• 検索結果がありません。

0XOWL'LPHQVLRQDO'LVFUHWH:DYHOHW7UDQVIRUPDWLRQDQG,WV$SSOLFDWLRQWR 3RODULPHWULF6$5&ODVVLILFDWLRQ

1

0XOWL'LPHQVLRQDO'LVFUHWH:DYHOHW7UDQVIRUPDWLRQDQG,WV$SSOLFDWLRQWR

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ĮFRVĮZKLFKLVGHILQHGZLWK WKHHOHPHQWVRIWKHHLJHQYHFWRUFRUUHVSRQGLQJWRWKHILUVWHLJHQYDOXHZKLFKLVFDOOHGFRKHUHQF\PDWUL[

E\ZDVSURSRVHGE\(3RWWLHU>@ 7KHDSSOLFDWLRQRIWKHVHPHWKRGVWRVHDLFHGLVFULPLQDWLRQVXFKDV WKLQLFH7,VPRRWKILUVW\HDULFH6)URXJKILUVW\HDULFH5)DQGRSHQZDWHU2:ZLWKWKHSRODULPHWULF 6$5 ZHUH DWWHPSWHG E\ XVLQJ + $ DQG FRVĮ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

WUDQVIRUPLQJWKHSRODUL]DWLRQVLJQDWXUHRQWRDQHLJHQVSDFHHLJHQYDOXHGHFRPSRVLWLRQ$VWKHUHVXOWVIURP WKHHLJHQYDOXHGHFRPSRVLWLRQZKLFKFRUUHVSRQGVWRWKHODUJHVWHLJHQYDOXHDWUDMHFWRU\FDQEHGUDZQ7KH WUDMHFWRU\ UHSUHVHQWV WKH VFDWWHULQJ PHFKDQLVP LQ FRQFHUQ VR WKDW WKH ODUJHVW FXUYDWXUH RI WKH WUDMHFWRU\

UHSUHVHQWVWKHPRVWHIIHFWLYHUHSUHVHQWDWLYHVRIWKHVFDWWHULQJPHFKDQLVPRIWKHWDUJHWRILQWHUHVW>@7KLV LVWKHWKHRUHWLFDOEDFNJURXQGWRSURSRVHWKHXWLOL]DWLRQRIPD[LPXPFXUYDWXUHRIWKHWUDMHFWRU\LQDQHLJHQ VSDFHZKLFKLVGHULYHGIURPWKHSRODUL]DWLRQVLJQDWXUHWRWKHVHDLFHFODVVLILFDWLRQ>@>@

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±>@LVDSSOLHGWRWKH SRODULPHWULF 6$5 LPDJHU\ GDWD IRU HQKDQFLQJ KLJK IUHTXHQF\ FRPSRQHQWV RI WKH GDWD IRU LPSURYLQJ FODVVLILFDWLRQSHUIRUPDQFH

)LUVWO\WKHSURSRVHGPHWKRGLVLQWURGXFHGZLWKDWKHRUHWLFDOEDFNJURXQGIROORZHGE\H[SHULPHQWDOGDWDDQG WKHUHVXOWVIURPWKHH[SHULPHQWDODUHGHVFULEHGWRJHWKHUZLWKWKHUHVXOWVIURPDFRPSDUDWLYHVWXG\EHWZHHQ

3

WKHSURSRVHGPHWKRGDQGWKHH[LVWLQJFRQYHQWLRQDOPHWKRGV)LQDOO\FRQFOXGLQJDQGUHPDNHVDUHGHVFULEHG ZLWKVRPHGLVFXVVLRQV

3URSRVHG0HWKRG )XOO3RODULPHWULF6$5

5HFHLYHGHFKRVLJQDO(K(Y7UHFLVH[SUHVVHGDVIROORZV

ZKHUHSLVDVFDWWHULQJPDWUL[FRPSRVHGZLWK+++99+DQG99FRPSRQHQWVRIShh, Shv, SvhDQGSvvEh, Ev7LOOGHQRWHVLQFLGHQW(OHFWULF0DJQHWLF(0ZDYHkLVZDYHQXPEHURIWKHLQFLGHQW(0ZDYH RGHQRWHV UDQJHUHVSHFWLYHO\)URPWKHVHHOHPHQWVRIS0XOOHUPDWUL[LVFDOFXODWHGZKLOH6WRNHVYHFWRUDWWKHUHFHLYHU JrLVFDOFXODWHGZLWKEh, Ev7UHFDQGDOVR6WRNHVYHFWRUDWWKHWUDQVPLWWHUJtLVFDOFXODWHGZLWKEh, Ev7LOOWKXV WKHSRODUL]DWLRQVLJQDWXUH0LVUHSUHVHQWHGE\WKHIROORZLQJHTXDWLRQ

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

/HWXEHPDWUL[ZLWKWKUHHVFDWWHULQJFRPSRQHQWVDVIROORZV

ZKHUHCGHQRWHVFRYDULDQFHPDWUL[RIXDQG1,2,3DUHHLJHQYDOXHVRIC7KHVHDUHFRUUHVSRQGLQJWRRGG WLPHVVFDWWHULQJHYHQWLPHVVFDWWHULQJDQGGLIIXVHVFDWWHULQJUHVSHFWLYHO\$OVRDQG7GHQRWHVFRPSOH[

FRQMXJDWHDQGWUDQVSRVHUHVSHFWLYHO\ 7KXV

LVFDOOHGFRQWULEXWLRQIDFWRU,IWKHHTXDWLRQLVIRUPXODWHG

v ill h vv vh

hv jkR hh

v rec h

E E S S

S S kR e E

E ¸¸¹·

¨¨©§

¸¸¹·

¨¨©§

¸¸¹·

¨¨©§

const C

J M

CJ s t r r t t

T

r V F I F I

V

T T

T

T T

vv hv hh

K K K

K K

K C

X X C S S S X

@

>

O O

O

!

i i

O O O

O

WKHQVSKHULFDOGLSODQHDQGKHOL[FRPSRQHQWVDUHGHILQHGDVIROORZV

7KXVFRQWULEXWLRQIDFWRUIRUHDFKLVGHILQHGDVIROORZV

3RODUL]DWLRQVLJQDWXUHUHSUHVHQWVWKHSRODUL]DWLRQIHDWXUHRIWKHJURXQGFRYHUWDUJHWREYLRXVO\

7KHSRODUL]DWLRQVLJQDWXUHGHVFULEHVWKHVFDWWHULQJFRHIILFLHQWDVDIXQFWLRQRIDQ\DVVXPHGWUDQVPLWDQG UHFHLYHDQWHQQDSRODUL]DWLRQDQGDOORZVPHDVXUHWKHYDULDWLRQRIWKHVFDWWHULQJFRHIILFLHQWZLWKSRODUL]DWLRQ VRWKDWWKHGLIIHUHQWWDUJHWVVKRZWKHGLIIHUHQWSRODUL]DWLRQVLJQDWXUHDVVKRZQLQ)LJXUH

