LIST OF SYMBOLS
Cp 6SHFL¿FKHDWDWFRQVWDQWSUHVVXUH K 7KHUPDOFRQGXFWLYLW\
L +HDWRIDEODWLRQPHOWLQJS\URO\VLV q +HDWÀX[
T 7HPSHUDWXUH t 7LPH
V ,QWHUIDFHYHORFLW\ Y 7DQJHQWLDOFRRUGLQDWH
İ (PLVVLYLW\
ȡ 'HQVLW\
ı %ROW]PDQFRQVWDQW
INTRODUCTION
$HURG\QDPLFKHDWLQJLQVSDFHDQGVXERUELWDOYHKLFOHVLVD FRQVHTXHQFHRIWKHK\SHUVRQLFÀLJKWZLWKLQWKHDWPRVSKHUHLH EHORZNPRIDOWLWXGH'HSHQGLQJRQWKHYHORFLW\DQGWUDMHF
-WRU\WKHDLUWHPSHUDWXUHDURXQGWKHQRVHWRSPD\VXUSDVV& DWWKHVWDJQDWLRQSRLQW0DFKDGRDQG3HVVRD)LOKRDE,Q VXFKVLWXDWLRQDHURG\QDPLFKHDWLQJSOD\VDYHU\LPSRUWDQWUROH LQWKHYHKLFOHGHVLJQ%HVLGHVWKHKLJKWHPSHUDWXUHVHIIHFWVRQ WKHPHFKDQLFDOEHKDYLRURIWKHVWUXFWXUHDQGRQERDUGGHYLFHV
LWLVPDQGDWRU\WRSUHVHUYHWKHSD\ORDGE\XVLQJDQHI¿FLHQW WKHUPDOSURWHFWLRQV\VWHP736736GHVLJQLVDFULWLFDODVSHFW RIWKHURFNHWGHVLJQVLQFHLWVXQGHUGLPHQVLRQLQJPD\UHVXOW LQWKHORVVRIWKHSD\ORDGDQGWKHRYHUGLPHQVLRQLQJLPSOLHV LQLQFUHDVLQJZHLJKWDQGFRVW$ORQJWKH\HDUVDEODWLYHPDWH
-ULDOVKDYHEHHQHIIHFWLYHO\XVHGDV736RIVSDFHYHKLFOHV,Q WKHVHSURFHVVHVWKHNLQHWLFHQHUJ\RIWKHURFNHWLVFRQYHUWHG LQWRKHDWZKLFKFRQVXPHVWKH736WKURXJKDEODWLRQ5RJDQ DQG+XUZLF],WLVDFRPSOH[SKHQRPHQRQUHODWHGZLWK GLYHUVHVLPXOWDQHRXVSK\VLFDOSURFHVVHV6LOYD
7KHDEODWLRQLVXVXDOO\FDOFXODWHGWKURXJKVLPSOL¿HGPRGHOV WKDWFRQVLGHUDVLQJOHSKDVHFKDQJHDWFRQVWDQWWHPSHUDWXUH 6XFK DSSURDFK LV QRW DOZD\V DSSOLFDEOH DQG PD\ EHFRPH JUHDWO\ LQDFFXUDWH 0DFKDGR DQG 3HVVRD )LOKR D E $OVR WKH FKDUDFWHUL]DWLRQ RI WKH DEODWLYH SURSHUWLHV XQGHU WKLVDSSURDFKLVGLI¿FXOWVLQFHLWSUHVHQWVGLIIHUHQWYDOXHVIRU GLIIHUHQWSURFHVVHVRIPHDVXUHPHQW'D&RVWDet al7KH VWXG\RIWKHDEODWLYHSURFHVVHVFDQEHJURXSHGLQWKUHHFDWHJR
-ULHVHQJLQHHULQJPRGHOVQXPHULFDOPHWKRGVFRPSXWDWLRQDO ÀXLGG\QDPLFV±&)'GLUHFWVLPXODWLRQ0RQWH&DUOR±'60& HWFDQGH[SHULPHQWDOPHWKRGV7KHWZRODVWGHPDQGJUHDW LQYHVWPHQWRIWLPHDQGUHVRXUFHV7KH¿UVWLVUHFRPPHQGHGLQ WKHLQLWLDOVWDJHVRIVSDFHYHKLFOHVGHYHORSPHQW
7KH FRXSOLQJ EHWZHHQ KHDW WUDQVIHU SURFHVVHV LQ WKH VXUIDFHDQGZLWKLQWKHOD\HUVUHSUHVHQWVDQDGGLWLRQDOGLI¿
-FXOW7KHH[WHUQDOKHDWH[FKDQJHRFFXUVE\FRQYHFWLRQDQG UDGLDWLRQDQGWKHKHDWWUDQVIHUWRWKHZDOO736DQGVWUXFWXUH KDSSHQVE\FRQGXFWLRQ7KHFRQYHFWLYHKHDWWUDQVIHUFRHI
