9RestCz0.49380.0319100
sub10左腳C30.48820.0357100
sub10左腳C40.48610.0365100
sub10左腳Cz0.48610.0323100
sub10右腳C30.49000.0328100
sub10右腳C40.48410.0364100
sub10右腳Cz0.48910.0385100
sub10RestC30.48070.0454101
sub10RestC40.48240.0439101
sub10RestCz0.49250.0334101
sub11左腳C30.48850.0329100
sub11左腳C40.49410.0299100
sub11左腳Cz0.49480.0273100
sub11右腳C30.49230.0314100
sub11右腳C40.48860.0348100
sub11右腳Cz0.49240.0332100
sub11RestC30.49000.0357100
sub11RestC40.49460.0292100
sub11RestCz0.49270.0295100
sub12左腳C30.48920.0319100
sub12左腳C40.49420.0284100
sub12左腳Cz0.49150.0293100
sub12右腳C30.48550.0389101
sub12右腳C40.49210.0318101
sub12右腳Cz0.49220.0335101
sub12RestC30.49620.028398
sub12RestC40.49330.030098
sub12RestCz0.49410.031998
sub13左腳C30.49810.0259100
sub13左腳C40.49120.0338100
sub13左腳Cz0.49460.0310100
sub13右腳C30.49560.029299
sub13右腳C40.49340.028799
sub13右腳Cz0.49240.031499
sub13RestC30.49750.0314100
sub13RestC40.49450.0302100
sub13RestCz0.50050.0306100
sub14左腳C30.49430.0307100
sub14左腳C40.50050.0264100
sub14左腳Cz0.49510.0237100
sub14右腳C30.49730.0292100
sub14右腳C40.49320.0319100
sub14右腳Cz0.49420.0337100
sub14RestC30.49870.0324101
sub14RestC40.49780.0346101
sub14RestCz0.49600.0290101
sub15左腳C30.48740.0318100
sub15左腳C40.49180.0327100
sub15左腳Cz0.49090.0328100
sub15右腳C30.48680.0362100
sub15右腳C40.48630.0372100
sub15右腳Cz0.49420.0310100
sub15RestC30.49190.0382100
sub15RestC40.48790.0364100
sub15RestCz0.49280.0281100

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C30.70460.003010
左腳C40.70580.003110
左腳Cz0.70540.002310
右腳C30.70490.003110
右腳C40.70510.001910
右腳Cz0.70460.003210
RestC30.70430.004210
RestC40.70640.003310
RestCz0.70620.002610

單一受試者摘要表

sub任務channelmeanSDvalid values
sub1左腳C30.70280.017899
sub1左腳C40.70970.012399
sub1左腳Cz0.70410.014599
sub1右腳C30.70340.0174103
sub1右腳C40.70850.0150103
sub1右腳Cz0.70190.0156103
sub1RestC30.69970.0179100
sub1RestC40.70840.0183100
sub1RestCz0.70660.0160100
sub2左腳C30.70660.0169102
sub2左腳C40.70410.0166102
sub2左腳Cz0.70120.0143102
sub2右腳C30.70610.0185100
sub2右腳C40.70540.0165100
sub2右腳Cz0.70150.0178100
sub2RestC30.70230.0167100
sub2RestC40.70690.0173100
sub2RestCz0.70130.0157100
sub3左腳C30.70710.0183100
sub3左腳C40.70590.0164100
sub3左腳Cz0.70400.0162100
sub3右腳C30.70630.0149100
sub3右腳C40.70500.0165100
sub3右腳Cz0.70310.0140100
sub3RestC30.70780.0146100
sub3RestC40.71040.0160100
sub3RestCz0.70600.0153100
sub9左腳C30.69920.0148100
sub9左腳C40.70280.0143100
sub9左腳Cz0.70320.0129100
sub9右腳C30.70050.0134100
sub9右腳C40.70350.0138100
sub9右腳Cz0.70070.0145100
sub9RestC30.69640.0199100
sub9RestC40.70190.0158100
sub9RestCz0.70410.0150100
sub10左腳C30.70450.0206100
sub10左腳C40.70280.0206100
sub10左腳Cz0.70760.0151100
sub10右腳C30.70410.0168100
sub10右腳C40.70330.0190100
sub10右腳Cz0.70760.0175100
sub10RestC30.70330.0189101
sub10RestC40.70310.0212101
sub10RestCz0.70900.0176101
sub11左腳C30.70600.0156100
sub11左腳C40.70550.0142100
sub11左腳Cz0.70800.0151100
sub11右腳C30.70320.0166100
sub11右腳C40.70560.0168100
sub11右腳Cz0.70640.0170100
sub11RestC30.70390.0151100
sub11RestC40.70410.0173100
sub11RestCz0.70390.0146100
sub12左腳C30.70180.0185100
sub12左腳C40.70380.0146100
sub12左腳Cz0.70480.0154100
sub12右腳C30.70450.0162101
sub12右腳C40.70500.0153101
sub12右腳Cz0.70520.0157101
sub12RestC30.70870.014298
sub12RestC40.70610.015198
sub12RestCz0.70690.014398
sub13左腳C30.70800.0139100
sub13左腳C40.70570.0146100
sub13左腳Cz0.70690.0142100
sub13右腳C30.70670.014499
sub13右腳C40.70610.014599
sub13右腳Cz0.70640.016099
sub13RestC30.70860.0141100
sub13RestC40.70620.0150100
sub13RestCz0.70950.0133100
sub14左腳C30.70780.0160100
sub14左腳C40.71240.0142100
sub14左腳Cz0.70850.0133100
sub14右腳C30.71180.0150100
sub14右腳C40.70700.0162100
sub14右腳Cz0.71070.0156100
sub14RestC30.70890.0173101
sub14RestC40.71240.0165101
sub14RestCz0.70880.0142101
sub15左腳C30.70220.0152100
sub15左腳C40.70560.0167100
sub15左腳Cz0.70570.0168100
sub15右腳C30.70250.0175100
sub15右腳C40.70180.0191100
sub15右腳Cz0.70240.0151100
sub15RestC30.70350.0189100
sub15RestC40.70420.0150100
sub15RestCz0.70630.0158100