)LJXUH'HILQLWLRQRISRODUL]DWLRQVLJQDWXUH

7KH PHWKRG IRU HIIHFWLYH XWLOL]DWLRQ RI SRODUL]DWLRQ VLJQDWXUH LV VWLOO XQFOHDU WR LPSURYH FODVVLILFDWLRQ SHUIRUPDQFH2QFHWKHVFDWWHULQJPDWUL[ZKLFKLVFRPSRVHGZLWK+++99+DQG99FRPSRQHQWVRIShh, Shv, SvhDQGSvvDUHFDOFXODWHGIURPIXOO\SRODULPHWULF6$5GDWDWKHQWKHEDFNVFDWWHULQJFURVVVHFWLRQ0DW WKH DUELWUDU\ SRODUL]DWLRQ DQJOH ZKLFK UDQJHV IURP ++ ]HUR SRODUL]DWLRQ DQJOH WR 99 GHJUHHV RI SRODUL]DWLRQDQJOHIRUFURVVSRODUL]HGGDWDDVZHOODVFRSRODUL]HGGDWDLVFDOFXODWHGWKHGLVWDQFHDPRQJWKH FODVVHVIRUFURVVSRODUL]DWLRQLVJUHDWHUWKDQWKDWRIFRSRODUL]DWLRQLQJHQHUDO,WLVFDOOHGSRODUL]DWLRQ VLJQDWXUH,IVRPHTXDQWL]DWLRQVWHSVqq GHJUHHLQWKLVFDVHLVVHWWRWKHSRODUL]DWLRQDQJOHWKHQq GLPHQVLRQDOGDWDLVUHGXFHG$IWHUWKDWVXFKDPXOWLGLPHQVLRQDOGDWDLVSURMHFWHGLQHLJHQVSDFHWKURXJK SULQFLSDOFRPSRQHQWDQDO\VLV7KXVWKHSRODUL]DWLRQVLJQDWXUHEHFRPHVDWUDMHFWRU\LQWKHHLJHQVSDFH7KH WUDMHFWRU\UHSUHVHQWVVFDWWHULQJPHFKDQLVPRIWKHWDUJHW2QHRIWKHIHDWXUHVRIWKHWUDMHFWRU\LVPD[LPXP FXUYDWXUH$QRVFXODWLQJFLUFOHLVGHILQHGDWHDFKGDWDSRLQWHYHU\GHJUHHRIWKHSRODUL]DWLRQDQJOHLQWKLV FDVHRIWKHWUDMHFWRU\7KHQWKHFXUYDWXUHKDWWKHGDWDSRLQWLVFDOFXODWHGLQDFFRUGDQFHZLWKWKHIROORZLQJ GHILQLWLRQ

vv hh LR

hv vv hh LL

hv vv hh RR

S S S

S j S S S

S j S S S

_ _ _ _ _ _ _ _ _ _ _

_ LR d LL h RR LL RR LL

s S K S K S S for S S

K !

i s d h K

K K

K

h d s

i

5 r

K

ZKHUH U LV UDGLXV RI WKH RVFXODWLQJ FLUFOH 7KH PD[LPXP FXUYDWXUH LV GHILQHG DV WKH PD[LPXPK 7KH SURSRVHGFODVVLILFDWLRQPHWKRGLVEDVHGRQWKHPD[LPXPOLNHOLKRRGFODVVLILFDWLRQZLWKWKHUHFHLYHGVLJQDOV RIWKUHHGLIIHUHQWSRODUL]DWLRQV++DQG99RIFRSRODUL]DWLRQDQG+9RIFURVVSRODUL]DWLRQWRJHWKHUZLWK WKHPD[LPXPFXUYDWXUH

&ODVVLILFDWLRQ0HWKRG

&ODVVLILFDWLRQ PHWKRG SURSRVHG KHUH LV EDVHG RQ 0D[LPXP /LNHOLKRRG &ODVVLILFDWLRQ XVLQJ QRW RQO\

SRODULPHWULF6$5UDGDUHFKRVLJQDOVEXWDOVRZDYHOHWIUHTXHQF\FRPSRQHQWVDVIHDWXUHVIRUFODVVLILFDWLRQ ,QSDUWLFXODUKLJKIUHTXHQF\FRPSRQHQWVGHULYHGIURPZDYHOHW0XOWL5HVROXWLRQ$QDO\VLV05$LVXVHGDV VSDWLDOIHDWXUHVRIWKHWDUJHWFODVVLQFRQFHUQ

:DYHOHW0XOWL5HVROXWLRQ$QDO\VLV

2QHGLPHQVLRQDOZDYHOHWWUDQVIRUPDWLRQLVH[SUHVVHGZLWKWKHIROORZLQJHTXDWLRQ

F Cn f

ZKHUHF, fGHQRWHVZDYHOHWIUHTXHQF\FRPSRQHQWDQGUDGDUHFKRVLJQDODVDIXQFWLRQRIWLPHCQGHQRWHV ZDYHOHWWUDQVIRUPDWLRQPDWUL[ZKLFKLVH[SUHVVHGDVDELRUWKRJRQDOIXQFWLRQEDVHGRQEDVHIXQFWLRQVCQ FDQEHGHWHUPLQHGZLWKDUHIHUHQFHWRWKHDSSHQGL[7KHUHIRUH

CQCQ7 ,

7KHQfLVFRQYHUWHGWR

F1 L1,H1F2 CnL1 L2,H2F3 CnL2 L3,HFm CnLm Lm,Hm

$OVRfLVUHFRQVWUXFWHGDV

CnFm CnLm,Hm LmCnF2 L1 CnF1 f

7KHVXIIL[RIWRmLVFDOOHG³OHYHO´/HYHOmLPSOLHVWKDWZDYHOHWWUDQVIRUPDWLRQLVDSSOLHGm WLPHV05$

HQVXUHWKDWWKHRULJLQDOVLJQDOFDQEHUHFRQVWUXFWHGZLWKWKHZDYHOHWFRHIILFLHQWVRUIUHTXHQF\FRPSRQHQWV RIWKHOHYHOm7KHIUHTXHQF\FRPSRQHQWVGHULYHGIURP05$DUHFRUUHVSRQGLQJWRWKHOHYHOm7KHUHIRUH 05$GRHVZRUNDVDILOWHUEDQN

7KHUHDUHVRPHEDVHIXQFWLRQVVXFKDV+DDU'DXEHFKLHVHWF7KURXJKWKHH[SHULPHQWZLWKSUHOLPLQDU\

VLPXODWLRQRIUDGDUHFKRGDWD'DXEHFKLHVEDVHIXQFWLRQLVVHOHFWHG'DXEHFKLHVEDVHIXQFWLRQLVRQHRIEL RUWKRJRQDO IXQFWLRQV 05$ LV DSSOLHG WR WKH SRODUL]DWLRQ VLJQDWXUH WKHQ WKH H[WUDFWHG KLJK IUHTXHQF\

FRPSRQHQW LV DGGHG WR WKH W\SLFDO IHDWXUHV RI UHFHLYHG SRODUL]DWLRQ SRZHU VLJQDOV ++ +9 DQG 99 FRPSRQHQWVZKHUH++GHQRWHVWKHKRUL]RQWDOSRODUL]DWLRQRIHOHFWURPDJQHWLFZDYHLVWUDQVPLWWHGWKHQWKH UHWXUQHGHFKRVLJQDOLVUHFHLYHGLQKRUL]RQWDOSRODUL]DWLRQ7KXVVSDWLDOIHDWXUHRIWKHSRODUL]DWLRQRIIHDWXUH RIWKHJURXQGFRYHUWDUJHWLVWDNHQLQWRDFFRXQWLQWKHFODVVLILFDWLRQV7\SLFDOO\WKUHHSRODUL]DWLRQSRZHU VLJQDOVDUHDFTXLUHGZLWKSRODULPHWULF6$5V\VWHP

