Reference - Florida Institute of Technologymy.fit.edu/~vkepuska/Thesis/Chih-Ti Shih/Chih-Ti...  ·...

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Reference AOAMedia.com. (n.d.). AoA Audio Extractor. Retrieved from AOAMedia.com. Bagshaw, P. C. (1994). Automatic prosodic analysis form computer aided pronunciation teaching. Campbell, M. (n.d.). Behind The Name. Retrieved from http://www.behindthename.com/ Cutler, A. (1986). Forbear is a homophone: Lexical prosody does not constrain lexical access. Language and Speech. Fry, D. B. (1979). The physics of speech. Cambridge University Press. Hart, J. '. (1975). Integrating different levels of intonation analysis. Phonetics , pp. 309-327. Jurafsky, D., & Martin, J. H. (n.d.). Speech and Language Processing. An introduction to Natural Language Processing, Computational Linguistics, and Speech Recognition. 53

Transcript of Reference - Florida Institute of Technologymy.fit.edu/~vkepuska/Thesis/Chih-Ti Shih/Chih-Ti...  ·...

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Reference

AOAMedia.com. (n.d.). AoA Audio Extractor. Retrieved from

AOAMedia.com.

Bagshaw, P. C. (1994). Automatic prosodic analysis form computer aided

pronunciation teaching.

Campbell, M. (n.d.). Behind The Name. Retrieved from

http://www.behindthename.com/

Cutler, A. (1986). Forbear is a homophone: Lexical prosody does not

constrain lexical access. Language and Speech.

Fry, D. B. (1979). The physics of speech. Cambridge University Press.

Hart, J. '. (1975). Integrating different levels of intonation analysis.

Phonetics , pp. 309-327.

Jurafsky, D., & Martin, J. H. (n.d.). Speech and Language Processing. An

introduction to Natural Language Processing, Computational Linguistics,

and Speech Recognition.

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Këpuska, V. WUWII Corpus.

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Lehiste, I. (1970). Supersegmental. Cambridge Massachusetts: The

Massachusetts Institute Technology Press .

Machine Intelligence Laboratory of the Cambridge University Engineering

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Medan, .. Y. (1991). Super resolution pitch determination of speech signals.

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Pattarapong, R., Ronald, R., & Xeres, B. (2009). Sentence Parser Program.

Pattarapong, R., Ronald, R., & Xerxes, B. (2009). Audio Parser Program.

Phillips, M. (1985). A feature-based time domain pitch tracker. Journal f the

Acoustical Society of America , 77, S9-S10(A).

Temperlyey, D., Lafferty, J., & Sleator, D. (2000). CMU Link Grammar

Parser.

Tudor, K. B. (2007). Triple Scoring of Hidden Markov Models in Wake-Up-

Word Speech Recognition.

Veprek, P., & Scordilis, M. (2002). Analysis, Enhancement and Evaluation of

Five Pitch Determination Techniques. Elsevier Science Journal of Speech

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Communication , 37, 249-270.

William J. Hardcastle, J. L. (1997). The handbook of phonetic sciences. p.

640.

Zuggy. (n.d.). SubRip.

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Appendix A. Pitch-based Feature Experimental Result

WAKE-UP-WORD: ALL

WUW: All WUWsFeatures

Valid Data Pt > 0 % > 0 Pt = 0 % = 0 Pt < 0 % < 0

APW_AP1SBW 1415 726 51 0 0 689 49AP1sSW_AP1SBW 1415 735 52 0 0 680 48

APW_APALL 2282 947 41 0 0 1335 59AP1sSW_APALL 2282 996 44 2 0 1284 56APW_APALLBW 2188 962 44 0 0 1226 56

AP1sSW_APALLBW 2188 1003 46 2 0 1183 54MaxPW_MaxP1SBW 1415 948 67 53 4 414 29

MaxP1sSW_MaxP1SBW 1415 719 51 54 4 642 45MaxPW_MaxPAll 2282 1020 45 109 5 1153 51

MaxP1sSW_MaxPAll 2282 716 31 213 9 1353 59MaxP1sSW_MaxPAllBW 2188 1069 49 111 5 1008 46

MaxPW_MaxPAllBW 2188 1003 35 2 10 1183 55Table A-1 Pitch-based Features Result of All WUWs

-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

50

100

150

200

250(WUWAP-LSAP)/LSAP cumulative plot

(WUWAP-LSAP)/LSAP

%, N

o. o

f Dat

a

Figure A-1 Distribution and Cumulative plots of pitch-based feature, APW_AP1SBW of All WUWs

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-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

50

100

150

200

250(WUW1stAP-LSAP)/LSAP cumulative plot

(WUW1stAP-LSAP)/LSAP

%, N

o. o

f Dat

a

Figure A-2 Distribution and Cumulative plots of pitch-based feature, AP1sSW_AP1SBW of All WUWs

-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

50

100

150

200

250

300

350

400(WUWAP-AllAP)/AllAP cumulative plot

(WUWAP-AllAP)/AllAP

%, N

o. o

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Figure A-3 Distribution and Cumulative plots of pitch-based feature, APW_APALL of All WUWs

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-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

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200

250(WUW1stAP-LSAP)/LSAP cumulative plot

(WUW1stAP-LSAP)/LSAP

%, N

o. o

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Figure A-4 Distribution and Cumulative plots of pitch-based feature, AP1sSW_APALL of All WUWs

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300

350(WUW1stAP-AllAP)/AllAP cumulative plot

(WUW1stAP-AllAP)/AllAP

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Figure A-5 Distribution and Cumulative plots of pitch-based feature, APW_APALLBW of All WUWs

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-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

50

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350(WUW1stAP-AllAP)/AllAP cumulative plot

(WUW1stAP-AllAP)/AllAP

%, N

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Figure A-6 Distribution and Cumulative plots of pitch-based feature, AP1sSW_APALL of All WUWs

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180(WUWMAXP-LSMAXP)/LSMAXP cumulative plot

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%, N

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Figure A-7 Distribution and Cumulative plots of pitch-based feature, MaxP_MaxP1SBW of All WUWs

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Figure A-8 Distribution and Cumulative plots of pitch-based feature, MaxP1sSW_MaxP1SBW of All WUWs

-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

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350(WUWMAXP-AllMAXP)/AllMAXP cumulative plot