-¿FLHQWFDQEHHVWLPDWHGWKURXJKVRPHHQJLQHHULQJPHWKRGV EDVHGRQHPSLULFDOUHVXOWV,QRUGHUWRREWDLQWKHWHPSHUDWXUH
Simulation of Ablation in a Composite Thermal Protection
System via an Interface Tracking Method
Humberto Araujo Machado*
,QVWLWXWRGH$HURQiXWLFDH(VSDoR6mR-RVpGRV&DPSRV63±%UD]LO 8QLYHUVLGDGHGR(VWDGRGR5LRGH-DQHLUR5HVHQGH5-%UD]LO
Abstract: In this work, the two-dimensional computational simulation of the ablative process in a composite used in rocket thermal protection systems via an interface tracking method was presented. The ablative model considers the pres-ence of two simultaneous moving fronts, the pyrolysis and char fronts. The results were compared with some experimental data, showing better agreement than the one-front model. Such procedure will allow a more accurate dimensioning of rocket thermal protection systems, contributing for project optimization.
Keywords: Ablation, Composite, Moving boundary, Computational simulation.
5HFHLYHG $FFHSWHG
DXWKRUIRUFRUUHVSRQGHQFHKXPEHUWRKDP#LDHFWDEU
SUR¿OHDQGWKHKHDWORDGWKHHQHUJ\FRQVHUYDWLRQHTXDWLRQ KDVWREHVROYHG$FRPPRQDSSURDFKLVWRFRQVLGHUWKHKHDW FRQGXFWLRQDVRQHGLPHQVLRQDOLQWKHQRUPDOGLUHFWLRQUHOD
-WLYHWRWKHORFDOVXUIDFH+RZHYHUVXFKK\SRWKHVLVEHFRPHV LQDFFXUDWHDVWHPSHUDWXUHJUDGLHQWVLQWKHWDQJHQWLDOGLUHF
-WLRQWKHFKDQJHRIPDWHULDORUDJUHDWWKLFNQHVVYDULDWLRQ RFFXU0D]]RQLet al$VDQH[DPSOHWKH736RIWKH 6$5$VXERUELWDOSODWIRUPZKLFKKDVEHHQGHYHORSHGE\WKH ,QVWLWXWHRI$HURQDXWLFVDQG6SDFH,$(VKRZQLQ)LJ UHSUHVHQWVDW\SLFDOVLWXDWLRQLQZKLFKWKHRQHGLPHQVLRQDO DSSURDFK PD\ UHVXOW LQ DQ DSSUHFLDEOH GHYLDWLRQ LQ WKH WHPSHUDWXUHGLVWULEXWLRQDQGDEODWLRQSUR¿OH,WLVUHPDUNDEOH WKDWLQWKLVFDVHDVPDOOGHYLDWLRQLQWKHVXUIDFHJHRPHWU\ GXHWRDEODWLRQPD\UHVXOWLQDFRQVLGHUDEOHLQFUHDVHLQWKH UHHQWU\WUDMHFWRU\XQFHUWDLQW\
Si-Phenolic
Al
R280
R300
20
)LJXUH7KH6$5$VXERUELWDOSODWIRUPSUR¿OHDQGLWV736LQGHWDLO