Methods for Comparison

7KH FODVVLILFDWLRQ SHUIRUPDQFH RI WKH SURSRVHG PHWKRG LV FRPSDUHG WR WKH 0D[LPXP /LNHOLKRRG FODVVLILFDWLRQZLWKRQO\WKUHHFRPSRQHQWVRIWKHSRODULPHWULF6$5GDWDRI+++999ZLWKWKHWKUHH FRPSRQHQWV+$FRVĮ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lRIWKH WUDMHFWRU\UHSUHVHQWVWKHPRVWHIIHFWLYHUHSUHVHQWDWLYHVRIWKHVFDWWHULQJPHFKDQLVPRIWKHWDUJHWRILQWHUHVW ,IWKHODUJHVWFXUYDWXUHLVODUJHWKHQWKHSRODUL]DWLRQVLJQDWXUHLVVWHHSO\ZKLOHWKHODUJHVWFXUYDWXUHLVVPDOO WKHQWKHSRODUL]DWLRQVLJQDWXUHLVFDOP7KHSURSRVHGFODVVLILFDWLRQPHWKRGLVEDVHGRQWKHZHOONQRZQ PD[LPXP OLNHOLKRRG FODVVLILFDWLRQ ZLWK WKH UHFHLYHG VLJQDO RI WKH WKUHH GLIIHUHQW SRODUL]DWLRQV FR SRODUL]DWLRQ++DQG99DQGFURVVSRODUL]DWLRQ+9DVZHOODVWKHPD[LPXPFXUYDWXUHRIWKHWUDMHFWRU\

LQWKHHLJHQVSDFHWKURXJKWKHHLJHQYDOXHGHFRPSRVLWLRQIURPWKHSRODUL]DWLRQVLJQDWXUH ([SHULPHQWV

'DWD8VHG

7KH3,6$53RODULPHWULFDQG,QWHUIHURPHWULF6$5GDWDRI7VXNXEDLQ-DSDQZKLFKZDVDFTXLUHGE\&5/

&RPPXQLFDWLRQ5HVHDUFK/DERUDWRU\FXUUHQW1,&71DWLRQDO,QVWLWXWHRI&RPPXQLFDWLRQ7HFKQRORJ\

DQG1$6'$1DWLRQDO6SDFH'HYHORSPHQW$JHQF\RI-DSDQFXUUHQW-$;$-DSDQ$HURQDXWLFV([SORUDWLRQ

'DXEHFKLHVEDVHIXQFWLRQLVGHILQHGDV^Į`VDWLVI\LQJWKHIROORZLQJFRQGLWLRQV

¦

¦

k

k k k k

k k

k x x

k x x

I E M

D E

I D I

7

$JHQF\ZDVXVHG7VXNXED,EDUDNLSUHIHFWXUHLQ-DSDQZKLFKFRQVLVWVRIXUEDQIRUHVWDQGSDGG\ILHOGVRI 6HSWHPEHUZHUHXVHG7KHPDMRUFKDUDFWHULVWLFRIWKH3,6$5LVVKRZQLQ7DEOH

7$%/(0$-25&+$5$&7(5,67,&62)3,6$5

,QVWUXPHQW 1$6'$/EDQG6$5

&HQWHU)UHTXHQF\ *+]

3HDNSRZHU .:

%DQGZLGWK 0+]

$QWHQQDVL]H P[P

3RODUL]DWLRQ +++99+99)XOOSRODUL]DWLRQ ,QFLGHQFHDQJOH GHJUHHV)L[HG

6ZDWKZLGWK NP

6SDWLDOUHVROXWLRQ P

4XDQWL]DWLRQELW ELWV,DQG4VLJQDOV

3RODUL]DWLRQ6LJQDWXUH

)URPWKHGDWDRIWKH66&6LQJOHORRN6ODQWUDQJH&RPSOH[NPE\NPRIWKHDUHDZDVH[WUDFWHGDVLV VKRZQLQ)LJXUH7KHLPDJHLVORRNSURFHVVHG+++9DQG99SRODUL]DWLRQRIGDWDZKLFKFRQVLVWVRI E\SL[HOV2QHSL[HOLVFRUUHVSRQGLQJWRE\PHWHUV6TXDUHER[HVRIEOXH\HOORZDQGJUHHQ VKRZWKHWUDLQLQJDUHDRI3DGG\ILHOGV$IWHUKDUYHVW8UEDQDUHDVDQG9HJHWDWHGDUHDVUHVSHFWLYHO\

)LJXUH3RODULPHWULF6$5LPDJH66&RI7VXNXED$FTXLUHGRQ6HSWHPEHU

8VLQJHTXDWLRQSRODUL]DWLRQVLJQDWXUHFDQEHFDOFXODWHGE\SL[HOE\SL[HOEHFDXVHWKHSDUDOOHOSRODUL]DWLRQ

&RSRO++99DQGFURVVSRODUL]DWLRQ&URVVSRO+99+DUHDFTXLUHGE\SL[HOE\SL[HO)LJXUH VKRZVWKHFDOFXODWHGSRODUL]DWLRQVLJQDWXUHIRUHDFKFODVV7KHFDOFXODWHGSRODUL]DWLRQVLJQDWXUHVDUHGLIIHUHQW HDFKRWKHU7KHUHIRUHLWFDQEHFODVVLILHG7KHSUREOHPRIWKHFRQYHQWLRQDOFODVVLILFDWLRQPHWKRGZKLFKXVHV WKH SRODUL]DWLRQ VLJQDWXUH DQG WKH UHWXUQHG HFKR VLJQDO SRZHUV ++ +9 DQG 99 LV SRRU FODVVLILFDWLRQ SHUIRUPDQFH7KHSURSRVHGPHWKRGXWLOL]HVKLJKZDYHOHWIUHTXHQF\FRPSRQHQWVRWKHUWKDQWKHVHSRODUL]DWLRQ VLJQDWXUHDQGUHWXUQHGHFKRVLJQDOSRZHUV

D8UEDQ&RSRO E8UEDQ&URVVSRO

F9HJHWDWLRQ&RSRO G9HJHWDWLRQ&URVVSRO

H3DGG\&RSRO I3DGG\&URVVSRO

)LJXUH([DPSOHVRIWKHFDOFXODWHGSRODUL]DWLRQVLJQDWXUHVRIWKHFODVVHV8UEDQ9HJHWDWLRQDQG3DGG\H[WUDFWHGIURPWKHE\

SL[HOVRIVTXDUHDUHDVZKLFKDUHFRUUHVSRQGLQJWRWKHGHVLJQDWHGFODVVHVLQFRQFHUQ

)LJXUH D DQG E VKRZV H[DPSOHV RI WKH KLJK IUHTXHQF\ FRPSRQHQW ++ /HYHO RI ':7 ZLWK 'DXEHFKLHV EDVH IXQFWLRQ RI WKH SRODUL]DWLRQ VLJQDWXUH RI LPDJH ZKLFK LV VKRZQ LQ )LJXUH DQG WKH

9

PD[LPXPFXUYDWXUHRIWKHWUDMHFWRU\LQHLJHQYHFWRUVSDFHZKLFKLVFRQYHUWHGIURPWKHSRODUL]DWLRQVLJQDWXUH LPDJHUHVSHFWLYHO\

D([DPSOHRIWKHKLJKIUHTXHQF\FRPSRQHQWRI++RIWKHSRODUL]DWLRQVLJQDWXUHRILPDJHZKLFKLVVKRZQLQ)LJXUH

E0D[LPXPFXUYDWXUHLPDJHRIWKHWUDMHFWRU\LQHLJHQYHFWRUVSDFHZKLFKLVFRQYHUWHGIURPWKHSRODUL]DWLRQVLJQDWXUHLPDJH )LJXUH,PDJHVRIWKHIHDWXUHVRIWKHSUHYLRXVO\SURSRVHGPD[LPXPFXUYDWXUHRIWKHWUDMHFWRU\LQHLJHQVSDFHZKLFKLVFRQYHUWHG