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Figure A-9 Distribution and Cumulative plots of pitch-based feature, MaxPW_MaxPAll of All WUWs

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-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

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Figure A-10 Distribution and Cumulative plots of pitch-based feature, MaxP1sSW_MaxPAll of All WUWs

-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

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400

(WUW1stMAXP-AllAMAXPbeforeWUW)/AllMAXPbeforeWUW cumulative plot

(WUW1stMAXP-AllAMAXPbeforeWUW)/AllMAXPbeforeWUW

%, N

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Figure A-11 Distribution and Cumulative plots of pitch-based feature, MaxP1sSW_MaxPAllBW of All WUWs

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-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

50

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250

300

(WUWMAXP-AllMAXPbeforeWUW)/AllMAXPbeforeWUW cumulative plot

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%, N

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a

Figure A-12 Distribution and Cumulative plots of pitch-based feature, MaxPW_MaxPAllBW of All WUWs

WUW: OPERATOR

WUW: OperatorFeatures

Valid Data Pt > 0 % > 0 Pt = 0 % = 0 Pt < 0 % < 0

APW_AP1SBW 268 122 46 0 0 146 54

AP1sSW_AP1SBW 268 113 42 0 0 155 58

APW_APALL 461 184 40 0 0 277 60

AP1sSW_APALL 461 182 39 0 0 279 61

APW_APALLBW 455 187 41 0 0 268 59

AP1sSW_APALLBW 455 179 39 0 0 276 61

MaxPW_MaxP1SBW 268 155 58 12 4 101 38

MaxP1sSW_MaxP1SBW 268 94 35 8 3 166 62

MaxPW_MaxPAll 461 192 42 27 6 240 52

MaxP1sSW_MaxPAll 461 144 31 48 10 269 58

MaxP1sSW_MaxPAllBW 455 209 46 27 6 219 48

MaxPW_MaxPAllBW 455 179 33 0 12 276 55Table A-2 Pitch-based Features Result of the WUW “Operator”

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-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

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100(WUWAP-LSAP)/LSAP cumulative plot

(WUWAP-LSAP)/LSAP

%, N

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a

Figure A-13 Distribution and Cumulative plots of pitch-based feature, APW_AP1SBW of the WUW “Operator”

-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

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100(WUW1stAP-LSAP)/LSAP cumulative plot

(WUW1stAP-LSAP)/LSAP

%, N

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Figure A-14 Distribution and Cumulative plots of pitch-based feature, AP1sSW_AP1SBW of the WUW “Operator”

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-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

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100(WUWAP-AllAP)/AllAP cumulative plot

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a

Figure A-15 Distribution and Cumulative plots of pitch-based feature, APW_APALL of the WUW “Operator”

-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

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100(WUW1stAP-AllAP)/AllAP cumulative plot

(WUW1stAP-AllAP)/AllAP

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Figure A-16 Distribution and Cumulative plots of pitch-based feature, AP1sSW_APALL of the WUW “Operator”

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(WUWAP-AllAPbeforeWUW)/AllAPbeforeWUW cumulative plot

(WUWAP-AllAPbeforeWUW)/AllAPbeforeWUW

%, N

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a

Figure A-17 Distribution and Cumulative plots of pitch-based feature, APW_APALLBW of the WUW “Operator”

-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

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100(WUW1stAP-AllAP)/AllAP cumulative plot

(WUW1stAP-AllAP)/AllAP

%, N

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Figure A-18 Distribution and Cumulative plots of pitch-based feature, AP1sSW_APALL of the WUW “Operator”

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-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

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100(WUW1stMAXP-LSMAXP)/LSMAXP cumulative plot

(WUW1stMAXP-LSMAXP)/LSMAXP

%, N

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f Dat

a

Figure A-19 Distribution and Cumulative plots of pitch-based feature, MaxP_MaxP1SBW of the WUW “Operator”

-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

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100(WUW1stMAXP-LSMAXP)/LSMAXP cumulative plot

(WUW1stMAXP-LSMAXP)/LSMAXP

%, N

o. o

f Dat

a

Figure A-20 Distribution and Cumulative plots of pitch-based feature, MaxP1sSW_MaxP1SBW of the WUW “Operator”

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-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

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100(WUWMAXP-AllMAXP)/AllMAXP cumulative plot

(WUWMAXP-AllMAXP)/AllMAXP

%, N

o. o

f Dat

a

Figure A-21 Distribution and Cumulative plots of pitch-based feature, MaxPW_MaxPAll of the WUW “Operator”

-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

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100(WUW1stAP-AllAP)/AllAP cumulative plot

(WUW1stAP-AllAP)/AllAP

%, N

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Figure A-22 Distribution and Cumulative plots of pitch-based feature, MaxP1sSW_MaxPAll of the WUW “Operator”

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-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

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(WUW1stMAXP-AllAMAXPbeforeWUW)/AllMAXPbeforeWUW cumulative plot

(WUW1stMAXP-AllAMAXPbeforeWUW)/AllMAXPbeforeWUW

%, N

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f Dat

a

Figure A-23 Distribution and Cumulative plots of pitch-based feature, MaxP1sSW_MaxPAllBW of the WUW “Operator”

-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

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100

(WUWMAXP-AllMAXPbeforeWUW)/AllMAXPbeforeWUW cumulative plot

(WUWMAXP-AllMAXPbeforeWUW)/AllMAXPbeforeWUW

%, N

o. o

f Dat

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Figure A-24 Distribution and Cumulative plots of pitch-based feature, MaxPW_MaxPAllBW of the WUW “Operator”

68

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WUW: WILDFIRE

WUW: WildfireFeatures

Valid Data Pt > 0 % > 0 Pt = 0 % = 0 Pt < 0 % < 0

APW_AP1SBW 266 111 42 0 0 155 58

AP1sSW_AP1SBW 266 132 50 0 0 134 50

APW_APALL 323 70 22 0 0 253 78

AP1sSW_APALL 323 89 28 0 0 234 72

APW_APALLBW 297 73 25 0 0 224 75

AP1sSW_APALLBW 297 97 33 0 0 200 67

MaxPW_MaxP1SBW 266 175 66 12 5 79 30

MaxP1sSW_MaxP1SBW 266 141 53 12 5 113 42

MaxPW_MaxPAll 323 84 26 9 3 230 71

MaxP1sSW_MaxPAll 323 54 17 11 3 258 80

MaxP1sSW_MaxPAllBW 297 79 27 9 3 209 70

MaxPW_MaxPAllBW 297 97 18 0 0 200 79Table A-3 Pitch-based-Based Features Result of the WUW “Wildfire”