7KHIXOOFDOFXODWLRQXVLQJDGLVFUHWHPHWKRGLPSOLHVJUHDW FRPSXWDWLRQDOHIIRUWLQFOXGLQJJULGJHQHUDWLRQDQGVROXWLRQRI DERXQGDU\PRYLQJSUREOHP$QDOWHUQDWLYHWRWKHVHRSWLRQV PD\EHWKHXVHRIWKHLQWHUIDFHWUDFNLQJPHWKRGSURSRVHG E\8QYHUGL 7U\JJYDVRQZKLFKDOORZVREWDLQLQJD VROXWLRQIRUWKHFRXSOHGDEODWLRQFRQGXFWLRQSUREOHPLQWKH ZKROHGRPDLQFRQVLGHULQJWKHIXOOSK\VLFDOPRGHO
7KHREMHFWLYHRIWKLVZRUNZDVWRSUHVHQWDFRPSXWDWLRQDO VLPXODWLRQRIWKHDEODWLYHSURFHVVYLDWKHLQWHUIDFHWUDFNLQJ PHWKRGDSSOLHGWRDPXOWLOD\HUDEODWLYHPRGHO6XFKSURFH
-GXUHZLOODOORZDSSO\LQJPRUHFRPSOH[PRGHOVIRUDEODWLRQ WDNLQJLQWRDFFRXQWWKHSUHVHQFHRIVHYHUDODEODWLYHDQGVWUXF
-WXUDOOD\HUVDQGSURYLGLQJDPRUHDFFXUDWH736GLPHQVLRQLQJ
PHYSICAL PROBLEM
,QWKLVZRUNWKHDEODWLRQPRGHOSURSRVHGIRUDFRPSRVLWH PDWHULDO FRQVLGHUHG WKH SUHVHQFH RI WZR OD\HUV WKH YLUJLQ
PDWHULDODQGWKHFKDUOD\HUZKLFKDSSHDUVDIWHUWKHS\URO\VLV IURQW7ZRPRYLQJIURQWVZHUHDFFRXQWHGWKHS\URO\VLVDQG WKHDEODWLRQIURQWRIWKHFKDUOD\HU%RWKDSSHDUHGDWFRQVWDQW DQGVSHFL¿FWHPSHUDWXUHV7KHK\SRWKHVHVFRQVLGHUHGIRUWKH PDWKHPDWLFDOPRGHOZHUH
VROLGPDWHULDOVDUHLVRWURSLFZLWKFRQVWDQWSURSHUWLHV WKHS\URO\VLVIURQWLVFRQVLGHUHGWRKDYH]HURWKLFNQHVV
DQGWKHS\URO\VLVUHDFWLRQKDSSHQVDWFRQVWDQWWHPSHUDWXUH DQGHQWKDOS\
FKDUOD\HUUHFHVVLRQLVVXSSRVHGWRRFFXUGXHWRR[LGDWLRQ RUVXEOLPDWLRQDWFRQVWDQWWHPSHUDWXUH
DEVHQFHRIPHOWLQJOD\HU
WKHUHVXOWLQJJDVHVIXOO\UHDFWDQGSHUIHFWO\PL[ZLWKWKH H[WHUQDODLUOD\HUZLWKRXWLQÀXHQFHRYHULWVSURSHUWLHV DLULVFRQVLGHUHGDSHUIHFWJDV
UDGLDWLRQLVDEVRUEHGRUHPLWWHGE\WKHH[WHUQDOVXUIDFH KRZHYHULWLVQRWWUDQVPLWWHG
:KHQDKHDWÀX[LVLPSRVHGWRWKHH[WHUQDOVXUIDFHWKH 736ZDUPVDVDSXUHWUDQVLHQWKHDWFRQGXFWLRQSUREOHPXQWLO WKHDEODWLRQWHPSHUDWXUHLVUHDFKHG2QFHWKH736VXUIDFH UHDFKHV WKH DEODWLRQ WHPSHUDWXUH LWV WKLFNQHVV LV UHGXFHG WKHUHIRUHDWUDQVLHQWDQGFRXSOHGSUREOHPRIKHDWFRQGXFWLRQ DQGPRYLQJERXQGDU\DSSHDUV
7KHVHWRIHTXDWLRQVXVHGWRUHSUHVHQWWKHSK\VLFDOSURE
-OHP LV ZULWWHQ DFFRUGLQJ WR WKH LQWHUIDFH WUDFNLQJ PHWKRG -XULF7KH736DQGWKHDLUDURXQGLWDUHUHSUHVHQWHG DVSDUWVRIDFRQWLQXRXVGRPDLQRIFDOFXODWLRQ7KHDSSOLFD
-WLRQRIWKHHQHUJ\FRQVHUYDWLRQSULQFLSOHWRDQLQ¿QLWHVLPDO YROXPHHOHPHQWRIWKHPDWKHPDWLFDOGRPDLQOHDGVWRDSDUWLDO GLIIHUHQWLDOHTXDWLRQIRUWKHWHPSHUDWXUHQDPHO\(T
( . . ) .