IURPWKHSRODUL]DWLRQVLJQDWXUHDQGWKHKLJKZDYHOHWIUHTXHQF\FRPSRQHQWLPDJHRIWKHSRODUL]DWLRQVLJQDWXUH

&ODVV)HDWXUHV

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

LQWKHHLJHQYHFWRUVSDFHZKLFKLVFRQYHUWHGIURPWKHSRODUL]DWLRQVLJQDWXUHZLWKDUELWUDU\SRODUL]DWLRQDQJOH UHVSRQVHZLWKGHJUHHLQWHUYDOV7KHSURSRVHGIHDWXUHGRHVZRUNIRUFODVVLILFDWLRQIRUWKHFODVVHVZLWK GLIIHUHQWVXUIDFHURXJKQHVVLQSDUWLFXODU$OWKRXJKLWLVHIIHFWLYHWRLPSURYHFODVVLILFDWLRQSHUIRUPDQFHLW LVFRPSOLFDWHGDQGUHTXLUHVFRPSXWDWLRQUHVRXUFHV 7KHSURSRVHGFODVVLILFDWLRQPHWKRGLVEDVHGRQZDYHOHW IUHTXHQF\ FRPSRQHQWV RI WKH FDOFXODWHG SRODUL]DWLRQ VLJQDWXUH 7KHUHIRUH QRW VLJQLILFDQW FRPSXWDWLRQ UHVRXUFHVDUHQRWUHTXLUHGDQGLWLVTXLWHVLPSOH

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

&ODVVLILFDWLRQ3HUIRUPDQFH

8VLQJ WUDLQLQJ VDPSOHV H[WUDFWHG IURP WKH WUDLQLQJ DUHDV ZKLFK DUH LQGLFDWHG LQ )LJXUH WUDLQLQJ SHUIRUPDQFH LV HYDOXDWHG $ FRPSDULVRQ LV PDGH IRU WKH IROORZLQJ WKUHH 0D[LPXP /LNHOLKRRG EDVHG FODVVLILFDWLRQPHWKRGZLWKUHFHLYHGWKUHHHFKRVLJQDOSRZHU+++999ZLWKWKUHHSRZHUDQGWKH SUHYLRXVO\ SURSRVHG PD[LPXP FXUYDWXUH DQG ZLWK WKUHH SRZHU DQG WKH ++ RI HDFK GLPHQVLRQ RI SRODUL]DWLRQVLJQDWXUH&ODVVLILFDWLRQSHUIRUPDQFHLVHYDOXDWHGZLWKFRQIXVLRQPDWUL[DQGWKHkVWDWLVWLFV ZKLFKLVVKRZQLQWKHIROORZLQJHTXDWLRQ

E P

E P A k P

ZKHUHPAPEGHQRWHVFRUUHFWFODVVLILFDWLRQSUREDELOLW\DQGFODVVLILFDWLRQHUURUSUREDELOLW\7DEOH VKRZVWKHUHVXOWVRIFODVVLILFDWLRQSHUIRUPDQFH

11

8UEDQ 9HJHWDWLRQ 3DGG\

8UEDQ

9HJHWDWLRQ

3DGG\

7$%/(7+5((32:(5$1'7+(0$;,080&859$785(.

8UEDQ 9HJHWDWLRQ 3DGG\

8UEDQ

9HJHWDWLRQ

3DGG\

7$%/(7+5((32:(5$1'++.

8UEDQ 9HJHWDWLRQ 3DGG\

8UEDQ

9HJHWDWLRQ

3DGG\

$VLVVKRZQLQWKHSUHYLRXVVHFWLRQLWLVGLIILFXOWWRGLVFULPLQDWHEHWZHHQXUEDQDQGYHJHWDWLRQFODVVHVLI RQO\WKUHHSRZHURIIHDWXUHVDUHXVHG,WLVLPSURYHGE\DGGLQJWKHIHDWXUHVRIPD[LPXPFXUYDWXUHDQG++

UHPDUNDEO\2QWKHRWKHUKDQGkVWDWLVWLFVVKRZVWKDWRILPSURYHPHQWLVDFKLHYHGE\DGGLQJWKH PD[LPXPFXUYDWXUHDQGLPSURYHPHQWLVDFKLHYHGE\DGGLQJ++

Conclusion

,WLVIRXQGWKDWWKHSURSRVHGIHDWXUHVRIWKUHHUHFHLYHGHFKRVLJQDOSRZHU+++9DQG99DVZHOODV++

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

$SSHQGL[

$QRWKHUSRODUL]DWLRQVLJQDWXUHVRIDVSKDOWDQGZDWHUERG\

2WKHUWKDQYHJHWDWLRQXUEDQDQGULFHSDGG\ILHOGRWKHUSRODUL]DWLRQVLJQDWXUHVDUHVKRZQLQ)LJXUH$

6LJPDQRWHıRIDVSKDOWLVUHODWLYHO\KLJKZKLOHWKDWRIZDWHUERG\LVTXLWHORZ

D$VSKDOW&RSRO E$VSKDOW&URVVSRO

L:DWHUERG\&RSRO M:DWHUERG\&URVVSRO

)LJXUH$3RODUL]DWLRQVLJQDWXUHVRIDVSKDOWDQGZDWHUERG\

$QRWKHUH[DPSOHRIFODVVLILFDWLRQSHUIRUPDQFHIRUVHDLFHFODVVLILFDWLRQ

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

13

7KHW\SLFDOH[DPSOHVRIWKHSRODUL]DWLRQVLJQDWXUHDQGWKHWUDMHFWRU\IRUMXVWIRXUWUDLQLQJVDPSOHVIRUIRXU FODVVHVDUHVKRZQLQ)LJXUH$,QWKHILJXUHDLVWKHFURVVSRODUL]HGGDWDZKLOHELVWKHFRSRODUL]HG GDWD7KHGLIIHUHQFHRIWKHWUDMHFWRU\DPRQJWKHFODVVHVIRUWKHFURVVSRODUL]HGGDWDLVJUHDWHUWKDQWKDWIRU FRSRODUL]HGGDWD7KHYDULDQFHRIWKHFKDUDFWHULVWLFVIRUERWKSRODUL]DWLRQVLJQDWXUHDQGWKHWUDMHFWRU\IRU 5)LVWKHKLJKHVWIROORZHGE\7,6)DQG2:$OVRWKHPD[LPXPFXUYDWXUHRIWKHWUDMHFWRU\RI2:LVWKH JUHDWHVWIROORZHGE\7,6)DQG5)

D++SRODUL]DWLRQ E99SRODUL]DWLRQ

F+9SRODUL]DWLRQ GPD[LPXPFXUYDWXUH

)LJXUH$([WUDFWHG3,6$5LPDJHU\GDWDRILQWHQVLYHVWXG\DUHDRIRIIVKRUHRIWKHODNH6DURPDLQWKHVHDRI2NKRWVNLQ+RNNDLGR YLFLQLW\LQ-DSDQDFTXLUHGRQ)HE

D3RODUL]DWLRQVLJQDWXUHRI2:E7UDMHFWRU\LQHLJHQVSDFHIRU2:

F3RODUL]DWLRQVLJQDWXUHRI5)G7UDMHFWRU\LQHLJHQVSDFHIRU5)

H3RODUL]DWLRQVLJQDWXUHRI6)I7UDMHFWRU\LQHLJHQVSDFHIRU6)

J3RODUL]DWLRQVLJQDWXUHRI7,K7UDMHFWRU\LQHLJHQVSDFHIRU7,

)LJXUH$D7KHW\SLFDOFURVVSRODUL]DWLRQVLJQDWXUHDQGWKHWUDMHFWRU\LQHLJHQVSDFHFRQYHUWHGIURPWKHGLPHQVLRQDOGDWDZLWK WKHTXDQWL]DWLRQVWHSRIGHJUHHVRIıIRUSRODUL]DWLRQDQJOHIURP++WR99WKURXJK+9IRUIRXUFODVVHVRSHQZDWHU2:URXJK

ILUVW\HDULFH5)VPRRWKILUVW\HDULFH6)DQGWKLQLFH7,ZKHUH3&GHQRWHWKHILUVWWRWKLUGSULQFLSDOFRPSRQHQWV

7KH FRQIXVLRQ PDWULFHV RI WKH SURSRVHG DQG WKH H[LVWLQJ PHWKRGV DUH VKRZQ LQ7DEOH$7KH FODVVHV EHWZHHQ6)DQG2:DUHPRVWGLIILFXOWWRGLVFULPLQDWH,WLVIROORZHGE\WKHFODVVHVEHWZHHQ6)DQG5)DQG WKHFODVVHVEHWZHHQ2:DQG6)