-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

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100(WUWAP-LSAP)/LSAP cumulative plot

(WUWAP-LSAP)/LSAP

%, N

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a

Figure A-25 Distribution and Cumulative plots of pitch-based feature, APW_AP1SBW of the WUW “Wildfire”

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-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

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100(WUW1stAP-LSAP)/LSAP cumulative plot

(WUW1stAP-LSAP)/LSAP

%, N

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a

Figure A-26 Distribution and Cumulative plots of pitch-based feature, AP1sSW_AP1SBW of the WUW “Wildfire”

-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

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100(WUWAP-AllAP)/AllAP cumulative plot

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%, N

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Figure A-27 Distribution and Cumulative plots of pitch-based feature, APW_APALL of the WUW “Wildfire”

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Figure A-28 Distribution and Cumulative plots of pitch-based feature, AP1sSW_APALL of the WUW “Wildfire”

-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

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(WUWAP-AllAPbeforeWUW)/AllAPbeforeWUW cumulative plot

(WUWAP-AllAPbeforeWUW)/AllAPbeforeWUW

%, N

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Figure A-29 Distribution and Cumulative plots of pitch-based feature, APW_APALLBW of the WUW “Wildfire”

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Figure A-30 Distribution and Cumulative plots of pitch-based feature, AP1sSW_APALL of the WUW “Wildfire”

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100(WUWMAXP-LSMAXP)/LSMAXP cumulative plot

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Figure A-31 Distribution and Cumulative plots of pitch-based feature, MaxP_MaxP1SBW of the WUW “Wildfire”

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%, N

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Figure A-32 Distribution and Cumulative plots of pitch-based feature, MaxP1sSW_MaxP1SBW of the WUW “Wildfire”

-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

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Figure A-33 Distribution and Cumulative plots of pitch-based feature, MaxPW_MaxPAll of the WUW “Wildfire”

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Figure A-34 Distribution and Cumulative plots of pitch-based feature, MaxP1sSW_MaxPAll of the WUW “Wildfire”

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(WUW1stMAXP-AllAMAXPbeforeWUW)/AllMAXPbeforeWUW cumulative plot

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Figure A-35 Distribution and Cumulative plots of pitch-based feature, MaxP1sSW_MaxPAllBW of the WUW “Wildfire”

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(WUW1stAP-AllAPbeforeWUW)/AllAPbeforeWUW cumulative plot

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%, N

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Figure A-36 Distribution and Cumulative plots of pitch-based feature, MaxPW_MaxPAllBW of the WUW “Wildfire”

WUW: ONWORD

WUW: OnwordFeatures

Valid Data Pt > 0 % > 0 Pt = 0 % = 0 Pt < 0 % < 0

APW_AP1SBW 249 113 45 0 0 136 55

AP1sSW_AP1SBW 249 123 49 0 0 126 51

APW_APALL 451 199 44 0 0 252 56

AP1sSW_APALL 451 211 47 0 0 240 53

APW_APALLBW 428 185 43 0 0 243 57

AP1sSW_APALLBW 428 194 45 0 0 234 55

MaxPW_MaxP1SBW 249 145 58 8 3 96 39

MaxP1sSW_MaxP1SBW 249 129 52 8 3 112 45

MaxPW_MaxPAll 451 191 42 19 4 241 53

MaxP1sSW_MaxPAll 451 170 38 29 6 252 56

75

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MaxP1sSW_MaxPAllBW 428 209 49 23 5 196 46

MaxPW_MaxPAllBW 428 194 45 0 0 234 55Table A-4 Pitch-based Features Result of the WUW “Onword”

-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

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100(WUWAP-LSAP)/LSAP cumulative plot

(WUWAP-LSAP)/LSAP

%, N

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Figure A-37 Distribution and Cumulative plots of pitch-based feature, APW_AP1SBW of the WUW “Onword”

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(WUW1stAP-LSAP)/LSAP

%, N

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Figure A-38 Distribution and Cumulative plots of pitch-based feature, AP1sSW_AP1SBW of the WUW “Onword”

-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

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100(WUWAP-AllAP)/AllAP cumulative plot

(WUWAP-AllAP)/AllAP

%, N

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Figure A-39 Distribution and Cumulative plots of pitch-based feature, APW_APALL of the WUW “Onword”

77

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-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

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100(WUW1stAP-AllAP)/AllAP cumulative plot

(WUW1stAP-AllAP)/AllAP

%, N

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Figure A-40 Distribution and Cumulative plots of pitch-based feature, AP1sSW_APALL of the WUW “Onword”

-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

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100(WUWAP-AllAPbeforeWUW)/AllAPbeforeWUW cumulative plot

(WUWAP-AllAPbeforeWUW)/AllAPbeforeWUW

%, N

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Figure A-41 Distribution and Cumulative plots of pitch-based feature, APW_APALLBW of the WUW “Onword”

78

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100(WUW1stAP-AllAPbeforeWUW)/AllAPbeforeWUW cumulative plot

(WUW1stAP-AllAPbeforeWUW)/AllAPbeforeWUW

%, N

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Figure A-42 Distribution and Cumulative plots of pitch-based feature, AP1sSW_APALLBW of the WUW “Onword”

-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

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100(WUWMAXP-LSMAXP)/LSMAXP cumulative plot

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%, N

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Figure A-43 Distribution and Cumulative plots of pitch-based feature, MaxP_MaxP1SBW of the WUW “Onword”

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%, N

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Figure A-44 Distribution and Cumulative plots of pitch-based feature, MaxP1sSW_MaxP1SBW of the WUW “Onword”

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100(WUWMAXP-AllMAXP)/AllMAXP cumulative plot

(WUWMAXP-AllMAXP)/AllMAXP

%, N

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Figure A-45 Distribution and Cumulative plots of pitch-based feature, MaxPW_MaxPAll of the WUW “Onword”

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-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

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100(WUW1stMAXP-AllMAXP)/AllMAXP cumulative plot

(WUW1stMAXP-AllMAXP)/AllMAXP

%, N

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Figure A-46 Distribution and Cumulative plots of pitch-based feature, MaxP1sSW_MaxPall of the WUW “Onword”