t C T
K T Q
p
2
2 t
= +
ZKHUHKLVWKHWKHUPDOFRQGXFWLYLW\DQGQLVDVRXUFHWHUP WKDWWDNHVLQWRDFFRXQWWKHQHWKHDWH[FKDQJHDWWKHERXQGDU\ (T
( )
Q q x x dA
A f
d
=
#
-ZKHUHxLVWKHSRVLWLRQLQWKHFRRUGLQDWHV\VWHPįx - xf LV D 'LUDF GHOWD IXQFWLRQ ZKLFK LV QRQ]HUR RQO\ DW WKH LQWHUIDFHSRVLWLRQ
xf , dALVDVXUIDFHHOHPHQWRIWKHLQWHUIDFHDQG
qLVWKHVRXUFHWHUPRIHQHUJ\SHUVXUIDFHXQLWRIWKHLQWHU
)RUWKHH[WHUQDOFKDUOD\HUWKLVZRXOGEHDVLQ(T
( )
q LV qe T tF T
4 4
t fv
= + + 6 - 3@
ZKHUH
VLVWKHLQWHUIDFHYHORFLW\ TFLVWKHLQWHUIDFHWHPSHUDWXUH TLVWKHH[WHUQDOWHPSHUDWXUH LLVWKHKHDWRIDEODWLRQDQG
qeLVWKHSUHVFULEHGH[WHUQDOKHDWÀX[
)RUWKHS\URO\VLVIURQWLWLVVLPSOL¿HGDVLQ(T
q=tL Vp
ZKHUHLPLVWKHS\URO\VLVKHDW
$OVRWKHPDVVÀX[RIUHVXOWLQJJDVHVLVQHJOHFWHGGXHLWV ORZGHQVLW\ZKHQFRPSDUHGWRWKHVROLGPDWHULDO,QGHHG WKH VSHFL¿F PDVV LQ (TV DQG LV WKH LQWHUIDFH GHQVLW\ ZKLFKZDVREWDLQHGIURPWKHPHDQDYHUDJHRIWKHWZRSKDVHV VHSDUDWHGE\WKLVIURQW
$OWKRXJKWKHDLULVLQFOXGHGLQWKHGRPDLQWKLVUHJLRQ LVFRQVLGHUHGDGLDEDWLFDQGWKHKHDWFDSDFLW\DQGWKHUPDO FRQGXFWLYLW\DUHDVVXPHGWREHQXOO2QFHDEODWLRQRUS\URO\
-VLVWHPSHUDWXUHVDUHUHDFKHGWKHWHPSHUDWXUHMXPSFRQGLWLRQ EHFRPHV(T
TF=TA=0
ZKHUHTAZLOOEHWKHDEODWLRQRUWKHS\URO\VLVWHPSHUDWXUH DFFRUGLQJWRWKHLQWHUIDFH
Solution Method
7KHPRYLQJERXQGDU\SUREOHPZDVVROYHGE\WKHLQWHU
-IDFHWUDFNLQJPHWKRGLQWURGXFHGE\8QYHUGL 7U\JJYDVRQ DQGHPSOR\HGE\-XULFLQVROYLQJSKDVHFKDQJH SUREOHPV,QWKLVPHWKRGD¿[HGXQLIRUP(XOHULDQJULGLV JHQHUDWHGZKHUHWKHFRQVHUYDWLRQODZVDUHDSSOLHGRYHUWKH FRPSOHWHGRPDLQ7KHLQWHUIDFHDFWVDVD/DJUDJHDQUHIHUHQWLDO ZKHUHDPRYLQJJULGLVDSSOLHG7KHLQVWDQWDQHRXVSODFHPHQW RIWKHLQWHUIDFHRFFXUVWKURXJKWKHFRQVWDQWUHPHVKLQJRIWKH PRYLQJJULGDQGHDFKDUHDRIWKHGRPDLQLVFKDUDFWHUL]HGE\ WKHLQGLFDWRUIXQFWLRQZKLFKLGHQWL¿HVWKHSURSHUWLHVRIWKH ZDOODQGWKHDLUDURXQGLW