D3RODUL]DWLRQVLJQDWXUHRI2:E7UDMHFWRU\LQHLJHQVSDFHIRU2:

F3RODUL]DWLRQVLJQDWXUHRI5)G7UDMHFWRU\LQHLJHQVSDFHIRU5)

15

H3RODUL]DWLRQVLJQDWXUHRI6)I7UDMHFWRU\LQHLJHQVSDFHIRU6)

J3RODUL]DWLRQVLJQDWXUHRI7,K7UDMHFWRU\LQHLJHQVSDFHIRU7,

)LJXUH$E7KHW\SLFDOFRSRODUL]DWLRQVLJQDWXUHDQGWKHWUDMHFWRU\LQHLJHQVSDFHFRQYHUWHGIURPWKHGLPHQVLRQDOGDWDZLWKWKH TXDQWL]DWLRQVWHSRIGHJUHHRIıIRUSRODUL]DWLRQDQJOHIURP++WR99WKURXJK+9IRUIRXUFODVVHVRSHQZDWHU2:URXJKILUVW

\HDULFH5)VPRRWKILUVW\HDULFH6)DQGWKLQLFH7,

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

VKRZVWKHFRQILGHQFHLQWHUYDOVCI DWWKHFRQILGHQFHOHYHOIRUWKHFRUUHFWFODVVLILFDWLRQSUREDELOLW\

PCC n CI

V

r $

ZKHUHGHQRWHVVWDQGDUGGHYLDWLRQRI3&&DQGnGHQRWHVWKHQXPEHURIWUDLQLQJVDPSOHVDSSUR[LPDWHO\

VDPSOHV$OVRWKHNDSSDFRHIILFLHQWkDPHDVXUHRISDLUZLVHDJUHHPHQWLVHYDOXDWHG

7$%/($7+(&21)86,210$75,&(62)7+(352326('0(7+2'%$6('210$;,080/,.(/,+22'&/$66,),&$7,210/+

86,1*7+5((5(&(,9('32:(5+++9$1'99$6:(//$67+(0$;,080&859$785(2)7+(75$-(&725<2)Ȉ,17+(63$&(2) (//,37,&,7<$1'25,(17$7,21$1*/(686,1*-8677+5((5(&(,9('32:(586,1*7+5((5(&(,9('32:(5+$ǹ

&20321(176$1'86,1*7+5((5(&(,9('32:(52''(9(1',))86(&20321(176&,'(127(6&21),'(1&(,17(59$/

$77+(2)&21),'(1&(/(9(/$1' K'(127(6.$33$&2()),&,(17 352326('0(7+2'3&& K 86,1*+++9993&& K

2: 5) 6) 7, &, 2: 5) 6) 7, &,

2: 2:

5) 5)

6) 6)

7, 7,

86,1*+++999+$ǹ3&& K 86,1*+++9992''(9(1',))86(3&& K

2: 5) 6) 7, &, 2: 5) 6) 7, &,

2: 2:

5) 5)

6) 6)

7, 7,

$OWKRXJK+$DQGĮLQJHQHUDOGRHVZRUNIRUFODVVLILFDWLRQWKHGLVWULEXWLRQRIWKHGDWDRI7,DQG6)DUH RYHUODSSHGLQWKH+$DQGĮLQWKHIHDWXUHVSDFH7KHUHIRUHWKHFRQIXVLRQSUREDELOLW\EHWZHHQVPRRWKILUVW

\HDULFHDQGWKLQLFHLVUHODWLYHO\ODUJHIROORZHGE\WKHFODVVHVEHWZHHQRSHQZDWHU0HDQZKLOHRGGHYHQ DQGGLIIXVHVFDWWHULQJFRPSRQHQWVZRUNIRUFODVVLILFDWLRQLQSDUWLFXODUWKHGLVFULPLQDWLRQRI5)ZLWKWKH RWKHUFODVVHVGXHWRWKHIDFWWKDWWKHVFDWWHULQJPHFKDQLVPRI5)LVGLIIHUHQWIURPWKHRWKHUFODVVHV+RZHYHU LWVHIIHFWLYHQHVVLVZHDNVRWKDWWKHFODVVLILFDWLRQSHUIRUPDQFHLVQRWVRJRRGDFFRUGLQJO\

,WLVIRXQGWKDWWKHSURSRVHGPHWKRGVKRZVDURXQGRILPSURYHPHQWRIFODVVLILFDWLRQSHUIRUPDQFH IRUWKHVHDLFH2NKRWVNFODVVLILFDWLRQVLQFRPSDULVRQWRWKHFODVVLILFDWLRQZLWKMXVWWKUHHUHFHLYHGSRZHU RI+++999SRODUL]DWLRQVLJQDOV)XUWKHUPRUHLWLVDOVRIRXQGWKDWWKHFODVVLILFDWLRQSHUIRUPDQFHIRU WKH7VXNXEDGDWDLVLPSURYHGE\IRUWKHSURSRVHG PHWKRG7KXVLWLVFRQFOXGHGWKDWWKHQHZO\

SURSRVHGIHDWXUHRIWKHPD[LPXPFXUYDWXUHRIWKHWUDMHFWRU\RISRODUL]DWLRQVLJQDWXUHSURMHFWHGLQHLJHQ VSDFHWKURXJKSULQFLSDOFRPSRQHQWDQDO\VLVLVHIIHFWLYHIRUFODVVLILFDWLRQV

$FNQRZOHGJHPHQWV

7KHDXWKRUZRXOGOLNHWRWKDQN'U-:DQJ)RUPHUJUDGXDWHVFKRROVWXGHQWRI6DJD8QLYHUVLW\IRUKHU FRQWULEXWLRQVWRWKLVUHVHDUFKZRUNV

5HIHUHQFHV

=HENHU+$YDQ=\O--,PDJLQJUDGDUSRODULPHWU\$UHYLHZ3URF,(((±

8ODE\)7(ODFKL&5DGDU3RODULPHWU\IRU*HRVFLHQFH$SSOLFDWLRQV$UWHFK+RXVH,QF'HGKDP

17

+HQGHUVRQ)0/HZLV$-3ULQFLSOHVDQGDSSOLFDWLRQVRILPDJLQJUDGDULQ0DQXDORI5HPRWH6HQVLQJWKLUGHG-RKQ:LOH\

1HZ<RUN

.URJDJHU($QDO\VLVRIWKHDEVROXWHDQGUHODWLYHSKDVHFRQGLWLRQVRIWUDQVIRUPLQJPDWULFHVIRUWKHVLQFODLUDQGFRYDULDQFH PDWULFHVLQUDGDUSRODULPHWU\-2SW6RF$P(%$

'RQJ<,PDJLQJUDGDUSRODULPHWHUIURPZDYHV\QWKHVLV-*HRSK\V5HV±

=HENHU+$HWDO,PDJLQJUDGDUSRODULPHWHUIURPZDYHV\QWKHVLV-*HRSK\VLFDO5HVHDUFK9RO1RSS .URJDJHU(&]\]=+3URSHUWLHVRIWKHVSKHUHGLSODQHKHOL[GHFRPSRVLWLRQLQ3URFHHGLQJV7KLUG,QWHUQDWLRQDO:RUNVKRS