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100(WUW1stMAXP-AllAMAXPbeforeWUW)/AllMAXPbeforeWUW cumulative plot

(WUW1stMAXP-AllAMAXPbeforeWUW)/AllMAXPbeforeWUW

%, N

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Figure A-47 Distribution and Cumulative plots of pitch-based feature, MaxP1sSW_MaxPAllBW of the WUW “Onword”

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-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

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%, N

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Figure A-48 Distribution and Cumulative plots of pitch-based feature, MaxPW_MaxPAllBW of the WUW “Onword”

WUW: THINKENGINE

WUW: ThinkEngineFeatures

Valid Data Pt > 0 % > 0 Pt = 0 % = 0 Pt < 0 % < 0

APW_AP1SBW 282 182 65 0 0 100 35AP1sSW_AP1SBW 282 180 64 0 0 102 36APW_APALL 464 236 51 0 0 228 49

AP1sSW_APALL 464 260 56 1 0 203 44APW_APALLBW 448 225 57 0 0 193 43

AP1sSW_APALLBW 448 273 61 1 0 174 39MaxP_MaxP1SBW 282 214 76 6 2 62 22MaxP1sSW_MaxP1SBW 282 166 59 10 4 106 38MaxPW_MaxPAll 464 241 52 22 5 201 43MaxP1sSW_MaxPAll 464 141 30 66 14 257 55MaxP1sSW_MaxPAllBW 448 252 56 22 5 174 39

MaxPW_MaxPAllBW 448 273 60 1 0 174 41Table A-5 Pitch-based Features Result of the WUW “ThinkEngine”

82

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-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

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100(WUWAP-LSAP)/LSAP cumulative plot

(WUWAP-LSAP)/LSAP

%, N

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Figure A-49 Distribution and Cumulative plots of pitch-based feature, APW_AP1SBW of the WUW “ThinkEngine”

-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

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100(WUW1stAP-LSAP)/LSAP cumulative plot

(WUW1stAP-LSAP)/LSAP

%, N

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Figure A-50 Distribution and Cumulative plots of pitch-based feature, AP1sSW_AP1SBW of the WUW “ThinkEngine”

83

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-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

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100(WUWAP-AllAP)/AllAP cumulative plot

(WUWAP-AllAP)/AllAP

%, N

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Figure A-51 Distribution and Cumulative plots of pitch-based feature, APW_APAll of the WUW “ThinkEngine”

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Figure A-52 Distribution and Cumulative plots of pitch-based feature, AP1sSW_APAll of the WUW “ThinkEngine”

84

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-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

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100(WUWAP-AllAPbeforeWUW)/AllAPbeforeWUW cumulative plot

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Figure A-53 Distribution and Cumulative plots of pitch-based feature, APW_APAllBW of the WUW “ThinkEngine”

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(WUW1stAP-AllAPbeforeWUW)/AllAPbeforeWUW cumulative plot

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Figure A-54 Distribution and Cumulative plots of pitch-based feature, AP1sSW_APAllBW of the WUW “ThinkEngine”

85

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Figure A-55 Distribution and Cumulative plots of pitch-based feature, MaxP_MaxP1SBW of the WUW “ThinkEngine”

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100(WUW1stMAXP-LSMAXP)/LSMAXP cumulative plot

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Figure A-56 Distribution and Cumulative plots of pitch-based feature, MaxP1sSW_MaxP1sSBW of the WUW “ThinkEngine”

86

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Figure A-57 Distribution and Cumulative plots of pitch-based feature, MaxPW_MaxPall of the WUW “ThinkEngine”

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Figure A-58 Distribution and Cumulative plots of pitch-based feature, MaxP1sSW_MaxPall of the WUW “ThinkEngine”

87

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-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

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Figure A-59 Distribution and Cumulative plots of pitch-based feature, MaxP1sSW_MaxPAllBW of the WUW “ThinkEngine”

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(WUWMAXP-AllMAXPbeforeWUW)/AllMAXPbeforeWUW cumulative plot

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Figure A-60 Distribution and Cumulative plots of pitch-based feature, MaxPW_MaxPAllBW of the WUW “ThinkEngine”

88

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WUW: VOYAGER

WUW: VoyagerFeatures

Valid Data Pt > 0 % > 0 Pt = 0 % = 0 Pt < 0 % < 0

APW_AP1SBW 277 168 61 0 0 109 39

AP1sSW_AP1SBW 277 156 56 0 0 121 44APW_APALL 357 150 42 0 0 207 58

AP1sSW_APALL 357 146 41 0 0 207 58APW_APALLBW 340 159 47 0 0 181 53AP1sSW_APALLBW 340 156 46 0 0 184 54MaxP_MaxP1SBW 277 218 79 12 4 47 17MaxP1sSW_MaxP1SBW 277 157 57 16 6 104 38MaxPW_MaxPAll 357 156 44 18 5 183 51MaxP1sSW_MaxPAll 357 86 24 22 6 249 70MaxP1sSW_MaxPAllBW 340 161 47 18 5 161 47

MaxPW_MaxPAllBW 340 156 46 0 0 184 54Table A-6 Pitch-based Features Result of the WUW “Voyager”

-1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 40

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%, N

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Figure A-61 Distribution and Cumulative plots of pitch-based feature, APW_AP1SBW of the WUW “Voyager”

89

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(WUW1stAP-LSAP)/LSAP

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Figure A-62 Distribution and Cumulative plots of pitch-based feature, AP1sSW_AP1SBW of the WUW “Voyager”

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(WUWAP-AllAP)/AllAP

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Figure A-63 Distribution and Cumulative plots of pitch-based feature, APW_APAll of the WUW “Voyager”

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Figure A-64 Distribution and Cumulative plots of pitch-based feature, AP1sSW_APAll of the WUW “Voyager”

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(WUWAP-AllAPbeforeWUW)/AllAPbeforeWUW cumulative plot

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Figure A-65 Distribution and Cumulative plots of pitch-based feature, APW_APAllBW of the WUW “Voyager”

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Figure A-66 Distribution and Cumulative plots of pitch-based feature, AP1sSW_APAllBW of the WUW “Voyager”

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Figure A-67 Distribution and Cumulative plots of pitch-based feature, MaxP_MaxP1SBW of the WUW “Voyager”