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C31.63270.198910
左腳C41.54100.329810
左腳Cz1.60300.277010
右腳C31.61990.218010
右腳C41.54690.335910
右腳Cz1.59890.283510
RestC31.68710.215510
RestC41.60170.312510
RestCz1.63310.288010

單一受試者摘要表

sub任務channelmeanSDvalid values
sub1左腳C31.68050.390999
sub1左腳C41.07930.206899
sub1左腳Cz1.35180.176399
sub1右腳C31.64510.3977103
sub1右腳C41.12340.1656103
sub1右腳Cz1.34850.1315103
sub1RestC31.87800.3807100
sub1RestC41.21330.2315100
sub1RestCz1.33170.1608100
sub2左腳C31.58260.1940102
sub2左腳C41.50700.1918102
sub2左腳Cz1.51410.2061102
sub2右腳C31.56310.2085100
sub2右腳C41.52900.1993100
sub2右腳Cz1.50220.1783100
sub2RestC31.84750.2364100
sub2RestC41.72710.2201100
sub2RestCz1.67670.2291100
sub3左腳C31.63930.1885100
sub3左腳C41.66190.1815100
sub3左腳Cz1.78470.1901100
sub3右腳C31.65180.1929100
sub3右腳C41.63130.1972100
sub3右腳Cz1.77610.1874100
sub3RestC31.65010.2035100
sub3RestC41.64740.2296100
sub3RestCz1.77280.2081100
sub9左腳C31.56280.2934100
sub9左腳C41.49970.2424100
sub9左腳Cz1.72060.2682100
sub9右腳C31.51560.1965100
sub9右腳C41.50580.2506100
sub9右腳Cz1.70700.2458100
sub9RestC31.62670.2679100
sub9RestC41.55680.2671100
sub9RestCz1.74940.2928100
sub10左腳C31.25530.2613100
sub10左腳C41.21860.2462100
sub10左腳Cz1.17790.2003100
sub10右腳C31.24360.2420100
sub10右腳C41.17570.2377100
sub10右腳Cz1.16900.2048100
sub10RestC31.35500.3054101
sub10RestC41.28530.2761101
sub10RestCz1.22570.2638101
sub11左腳C31.87570.2829100
sub11左腳C41.84570.2691100
sub11左腳Cz1.67280.2522100
sub11右腳C31.86600.2665100
sub11右腳C41.78160.2288100
sub11右腳Cz1.62440.2114100
sub11RestC31.90610.2912100
sub11RestC41.80660.2641100
sub11RestCz1.62840.2347100
sub12左腳C31.65970.2751100
sub12左腳C41.16820.1767100
sub12左腳Cz1.28420.1655100
sub12右腳C31.63660.2483101
sub12右腳C41.16170.1873101
sub12右腳Cz1.28660.1602101
sub12RestC31.38580.245398
sub12RestC41.16590.176898
sub12RestCz1.26770.161498
sub13左腳C31.98810.3400100
sub13左腳C42.13170.2557100
sub13左腳Cz2.11830.2208100
sub13右腳C32.04980.284999
sub13右腳C42.20390.241399
sub13右腳Cz2.14480.205999
sub13RestC31.98950.3136100
sub13RestC42.14910.2645100
sub13RestCz2.17340.2033100
sub14左腳C31.56300.1951100
sub14左腳C41.79040.1647100
sub14左腳Cz1.71030.1499100
sub14右腳C31.54740.1867100
sub14右腳C41.77750.1638100
sub14右腳Cz1.71530.1921100
sub14RestC31.62680.2139101
sub14RestC41.87770.2177101
sub14RestCz1.73730.1937101
sub15左腳C31.51960.2389100
sub15左腳C41.50730.2126100
sub15左腳Cz1.69500.1662100
sub15右腳C31.48000.2087100
sub15右腳C41.57920.1959100
sub15右腳Cz1.71550.1728100
sub15RestC31.60510.2422100
sub15RestC41.58790.2305100
sub15RestCz1.76830.1877100