RQ5DGDU3RODULPHWU\YROSS±

&ORXGH653RWWLHU($UHYLHZRIWDUJHWGHFRPSRVLWLRQWKHRUHPVLQUDGDUSRODULPHWU\,(((7UDQV*HRVFL5HPRWH6HQVLQJ

±

3RWWLHU(/HH-68QVXSHUYLVHGFODVVLILFDWLRQVFKHPHRI3ROVDULPDJHVEDVHGRQWKHFRPSOH[:LVKDUWGLVWULEXWLRQDQG+$D SRODULPHWULFGHFRPSRVLWLRQWKHRUHPV3URFHHGLQJVRIWKH7KLUG(XURSHDQ&RQIHUHQFHRQ6\QWKHWLF$SHUWXUH5DGDU(86$5 6FKHXFKO % +DMLQVHN , &XPPLQJ ,* HW DO 6HD LFH FODVVLILFDWLRQ XVLQJ PXOWLIUHTXHQF\ SRODULPHWULF 6$5 GDWD LQ

3URFHHGLQJVRIWKH,*$566¶

YDQ=\O--=HENHU+$(ODFKL&,PDJLQJUDGDUSRODUL]DWLRQVLJQDWXUHVWKHRU\DQGREVHUYDWLRQ5DGLR6FL±

@

.RKHL$UDLDQG-:DQJ3RODULPHWULF6$5LPDJHFODVVLILFDWLRQZLWKPD[LPXPFXUYDWXUHRIWKHWUDMHFWRU\LQHLJHQVSDFHGRPDLQ RQWKHSRODUL]DWLRQVLJQDWXUH$GYDQFHVLQ6SDFH5HVHDUFK

.RKHL $UDL 3RODULPHWULF 6$5 LPDJH FODVVLILFDWLRQ ZLWK KLJK IUHTXHQF\ FRPSRQHQW GHULYHG IURP ZDYHOHW PXOWL UHVROXWLRQ DQDO\VLV05$,QWHUQDWLRQDO-RXUQDORI$GYDQFHG&RPSXWHU6FLHQFHDQG$SSOLFDWLRQV

.RKHL$UDL&RPSDUDWLYHVWXG\RISRODULPHWULF6$5FODVVLILFDWLRQPHWKRGVLQFOXGLQJSURSRVHGPHWKRGZLWKPD[LPXPFXUYDWXUH RIWUDMHFWRU\RIEDFNVFDWWHULQJFURVVVHFWLRQLQHOOLSWLFLW\DQGRULHQWDWLRQDQJOHVSDFH,QWHUQDWLRQDO-RXUQDORI5HVHDUFKDQG 5HYLHZVRQ&RPSXWHU6FLHQFH

.RKHL$UDL)XQGDPHQWDO7KHRU\RQ:DYHOHW$QDO\VLV0RULNLWD6KXSSDQ3XEOLVKLQJ&R/WG

.RKHL$UDL/HODQG-DPHVRQ(DUWK2EVHUYDWLRQ6DWHOOLWH'DWD8WLOL]DWLRQ0HWKRGVE\0HDQVRI:DYHOHW$QDO\VLV0RULNLWD 6KXSSDQ3XEOLVKLQJ&R/WG

.RKHL$UDL/HFWXUH1RWHRQ:DYHOHW$QDO\VLV.LQGDL.DJDNX6KXSSDQ3XEOLVKLQJ&R/WG

0DWVXRND7HWDO&5/1$6'$DLUERUQH6$53,6$5REVHUYDWLRQVRIVHDLFHLQWKHVHDRI2NKRWVN$QQDOVRI*ODFLRORJ\

ίϯΫϦʔτݐ଄෺ʹର͢Δ௒Ի೾ CT ։ൃͱ ૭ؔ਺ͷԠ༻

ୌޱ ޹ࢤ

๷Ӵେֶߍ਺ֶڭҭࣨ

֓ཁ. ίϯΫϦʔτݐ଄෺ʹର͢Δtomographicͳඇഁյݕٕࠪज़͸ະ։ൃͰ͋Δͱ

͍͏ͷ͕ݱঢ়Ͱ͋Δ͕ɼۙ೥ɺࡾాلߦ(৬ۀೳྗ։ൃ૯߹େֶߍ)ͱߨԋऀͷڠಇʹΑ ΓɼίϯΫϦʔτݐ଄෺ʹର͢Δacoustic CT։ൃͷΞΠσΞ͕ఏҊ͞Ε͍ͯΔɻຊߨ ԋͰ͸ɼίϯΫϦʔτݐ଄෺ʹର͢Δacoustic CT։ൃͷΞΠσΞΛ঺հ͠ɼ͜ͷ໰୊

ʹର͢Δ૭Radonม׵ͷԠ༻ʹؔͯٞ͠࿦͢Δɻ

Development of ultrasonic CT for concrete structures and application of window functions

Takashi Takiguchi

National Defense Academy of Japan

Abstract. There having been developed no tomographic non-destructive testing tech-nique for concrete structures for the time being, N. Mita and the speaker proposed an idea to develop an acoustic CT for concrete structures. In this talk, we introduce their idea and discuss application of the windowed Radon transform for development of an acoustic CT for concrete structures.

1. ͸͡Ίʹ

ίϯΫϦʔτݐ଄෺ʹର͢Δ

tomographic

ͳඇഁյݕٕࠪज़͸ະ։ൃͰ͋Δͱ͍͏ͷ͕

ݱঢ়Ͱ͋Δ͕ɼۙ೥ɺ༷ʑͳख๏͕ఏҊ͞Ε࢝Ί͍ͯΔɻࡾాلߦ

(

৬ۀೳྗ։ൃ૯߹େ

ֶߍ

)

ͱߨԋऀ͸ɼ

[2, 3]

ʹ͓͍ͯίϯΫϦʔτݐ଄෺ʹର͢Δ௒Ի೾

CT

։ൃͷΞΠσΞ ΛఏҊ͍ͯ͠ΔɻຊߨԋͰ͸ɼίϯΫϦʔτݐ଄෺ʹର͢Δ௒Ի೾

CT

։ൃͷΞΠσΞΛ

঺հ͠ɼ͜ͷ໰୊ʹର͢Δ૭

Radon

ม׵ͷԠ༻ʹؔͯٞ͠࿦͢Δɻ

2. ίϯΫϦʔτͷجૅ஌ࣝ

ຊઅͰ͸ɼຊߨԋͰඞཁͱͳΔίϯΫϦʔτͷجૅ஌ࣝʹ͍ͭͯ؆୯ʹઆ໌͢Δɻ ఆٛ2.1 (ίϯΫϦʔτ) ίϯΫϦʔτ͸ɺηϝϯτ

(cement: C)

ɺਫ

(W)

(fine aggregate

or sand: S)

ɼ࠭ར

(coarse aggregate or gravel: G)

ͷࠞ߹෺Ͱ͋Δɻ

஫ҙ2.1

(i)

ηϝϯτ+ηϝϯτϖʔετ

(cement paste)

(ii)

ηϝϯτ+ਫ+࠭

(

ηϝϯτϖʔετ+࠭

)

→Ϟϧλϧ

(mortar) (iii)

ίϯΫϦʔτ

(concrete)

͸

Ϟϧλϧ+࠭ར

ͱཧղͰ͖Δɻ

ຊઅͰ͸ɼҎԼͷओுʹج͖ͮɼίϯΫϦʔτͱ͸Կ͔Λઆ໌͢Δɻ ओு2.1

The concrete materials are artificial megaliths.

ओு

2.1

͸

[2, 3]

ʹԙ͍ͯओு͞Εͨ΋ͷͰ͋Δ͕ɼҎԼͷٞ࿦ʹج͍͍ͮͯΔɻྫ

͑͹

, Valley Temple (BC2500?)