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Figure A-68 Distribution and Cumulative plots of pitch-based feature, MaxP1sSW_MaxP1sSBW of the WUW “Voyager”

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Figure A-69 Distribution and Cumulative plots of pitch-based feature, MaxPW_MaxPAll of the WUW “Voyager”

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Figure A-70 Distribution and Cumulative plots of pitch-based feature, MaxP1sSW_MaxPall of the WUW “Voyager”

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(WUW1stMAXP-AllAMAXPbeforeWUW)/AllMAXPbeforeWUW cumulative plot

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Figure A-71 Distribution and Cumulative plots of pitch-based feature, MaxP1sSW_MaxPAll of the WUW “Voyager”

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Figure A-72 Distribution and Cumulative plots of pitch-based feature, MaxPW_MaxPAllBW of the WUW “Voyager”

Appendix B. Pitch-based Feature Experimental Result

WUW: ALL WUWS

WUW: All WUWsFeatures

Valid Data Pt > 0 % > 0 Pt = 0 % = 0 Pt < 0 % < 0

AEW_AE1SBW 1479 1164 79 0 0 315 21AE1sSW_AE1SBW 1479 1283 84 1 0 240 16AEW_AEAll 2175 1059 49 9 9 1116 51AE1sSW_AEAll 2175 1155 53 2 0 1018 47AEW_AEAllBW 1969 1427 72 0 0 542 28AE1sSW_AEAllBW 1969 1562 79 3 0 404 21MaxEW_MaxE1SBW 1479 1244 84 20 1 215 15MaxE1sSW_MaxEAllBW 1479 1221 83 13 1 245 17MaxEW_MaxEAll 2175 1373 63 13 1 245 17

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MaxE1sSW_MaxEAll 2175 1336 61 25 1 814 37MaxE1sSW_MaxEAllBW 1969 1209 61 16 1 744 38MaxEW_MaxEAllBW 1969 1562 60 3 1 404 39

Table B-7 Energy-based Features Result of All WUWs

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100(WUWAE-LSAE)/LSAE cumulative plot

(WUWAE-LSAE)/LSAE

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Figure B-73 Distribution and Cumulative plots of energy-based feature, AEW_AE1SBW of All WUWs

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Figure B-74 Distribution and Cumulative plots of energy-based feature, AE1sSW_AE1SBW of All WUWs

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0 10 20 30 40 50 60 70 80 90 1000

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(WUWAE-AllAEbeforeWUW)/AllAEbeforeWUW cumulative plot

(WUWAE-AllAEbeforeWUW)/AllAEbeforeWUW

%

Figure B-75 Distribution and Cumulative plots of energy-based feature, AEW_AEAll of All WUWs

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(WUW1stAE-LSAE)/LSAE

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Figure B-76 Distribution and Cumulative plots of energy-based feature, AE1sSW_AEAll of All WUWs

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0 10 20 30 40 50 60 70 80 90 1000

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Figure B-77 Distribution and Cumulative plots of energy-based feature, AEW_AEAllBW of All WUWs

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(WUW1stAE-AllAEbeforeWUW)/AllAEbeforeWUW cumulative plot

(WUW1stAE-AllAEbeforeWUW)/AllAEbeforeWUW

%

Figure B-78 Distribution and Cumulative plots of energy-based feature, AEW_AEAllBW of All WUWs

98

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0 10 20 30 40 50 60 70 80 90 1000

10

20

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50

60

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100(WUWMAXE-LSMAXE)/LSMAXE cumulative plot

(WUWMAXE-LSMAXE)/LSMAXE

%

Figure B-79 Distribution and Cumulative plots of energy-based feature, MaxEW_MaxE1SBWof All WUWs

0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100(WUWMAXE-AllMAXE)/AllMAXE cumulative plot

(WUWMAXE-AllMAXE)/AllMAXE

%

Figure B-80 Distribution and Cumulative plots of energy-based feature, MaxE1sSW_MaxEAllBWof All WUWs

99

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0 10 20 30 40 50 60 70 80 90 1000

10

20

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90

100(WUWMAXE-AllMAXEbeforeWUW)/AllMAXEbeforeWUW cumulative plot

(WUWMAXE-AllMAXEbeforeWUW)/AllMAXEbeforeWUW

%

Figure B-81 Distribution and Cumulative plots of energy-based feature, MaxEW_MaxEAll of All WUWs

0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100(WUW1stMAXE-LSMAXE)/LSMAXE cumulative plot

(WUW1stMAXE-LSMAXE)/LSMAXE

%

Figure B-82 Distribution and Cumulative plots of energy-based feature, MaxE1sSW_MaxEAll of All WUWs

100

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0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100(WUWMAXE-AllMAXE)/AllMAXE cumulative plot

(WUWMAXE-AllMAXE)/AllMAXE

%

Figure B-83 Distribution and Cumulative plots of energy-based feature, MaxE1sSW_MaxEAllBW of All WUWs

0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100

(WUW1stMAXE-AllAMAXEbeforeWUW)/AllMAXEbeforeWUW cumulative plot

(WUW1stMAXE-AllAMAXEbeforeWUW)/AllMAXEbeforeWUW

%

Figure B-84 Distribution and Cumulative plots of energy-based feature, MaxEW_MaxEAllBW of All WUWs

101

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WUW: OPERATOR

WUW: OperatorFeatures

Valid Data Pt > 0 % > 0 Pt = 0 % = 0 Pt < 0 % < 0

AEW_AE1SBW 275 228 83 0 0 47 17

AE1sSW_AE1SBW 275 258 94 0 0 17 6AEW_AEAll 418 248 59 0 0 170 41

AE1sSW_AEAll 418 290 69 1 0 127 30AEW_AEAllBW 394 303 77 0 0 91 23AE1sSW_AEAllBW 394 359 91 1 0 34 9MaxEW_MaxE1SBW 275 240 87 1 0 34 12MaxE1sSW_MaxEAllBW 275 243 88 0 0 32 12MaxEW_MaxEAll 418 290 69 4 1 124 30MaxE1sSW_MaxEAll 418 285 68 6 1 127 30MaxE1sSW_MaxEAllBW 394 272 69 4 1 118 30

MaxEW_MaxEAllBW 394 359 68 1 1 34 30Table B-8 Energy-based Feature Result of the WUW “Operator”

0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100(WUWAE-LSAE)/LSAE cumulative plot