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C30.59470.006110
左腳C40.59410.003810
左腳Cz0.59320.004510
右腳C30.59360.004310
右腳C40.59510.004210
右腳Cz0.59440.003610
RestC30.59600.005310
RestC40.59590.007110
RestCz0.59460.003910

單一受試者摘要表

sub任務channelmeanSDvalid values
sub1左腳C30.59750.026599
sub1左腳C40.59520.029499
sub1左腳Cz0.58650.029499
sub1右腳C30.59260.0276103
sub1右腳C40.58950.0295103
sub1右腳Cz0.59130.0235103
sub1RestC30.60020.0252100
sub1RestC40.59660.0264100
sub1RestCz0.59040.0268100
sub2左腳C30.59750.0273102
sub2左腳C40.59210.0303102
sub2左腳Cz0.58900.0288102
sub2右腳C30.59700.0286100
sub2右腳C40.60180.0247100
sub2右腳Cz0.59250.0281100
sub2RestC30.59890.0284100
sub2RestC40.60470.0234100
sub2RestCz0.59600.0244100
sub3左腳C30.59500.0271100
sub3左腳C40.59260.0310100
sub3左腳Cz0.59550.0293100
sub3右腳C30.59540.0276100
sub3右腳C40.59860.0269100
sub3右腳Cz0.59950.0250100
sub3RestC30.60180.0199100
sub3RestC40.60350.0220100
sub3RestCz0.60210.0204100
sub9左腳C30.58810.0258100
sub9左腳C40.59330.0248100
sub9左腳Cz0.59330.0246100
sub9右腳C30.59030.0249100
sub9右腳C40.59560.0228100
sub9右腳Cz0.59180.0279100
sub9RestC30.58790.0263100
sub9RestC40.58760.0333100
sub9RestCz0.59290.0276100
sub10左腳C30.59340.0276100
sub10左腳C40.59300.0239100
sub10左腳Cz0.59190.0292100
sub10右腳C30.59150.0304100
sub10右腳C40.59340.0252100
sub10右腳Cz0.59500.0222100
sub10RestC30.59340.0240101
sub10RestC40.58800.0283101
sub10RestCz0.59570.0278101
sub11左腳C30.59540.0281100
sub11左腳C40.58940.0358100
sub11左腳Cz0.59210.0295100
sub11右腳C30.58830.0314100
sub11右腳C40.59330.0340100
sub11右腳Cz0.59320.0256100
sub11RestC30.59270.0308100
sub11RestC40.58830.0295100
sub11RestCz0.59010.0337100
sub12左腳C30.58300.0330100
sub12左腳C40.59220.0214100
sub12左腳Cz0.58850.0293100
sub12右腳C30.58790.0299101
sub12右腳C40.59260.0267101
sub12右腳Cz0.59490.0224101
sub12RestC30.58870.030698
sub12RestC40.59410.025898
sub12RestCz0.59090.030798
sub13左腳C30.59910.0264100
sub13左腳C40.59580.0264100
sub13左腳Cz0.59900.0275100
sub13右腳C30.59520.027499
sub13右腳C40.59790.022599
sub13右腳Cz0.59590.022099
sub13RestC30.59790.0242100
sub13RestC40.59900.0212100
sub13RestCz0.59870.0243100
sub14左腳C30.60530.0234100
sub14左腳C40.60360.0254100
sub14左腳Cz0.59970.0251100
sub14右腳C30.60180.0282100
sub14右腳C40.59890.0253100
sub14右腳Cz0.60060.0271100
sub14RestC30.60320.0252101
sub14RestC40.60570.0210101
sub14RestCz0.59620.0289101
sub15左腳C30.59230.0285100
sub15左腳C40.59420.0308100
sub15左腳Cz0.59670.0250100
sub15右腳C30.59620.0243100
sub15右腳C40.58910.0303100
sub15右腳Cz0.58930.0279100
sub15RestC30.59560.0265100
sub15RestC40.59140.0268100
sub15RestCz0.59290.0324100

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