΍

Parthenon

ਆ఼

(BC447-432)

͸ੴ଄ݐ଄෺Ͱ͋Γɼங ޙ

2000

೥Ҏ্ܦͬͨݱࡏͰ΋ɼͦͷߏ଄Λอ͍ͬͯΔɻͱ͜Ζ͕ɼϩʔϚͷ

Colosseum

(AD70-80)

ͷ֎น͸ੴ଄Ͱ͋Δ͕ɼ಺น͸ɼ࿃נͷഁยɾੴɾ࠭ɾփ౳ͰຒΊΒΕ͍ͯΔɻ

͜Ε͸ɼϩʔϚͰ͸े෼ͳڊੴ͕ೖखͰ͖ͳ͔ͬͨͨΊͰ͋Δ͕ɺ

Colosseum

ͷ಺นʹ༻

͍ΒΕͨૉࡐ

(Roman or promitive concrete)

͸

2000

೥ۙ͘ڊੴͷ୅ସ෺ͱͯ͠ͷ໾ׂΛ Ռ͖ͨͯͨ͠ͱ͍͑Δɻ

ίϯΫϦʔτ͕ڊੴͷ୅ସ෺ʹͳΔʹ͸ɼ

(a) Concrete is not tough to tensile strength.

(b) Concrete easily gets cracks in and on itself.

౳ͷ໰୊఺Λվળͤ͞ͳ͚Ε͹ͳΒͳ͍͕ɼ

(

α

) Concrete is easily made and shaped in any form because of its fluidity before it gets hard.

(

β

) The cost of concrete is very cheap.

౳ɼڊੴΑΓ༏Εͨ఺΋ଟ͍ɻܽ఺

(a)

Λิ͏ͨΊʹ։ൃ͞Εͨͷ͕మےίϯΫϦʔτ

(RC)

Ͱ͋Δɻ

• మͱίϯΫϦʔτͱͷ೤๲ு܎਺͸΄΅ಉ͡Ͱ͋Δ

• ηϝϯτͷΞϧΧϦੑ͕మےΛࡺ͔ΒकΔ

౳ͷཧ༝͔ΒɼమےίϯΫϦʔτ͕։ൃ͞Εͨ౰࣌͸ɼమےίϯΫϦʔτ͸ɼ

ح੻ͷૉ

ɼ

Ӭٱૉࡐ

౳ͱݺ͹Ε͍͕ͯͨɼޙʹͦΕΒ͕ݬӨͰ͋ͬͨ͜ͱ͕Θ͔ͬͨɻݱࡏ

͸ɼ

RC

ݐ଄෺ͷ௕ण໋Խͱͦͷҡ࣋؅ཧ͕Πϯϑϥͷҡ࣋؅ཧɾ࠶੔උʹ͓͍ͯॏཁͳ

՝୊ͷҰͭͱͳ͍ͬͯΔɻ

3. ίϯΫϦʔτݐ଄෺ʹର͢Δ CT

લઅͰड़΂ͨ௨Γɼ

RC

ݐ଄෺ͷ௕ण໋Խͱͦͷҡ࣋؅ཧ͸ඇৗʹॏཁͳ໰୊Ͱ͋Δ͕ɼ ίϯΫϦʔτݐ଄෺ʹର͢Δ

tomographic

ͳඇഁյݕࠪ๏͸ཱ֬͞Ε͍ͯͳ͍ͱ͍͏ͷ͕

ݱঢ়Ͱ͋Δɻۙ೥ɼ༷ʑͳओு͕ఏҊ͞Ε͍ͯΔ͕ɼࡾాͱߨԋऀ͸

[2, 3]

ʹ͓͍ͯ

,

Ի೾΍ి࣓ύϧεԻڹΛ༻͍ͨ

acoustic CT scan

ͷ։ൃΛఏҊ͍ͯ͠ΔɻຊઅͰ͸ɼ

[2, 3]

ͰఏҊ͞ΕͨΞΠσΞΛ঺հ͢Δɻ

൴Β͸ɼ·ͣɼ࣮ݧΛ௨ͯ͡

,

ҎԼͷੑ࣭Λ֬ೝͨ͠ɻ

ੑ࣭3.1

We can conclude that for the test pieces of the length less than 1200mm, there is no decay of the acoustic velocity from the viewpoint of its first arriving time.

The first arrival wave of the ultrasonic one takes the fastest route in the cement paste, the mortar and the concrete.

͜ΕΒͷੑ࣭Λ༻͍ͯɼίϯΫϦʔτݐ଄෺ʹର͢Δ

acoustic CT

։ൃͷͨΊʹ͸࣍ͷ

໰୊Λղܾ͢Ε͹ྑ͍͜ͱΛओு͍ͯ͠Δɻ

໰୊3.1 (Problem for non-destructive inspection for concrete structure)

Let

Ω ⊂ R3

be a domain and f (x) be the propagation speed of the ultrasonic wave at the point x

∈Ω

. For

α, β ∈ ∂Ω

, we denote by

γα,β

a route from

α

to

β

contained in

Ω

. In this case, reconstruct

f (x) ( x

∈Ω

) out of the data

(3.1) min

γα,β

γα,β

1

/

f (x)d

γ,

for

∀α, β∈∂Ω

.

ੑ࣭

3.1

ʹ͋ΔΑ͏ʹ͜ͷ໰୊͸௕͕͞

1

.

2m

ҎԼͷݐ଄෺Λର৅ʹ͍ͯ͠Δ͕ɼమے ߴ૚ݐ଄෺ͷபɼߴ଎ಓ࿏ڮྊʹ͓͚Δ͔ͿΓίϯΫϦʔτͷҟৗௐࠪ౳ɼଟ͘ͷ໰୊΁

ͷԠ༻͕ݕ౼͞Ε͍ͯΔɻৄ͘͠͸

[3]

Λࢀর͞Ε͍ͨɻ

4. ి࣓ύϧεԻڹ૷ஔ

લઅͰ঺հͨ͠

acoustic CT

Ͱ͸ɼ௒Ի೾૷ஔ΋ి࣓ύϧε૷ஔ΋Իݯͱड৴૷ஔͷ૊

Έ߹ΘͤͰ༻͍ΒΕ͓ͯΓɼݪཧతʹ྆ऀͷҧ͍͸ແ͍͕ɼطଘͷ૷ஔΛ༻͍ͨ৔߹ɼి

࣓ύϧε૷ஔͷํ͕؍ଌͷਫ਼౓͕௿͍ɻ໪࿦ɼ؍ଌਫ਼౓͸૷ஔͷਫ਼౓ʹґଘ͢ΔͨΊɼҰ

֓ʹ͸݁࿦෇͚͸ग़དྷͳ͍͕ɼి࣓ύϧε૷ஔʹΑΔ؍ଌਫ਼౓ͷ௿͞ͷݪҼ͸ɼύϧεԻ

ൃੜͷݪཧʹґΔͱ͜Ζ͕গͳ͘ͳ͍Α͏ʹײ͡ΒΕΔɻ

ి࣓ύϧεʹΑΔԻ೾ൃੜ͸ҎԼͷΑ͏ͳݪཧʹج͍͍ͮͯΔɻ

Fig. 1. ి࣓ύϧεԻൃੜͷݪཧ

1

ʹ͓͍ͯ

,

ਤͷԖ௚ํ๏ʹ࣓৔Λ͔͚ɼίΠϧʹύϧεిྲྀΛྲྀ͢͜ͱʹΑΓ

,

૷ஔ

಺ͷۚଐ

(

)

͕࣓࿪ޮՌ

(magneto-striction e

ect)