(WUWAE-LSAE)/LSAE

%

Figure B-85 Distribution and Cumulative plots of energy-based feature, AEW_AE1SBW of the WUW “Operator”

102

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0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100(WUWAE-AllAE)/AllAE cumulative plot

(WUWAE-AllAE)/AllAE

%

Figure B-86 Distribution and Cumulative plots of energy-based feature, AE1sSW_AE1SBW of the WUW “Operator”

0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100

(WUWAE-AllAEbeforeWUW)/AllAEbeforeWUW cumulative plot

(WUWAE-AllAEbeforeWUW)/AllAEbeforeWUW

%

Figure B-87 Distribution and Cumulative plots of energy-based feature, AEW_AEAll of the WUW “Operator”

103

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0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100(WUW1stAE-LSAE)/LSAE cumulative plot

(WUW1stAE-LSAE)/LSAE

%

Figure B-88 Distribution and Cumulative plots of energy-based feature, AE1sSW_AEAll of the WUW “Operator”

0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100(WUW1stAE-AllAE)/AllAE cumulative plot

(WUW1stAE-AllAE)/AllAE

%

Figure B-89 Distribution and Cumulative plots of energy-based feature, AEW_AEAllBW of the WUW, “Operator”

104

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0 10 20 30 40 50 60 70 80 90 1000

10

20

30

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50

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80

90

100(WUW1stAE-AllAEbeforeWUW)/AllAEbeforeWUW cumulative plot

(WUW1stAE-AllAEbeforeWUW)/AllAEbeforeWUW

%

Figure B-90 Distribution and Cumulative plots of energy-based feature, AE1sSW_AEAllBW of the WUW “Operator”

0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100(WUWMAXE-LSMAXE)/LSMAXE cumulative plot

(WUWMAXE-LSMAXE)/LSMAXE

%

Figure B-91 Distribution and Cumulative plots of energy-based feature, MaxEW_MaxE1SBW of the WUW “Operator”

105

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0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100(WUWMAXE-AllMAXE)/AllMAXE cumulative plot

(WUWMAXE-AllMAXE)/AllMAXE

%

Figure B-92 Distribution and Cumulative plots of energy-based feature, MaxE1sSW_MaxEAllBW of the WUW “Operator”

0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100

(WUWMAXE-AllMAXEbeforeWUW)/AllMAXEbeforeWUW cumulative plot

(WUWMAXE-AllMAXEbeforeWUW)/AllMAXEbeforeWUW

%

Figure B-93 Distribution and Cumulative plots of energy-based feature, MaxEW_MaxEAll of the WUW “Operator”

106

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0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100(WUW1stMAXE-LSMAXE)/LSMAXE cumulative plot

(WUW1stMAXE-LSMAXE)/LSMAXE

%

Figure B-94 Distribution and Cumulative plots of energy-based feature, MaxE1sSW_MaxEAll of the WUW “Operator”

0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100(WUWMAXE-AllMAXE)/AllMAXE cumulative plot

(WUWMAXE-AllMAXE)/AllMAXE

%

Figure B-95 Distribution and Cumulative plots of energy-based feature, MaxE1sSW_MaxEAllBW of the WUW “Operator”

107

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0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100(WUW1stMAXE-AllAMAXEbeforeWUW)/AllMAXEbeforeWUW cumulative plot

(WUW1stMAXE-AllAMAXEbeforeWUW)/AllMAXEbeforeWUW

%

Figure B-96 Distribution and Cumulative plots of energy-based feature, MaxEW_MaxEAllBW of the WUW “Operator”

WUW: THINKENGINE

WUW: ThinkEngine

FeaturesValid Data Pt > 0 % > 0 Pt = 0 % = 0 Pt < 0 % < 0

AEW_AE1SBW 293 182 62 0 0 111 38AE1sSW_AE1SBW 293 194 66 1 0 98 33AEW_AEAll 414 159 38 0 0 255 62AE1sSW_AEAll 414 178 43 0 0 236 57AEW_AEAllBW 388 201 52 0 0 187 48AE1sSW_AEAllBW 388 229 59 1 0 158 42MaxEW_MaxE1SBW 293 209 71 3 1 81 28MaxE1sSW_MaxEAllBW 293 195 67 5 2 93 32MaxEW_MaxEAll 414 197 48 3 1 214 52MaxE1sSW_MaxEAll 414 186 45 2 0 226 55MaxE1sSW_MaxEAllBW 388 180 46 3 1 205 53MaxEW_MaxEAllBW 388 229 45 1 1 158 54

108

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Table B-9 Energy-based Feature Result of the WUW “ThinkEngine”

0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100(WUWAE-LSAE)/LSAE cumulative plot

(WUWAE-LSAE)/LSAE

%

Figure B-97 Distribution and Cumulative plots of energy-based feature, AEW_AE1SBW of the WUW “ThinkEngine”

0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100(WUWAE-AllAE)/AllAE cumulative plot

(WUWAE-AllAE)/AllAE

%

Figure B-98 Distribution and Cumulative plots of energy-based feature AE1sSW_AE1SBW of the WUW “ThinkEngine”

109

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0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100(WUWAE-AllAEbeforeWUW)/AllAEbeforeWUW cumulative plot

(WUWAE-AllAEbeforeWUW)/AllAEbeforeWUW

%

Figure B-99 Distribution and Cumulative plots of energy-based feature, AEW_AEAll of the WUW “ThinkEngine”

0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100(WUW1stAE-LSAE)/LSAE cumulative plot

(WUW1stAE-LSAE)/LSAE

%

Figure B-100 Distribution and Cumulative plots of energy-based feature, AE1sSW_AEAll of the WUW “ThinkEngine”

110

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0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100(WUW1stAE-AllAE)/AllAE cumulative plot

(WUW1stAE-AllAE)/AllAE

%

Figure B-101 Distribution and Cumulative plots of energy-based feature, t AEW_AEAllBW of the WUW “ThinkEngine”

0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100

(WUW1stAE-AllAEbeforeWUW)/AllAEbeforeWUW cumulative plot

(WUW1stAE-AllAEbeforeWUW)/AllAEbeforeWUW

%

Figure B-102 Distribution and Cumulative plots of energy-based feature AE1sSW_AEAllBW of the WUW “ThinkEngine”

111

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0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100(WUWMAXE-LSMAXE)/LSMAXE cumulative plot