ʹΑΓ௒ߴԻΛൃੜ͢Δɻैͬͯɼి

࣓ύϧεԻ͸௒Ի೾Ͱ͋Γɼͦͷप೾਺Λௐ੔͢Δٕज़΋ਐΜͰ͍Δ͕ɼۚଐͷͲͷ෦෼

͔ΒԻΛൃ͍ͯ͠Δ͔͸ݫີʹ͸ௐ΂ΒΕ͍ͯͳ͍ɻ໪࿦ɺి࣓ύϧεԻڹ૷ஔ಺ͷۚଐ

͸ඍখͰ͋ΔͨΊɼେ͖ͳޡࠩ͸ੜ͍ͯ͡ͳ͍ͱࢥΘΕΔ͕ɼ΋͠ɼ؍ଌຖʹԻݯͷ৔ॴ

͕มΘ͍ͬͯΕ͹ɼ؍ଌ஍ͷਫ਼౓ʹେ͖ͳӨڹΛ༩͍͑ͯΔ͸ͣͰ͋Δɻ

ຊߨԋͰ͸ɼమےίϯΫϦʔτए͘͠͸మےϞϧλϧʹରͯ͠ɼ௚઀ి࣓ύϧεΛͿͭ

͚Δ͜ͱʹΑΓɼమےͷͲ͔͜ΒԻ͕ग़͍ͯΔ͔Λௐ΂Δ໰୊Λߟ͑Δɻ

໰୊4.1 మےίϯΫϦʔτɼए͘͠͸మےϞϧλϧɼʹର͢Δి࣓ύϧεԻڹʹԙ͍ͯɼ Իݯ఺ΛશͯಛఆͤΑɻ

͜ͷ໰୊͕ղܾ͢Ε͹ɼ಺෦஫ೖΛࢪ͞ͳ͍

RC

ݐ଄෺ʹର͢ΔԻڹ

PET(Positron

Emission Tomography)

΁ͷԠ༻͕ՄೳʹͳΔɻຊߨԋͰ͸ɼҎԼͷ

3

఺Λ঺հ͢Δ͜ͱ

Λओ໨ඪͱ͢Δɻ

• ໰୊

4.1

͕࣍અͰ঺հ͢Δ੾அ૭

X

ઢม׵ͱີ઀ͳؔ܎Λ࣋ͭ͜ͱΛࣔ͢͜ͱɻ

• ز͔ͭͷ૝ఆʹରͯ͠໰୊

4.1

͕ղܾՄೳͰ͋Δ͜ͱΛࣔ͠ɼͦͷղΛ༩͑Δ͜ͱɻ

໰୊

4.1

ͷղੳ݁ՌΛ༻͍ͯɼ಺෦஫ೖΛࢪ͞ͳ͍

RC

ݐ଄෺ʹର͢ΔԻڹ

PET

։ൃ͕ՄೳͰ͋Δ͜ͱɻ

5. ૭ Radon ม׵

ຊઅͰ͸ɼલઅͷ࠷ޙʹఏىͨ͠໰୊

4.1

ʹؔ࿈͢Δੵ෼ม׵Λ঺հ͢Δɻຊઅͷओ

໨ඪ͸੾அ૭

X

ઢม׵ͷఆٛΛ༩͑Δ͜ͱͰ͋Δ͕ɼ·ͣ͸ɼͦͷجʹͳ͍ͬͯΔɼ૭

Radon

ม׵

(

X

ઢม׵

)

ͷఆٛΛ෮श͢Δɻ૭

Radon

ม׵

(

X

ઢม׵

)

͸

Radon

ม׵

(X

ઢม׵

)

ʹ૭ؔ਺Λֻ͚ͨੵ෼ม׵Ͱ͋Δ͕ɼͦͷఆٛ͸ҎԼͰ༩͑ΒΕΔɻ

ఆٛ5.1 (Radonม׵)

Let 1

d

n. The d dimensional Windowed Radon Transform R

h

f (x

,

A) of a function f defined on

Rn

is defined by

(5.1) R

h

f (x

,

A)

Rd

h(t) f (x

+

At)dt

,

where h is a function defined on

Rd

and A

∈ {

A

=

vRJ J :

Rd → Rn

(inclusion)

,

R

S O(n)

/

S O(n

d)

,

v

>

0

}

. h means the complex conjugate of h. We write R ¯

h

f (x

,

A)

=

f

h

(x

,

A).

ఆٛ5.2 (Xઢม׵)

For a function f defined on

Rn

we call

(5.2) X

h

f (x

, ξ

)

R

h(t) f (x

+

t

ξ

)dt

,

the Windowed X-ray Transform (WXT) with window h, where h is a function defined on

R

and

ξ ∈Rn

. We adopt the notation

ξ=

v

ω,

v

>

0

, ω ∈

S

n1

.

͜ΕΒͷม׵ʹର͢Δੑ࣭ͳͲ͸ɼ

[4]

Λࢀর͞Ε͍ͨɻ

ৄ͘͠͸ߨԋʹͯઆ໌͢Δ͕ɼ໰୊

4.1

ʹ͓͍ͯɼ࠷΋୯७ͳ৔߹ʹ͸ɼҎԼͷٯ໰୊

Λղܾ͢Ε͹ྑ͍͜ͱ͕͍͑Δɻ

໰୊5.1 R2্Ͱఆٛ͞Εͨؔ਺

f (x)

,

x

∈R2 ͕ط஌Ͱ͋Δ࣌

,

؍ଌ஋

(5.3)

a

f (y

+

t

θ

)dt

͔Β

a

Λ෮ݩͤΑɻୠ͠

,

θ∈

S

1,

y

⊥θͱ͢Δɻ

(5.3)

͸੾அ

X

ઢม׵ͱݺ͹ΕΔม׵Ͱ͋Δ͕ɼ໰୊

4.1

ʹؔͯ͠͸ɼ͜ͷม׵͕੾அ

X

ઢม׵ʹରԠ͢Δࣄ͕Θ͔Δɻৄ͘͠͸ߨԋʹͯઆ໌͢Δɻ

6. ͓ΘΓʹ

ຊߨԋʹԙ͍ͯɼి࣓ύϧεԻڹʹ͓͚ΔԻݯͷಛఆʹؔ͢Δ໰୊Λఏى͕ͨ͠ɼ͜ͷ

໰୊͸੾அ૭

X

ઢม׵ʹ͓͚Δ੾அ఺Λ෮ݩ͢Δ໰୊

5.1

ͱਂ͍ؔ܎Λ͍࣋ͬͯΔɻ໰

4.1

ͷݚڀΛൃలͤ͞ΔͱɼίϯΫϦʔτݐ଄෺ʹର͢ΔԻڹ

PET

ͷ։ൃ͕Մೳʹͳ Δɻࠓޙɺ࣮ݧͱཧ࿦ͷ྆ऀͷཱ৔͔Β͜ΕΒͷ໰୊ͷݚڀΛਐΊɼίϯΫϦʔτݐ଄෺

ͷඇഁյݕࠪ๏ͷ͞ΒͳΔൃలʹܨ͍͛ͨɻ

ँࣙ

ຊݚڀ͸ɼ

JSPS

Պֶݚڀඅ

(C)26400184

ͷॿ੒Λड͚͍ͯ·͢ɻ

ࢀߟจݙ

[1] Mita, N., Horie, Y. and Matsudome, S. : Fundamental study on estimation of com-pressive strength of cement mortar by pulsed electromagnetic force acoustic method, Architectural Institute of Japan

76

(662) (2011) , pp. 721–727.

[2] Mita, N. and Takiguchi, T. : Basic propertiers of concrete and its non destructive test-ing, MI Research

2, “Collaboration between theory and practice in inverse problems”,

(2015), pp. 117-137.

[3] ——- : Development of ultrasonic tomography for concrete structures, MI Research

5,

“Mathematical backgrounds and future progress of practical inverse problems”, (2016), pp. 205-233.

[4] Takiguchi, T. : On invertibility of the windowed Radon transform, J. Math. Sci., Univ.

Tokyo,

2

(1995) pp. 621-636.

ୌޱ ޹ࢤ

(

๷Ӵେֶߍ਺ֶڭҭࣨ

)

˟

239-8686

ਆಸ઒ݝԣਢլࢢ૸ਫ

1-10-20

E-mail:

[email protected]

関連したドキュメント