(WUWMAXE-LSMAXE)/LSMAXE

%

Figure B-103 Distribution and Cumulative plots of energy-based feature, MaxEW_MaxE1SBW of the WUW “ThinkEngine”

0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100(WUWMAXE-AllMAXE)/AllMAXE cumulative plot

(WUWMAXE-AllMAXE)/AllMAXE

%

Figure B-104 Distribution and Cumulative plots of energy-based feature, MaxE1sSW_MaxEAllBW of the WUW “ThinkEngine”

112

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0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

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90

100(WUWMAXE-AllMAXEbeforeWUW)/AllMAXEbeforeWUW cumulative plot

(WUWMAXE-AllMAXEbeforeWUW)/AllMAXEbeforeWUW

%

Figure B-105 Distribution and Cumulative plots of energy-based feature, MaxEW_MaxEAll of the WUW “ThinkEngine”

0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100(WUW1stMAXE-LSMAXE)/LSMAXE cumulative plot

(WUW1stMAXE-LSMAXE)/LSMAXE

%

Figure B-106 Distribution and Cumulative plots of energy-based feature, MaxE1sSW_MaxEAll of the WUW “ThinkEngine”

113

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0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100(WUWMAXE-AllMAXE)/AllMAXE cumulative plot

(WUWMAXE-AllMAXE)/AllMAXE

%

Figure B-107 Distribution and Cumulative plots of energy-based feature, MaxE1sSW_MaxEAllBW of the WUW “ThinkEngine”

0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100

(WUW1stMAXE-AllAMAXEbeforeWUW)/AllMAXEbeforeWUW cumulative plot

(WUW1stMAXE-AllAMAXEbeforeWUW)/AllMAXEbeforeWUW

%

Figure B-108 Distribution and Cumulative plots of energy-based feature, MaxEW_MaxEAllBW of the WUW “ThinkEngine”

114

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WUW: ONWORD

WUW: OnwordFeatures

Valid Data Pt > 0 % > 0 Pt = 0 % = 0 Pt < 0 % < 0

AEW_AE1SBW 262 207 79 0 0 55 21

AE1sSW_AE1SBW 262 221 84 0 0 41 16

AEW_AEAll 435 215 49 0 0 220 51

AE1sSW_AEAll 435 226 52 0 0 209 48

AEW_AEAllBW 389 306 79 0 0 83 21

AE1sSW_AEAllBW 389 327 84 0 0 62 16

MaxEW_MaxE1SBW 262 228 87 5 2 29 11

MaxE1sSW_MaxEAllBW 262 226 86 3 1 33 13

MaxEW_MaxEAll 435 229 69 2 0 134 31

MaxE1sSW_MaxEAll 435 295 68 3 1 137 31

MaxE1sSW_MaxEAllBW 389 261 67 2 1 126 32

MaxEW_MaxEAllBW 389 327 66 0 1 62 33Table B-10 Energy-based Feature Result of the WUW “Onword”

0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100(WUWAE-LSAE)/LSAE cumulative plot

(WUWAE-LSAE)/LSAE

%

Figure B-109 Distribution and Cumulative plots of energy-based feature, AEW_AE1SBW of the WUW “Onword”

115

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0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100(WUWAE-AllAE)/AllAE cumulative plot

(WUWAE-AllAE)/AllAE

%

Figure B-110 Distribution and Cumulative plots of energy-based feature, AE1sSW_AE1SBW of the WUW “Onword”

0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100

(WUWAE-AllAEbeforeWUW)/AllAEbeforeWUW cumulative plot

(WUWAE-AllAEbeforeWUW)/AllAEbeforeWUW

%

116

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Figure B-111 Distribution and Cumulative plots of energy-based feature, AEW_AEAll of the WUW “Onword”

0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100(WUW1stAE-LSAE)/LSAE cumulative plot

(WUW1stAE-LSAE)/LSAE

%

Figure B-112 Distribution and Cumulative plots of energy-based feature, AE1sSW_AEAll of the WUW “Onword”

0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100(WUW1stAE-AllAE)/AllAE cumulative plot

(WUW1stAE-AllAE)/AllAE

%

117

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Figure B-113 Distribution and Cumulative plots of energy-based feature, AEW_AEAllBW of the WUW “Onword”

0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100(WUW1stAE-AllAEbeforeWUW)/AllAEbeforeWUW cumulative plot

(WUW1stAE-AllAEbeforeWUW)/AllAEbeforeWUW

%

Figure B-114 Distribution and Cumulative plots of energy-based feature, AE1sSW_AEAllBW of the WUW “Onword”

0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100(WUWMAXE-LSMAXE)/LSMAXE cumulative plot

(WUWMAXE-LSMAXE)/LSMAXE

%

118

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Figure B-115 Distribution and Cumulative plots of energy-based feature, MaxEW_MaxE1SBW of the WUW “Onword”

0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

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90

100(WUWMAXE-AllMAXE)/AllMAXE cumulative plot

(WUWMAXE-AllMAXE)/AllMAXE

%

Figure B-116 Distribution and Cumulative plots of energy-based feature, MaxE1sSW_MaxEAllBW of the WUW “Onword”

0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

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100

(WUWMAXE-AllMAXEbeforeWUW)/AllMAXEbeforeWUW cumulative plot

(WUWMAXE-AllMAXEbeforeWUW)/AllMAXEbeforeWUW

%

119

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Figure B-117 Distribution and Cumulative plots of energy-based feature, MaxEW_MaxEAll of the WUW “Onword”

0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100(WUW1stMAXE-LSMAXE)/LSMAXE cumulative plot

(WUW1stMAXE-LSMAXE)/LSMAXE

%

Figure B-118 Distribution and Cumulative plots of energy-based feature, MaxE1sSW_MaxEAll of the WUW “Onword”

0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

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80

90

100(WUWMAXE-AllMAXE)/AllMAXE cumulative plot

(WUWMAXE-AllMAXE)/AllMAXE

%

120

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Figure B-119 Distribution and Cumulative plots of energy-based feature, MaxE1sSW_MaxEAllBW of the WUW “Onword”

0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100(WUW1stMAXE-AllAMAXEbeforeWUW)/AllMAXEbeforeWUW cumulative plot

(WUW1stMAXE-AllAMAXEbeforeWUW)/AllMAXEbeforeWUW

%

Figure B-120 Distribution and Cumulative plots of energy-based feature, MaxEW_MaxEAllBW of the WUW “Onword”

WUW: WILDFIRE

WUW: WildfireFeatures

Valid Data Pt > 0 % > 0 Pt = 0 % = 0 Pt < 0 % < 0

AEW_AE1SBW 282 253 90 0 0 29 10

AE1sSW_AE1SBW 282 261 93 0 0 21 7

AEW_AEAll 340 173 51 0 0 167 49

AE1sSW_AEAll 340 185 54 0 0 155 46

AEW_AEAllBW 298 252 85 0 0 46 15

AE1sSW_AEAllBW 298 265 89 0 0 33 11

MaxEW_MaxE1SBW 282 258 91 8 3 16 6

MaxE1sSW_MaxEAllBW 282 253 90 2 1 27 10

MaxEW_MaxEAll 340 230 68 4 1 106 31

MaxE1sSW_MaxEAll 340 219 64 4 1 117 34

121

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MaxE1sSW_MaxEAllBW 298 195 65 4 1 99 33

MaxEW_MaxEAllBW 298 265 62 0 1 33 36Table B-11 Energy-based Feature Result of the WUW “Wildfire”

0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100(WUWAE-LSAE)/LSAE cumulative plot

(WUWAE-LSAE)/LSAE

%

Figure B-121 Distribution and Cumulative plots of energy-based feature, AEW_AE1SBW of the WUW “Wildfire”

122

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0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

60

70

80

90

100(WUWAE-AllAE)/AllAE cumulative plot

(WUWAE-AllAE)/AllAE

%

Figure B-122 Distribution and Cumulative plots of energy-based feature AE1sSW_AE1SBW of the WUW “Wildfire”

0 10 20 30 40 50 60 70 80 90 1000

10

20

30

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50

60

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100

(WUWAE-AllAEbeforeWUW)/AllAEbeforeWUW cumulative plot

(WUWAE-AllAEbeforeWUW)/AllAEbeforeWUW

%

Figure B-123 Distribution and Cumulative plots of energy-based feature, AEW_AEAll of the WUW “Wildfire”

123

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0 10 20 30 40 50 60 70 80 90 1000

10

20

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100(WUW1stAE-LSAE)/LSAE cumulative plot

(WUW1stAE-LSAE)/LSAE

%

Figure B-124 Distribution and Cumulative plots of energy-based feature, AE1sSW_AEAll of the WUW “Wildfire”

0 10 20 30 40 50 60 70 80 90 1000

10

20

30

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90

100(WUW1stAE-AllAE)/AllAE cumulative plot

(WUW1stAE-AllAE)/AllAE

%

Figure B-125 Distribution and Cumulative plots of energy-based feature, AEW_AEAllBW of the WUW “Wildfire”

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Figure B-126 Distribution and Cumulative plots of energy-based feature, AE1sSW_AEAllBW of the WUW “Wildfire”

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Figure B-127 Distribution and Cumulative plots of energy-based feature, MaxEW_MaxE1SBW of the WUW “Wildfire”

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Figure B-128 Distribution and Cumulative plots of energy-based feature, MaxE1sSW_MaxEAllBW of the WUW “Wildfire”

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Figure B-129 Distribution and Cumulative plots of energy-based feature, MaxEW_MaxEAll of the WUW “Wildfire”

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Figure B-130 Distribution and Cumulative plots of energy-based feature, MaxE1sSW_MaxEAll of WUW “Wildfire”

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Figure B-131 Distribution and Cumulative plots of energy-based feature, MaxE1sSW_MaxEAllBW of the WUW “Wildfire”

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Figure B-132 Distribution and Cumulative plots of energy-based feature, MaxEW_MaxEAllBW of WUW “Wildfire”

WUW: VOYAGER

WUW: VoyagerFeature

Valid Data Pt > 0 % > 0 Pt = 0 % = 0 Pt < 0 % < 0

AEW_AE1SBW 281 220 78 0 0 61 22AE1sSW_AE1SBW 281 229 81 0 0 52 19AEW_AEAll 361 149 41 0 0 212 59AE1sSW_AEAll 361 161 45 1 0 199 55AEW_AEAllBW 325 207 64 0 0 118 36AE1sSW_AEAllBW 325 222 68 1 0 102 31

MaxEW_MaxE1SBW 281 234 83 2 1 45 16MaxE1sSW_MaxEAllBW 281 231 82 2 1 48 17

MaxEW_MaxEAll 361 172 48 5 1 184 51MaxE1sSW_MaxEAll 361 167 46 7 2 187 52MaxE1sSW_MaxEAllBW 325 148 46 3 1 174 54MaxEW_MaxEAllBW 325 222 44 1 1 102 55

Table B-12 Energy-based Feature Result of the WUW “Voyage”

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Figure B-133 Distribution and Cumulative plots of energy-based feature, AEW_AE1SBW of the WUW “Voyager”

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Figure B-134 Distribution and Cumulative plots of energy-based feature, AE1sSW_AE1SBW of the WUW “Voyager”

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Figure B-135 Distribution and Cumulative plots of energy-based feature, AEW_AEAll of the WUW “Voyager”

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Figure B-136 Distribution and Cumulative plots of energy-based feature, AE1sSW_AEAll of the WUW “Voyager”

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Figure B-137 Distribution and Cumulative plots of energy-based feature, AEW_AEAllBW of the WUW “Voyager”

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Figure B-138 Distribution and Cumulative plots of energy-based feature, AE1sSW_AEAllBW of the WUW “Voyager”

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Figure B-139 Distribution and Cumulative plots of energy-based feature, MaxEW_MaxE1SBW of the WUW “Voyager”

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Figure B-140 Distribution and Cumulative plots of energy-based feature, MaxE1sSW_MaxEAllBW of the WUW “Voyager”

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Figure B-141 Distribution and Cumulative plots of energy-based feature, MaxEW_MaxEAll of the WUW “Voyager”

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Figure B-142 Distribution and Cumulative plots of energy-based feature, MaxE1sSW_MaxEAll of the WUW Voyager

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Figure B-143 Distribution and Cumulative plots of energy-based feature, MaxE1sSW_MaxEAllBW of the WUW “Voyager”

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Figure B-144 Distribution and Cumulative plots of energy-based feature, MaxEW_MaxEAllBW of the WUW “Voyager”

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