7KLV PHWKRG DOORZV UHSUHVHQWLQJ DQ\ JHRPHWU\ XVHG LQ WKH 736 DQG DOVR WKH FKDUDFWHUL]DWLRQ RI HYHU\ OD\HU VHSDUDWHO\,WLVDFFRPSOLVKHGZLWKRXWKLJKLQFUHDVHLQWKH FRPSXWDWLRQDO FRVW DQG GRHV QRW QHHG DQ\ SUHSURFHVVLQJ FRQVWUXFWLRQRIXQVWUXFWXUHGJULGRUFRRUGLQDWHWUDQVIRUPD
-WLRQ ,Q WKLV ZRUN WKLV PHWKRG LV HPSOR\HG WR HVWLPDWH WKH DEODWLYH SHUIRUPDQFH RI WKH736 FRQVLGHULQJ D WZR GLPHQVLRQDODSSURDFKLQERWKWKHKHDWFRQGXFWLRQDQGWKH PRYLQJERXQGDU\SUREOHP
Interface tracking method for one moving interface 7KHLQWHUIDFHLVUHSUHVHQWHGDVDSDUDPHWULFFXUYHRu ZKHUH WKH QRUPDO DQG WDQJHQW YHFWRUV DQG FXUYDWXUH DUH H[WUDFWHG7KHLQWHUIDFHSRLQWVDUHLQWHUSRODWHGE\D/DJUDQJH SRO\QRPLDOZKLFKDOORZVWRREWDLQWKHJHRPHWULFSDUDPHWHUV DQG UHPHVKHV WKH FXUYH NHHSLQJ WKH GLVWDQFHd EHWZHHQ FXUYHSRLQWVZLWKLQWKHLQWHUYDOGKZKHUHhLVWKH GLVWDQFHDPRQJWKH¿[HGJULGSRLQWVDVVKRZQLQ)LJ
n
Lagrangean point at interface
I , J
X Y
k
d
h
R
(u)
)LJXUH(XOHULDQDQG/DJUDQJHDQPHVKHV
7KH LQGLFDWRU IXQFWLRQ LV XVHG WR UHSUHVHQW WKH GLIIHUHQW SKDVHV)RUWKHVLPSOHFDVHRIRQO\WZRSKDVHVLWYDULHVIURP DLUWRVROLGDQGLVLWQXPHULFDOO\FRQVWUXFWHGXVLQJWKH LQWHUIDFHFXUYHWRGHWHUPLQHDVRXUFHWHUPGx7KHMXPSRI WKHLQGLFDWRUIXQFWLRQDFURVVWKHLQWHUIDFHLVGLVWULEXWHGRYHUWKH ¿[HGJULGSRLQWV\LHOGLQJDJUDGLHQW¿HOGLQWKHPHVK(T
( ) ( )
G x I n x x dAf
A
d d
= =
#
-+RZHYHU VXFK UHSUHVHQWDWLRQ LV QRW FRQYHQLHQW IRU D GLVFUHWHQXPEHURISRLQWVVLQFHWKH/DJUDQJLDQSRLQWVxkGR QRWQHFHVVDULO\FRLQFLGHZLWKWKH(XOHULDQJULGSRLQWVxi,j7KH GLVWULEXWLRQIXQFWLRQLVXVHGWRUHSUHVHQWWKHLQWHUIDFHGLVFRQ
-WLQXLW\DVDFRQWLQXRXVDQGVPRRWKIXQFWLRQ6XFKIXQFWLRQLV VLPLODUWRWKH*DXVVLDQGLVWULEXWLRQRQHDQGLWVYDOXHGHSHQGV RQWKHGLVWDQFH_xij - xk_EHWZHHQWKH/DJUDQJHDQDQG(XOHULDQ SRLQWV(T
( ) [( ) / ] . [( ) / ]
D x
h
f x x h f y y h
,
i j k
k i k j
2
= - -
ZKHUHDi j LV WKH GLVWULEXWLRQ IXQFWLRQ IRU D SRLQWk LQ WKH /DJUDQJHDQPHVKZLWKUHVSHFWWRDQ(XOHULDQSRLQWxi ,yj 2QHVKRXOGQRWHWKDWLQFUHDVLQJhUHVXOWVLQDWKLFNHULQWHUIDFH
7KHIXQFWLRQfLVWKHSUREDELOLW\GLVWULEXWLRQ)LJUHODWHG WRWKHGLVWDQFHhDV(TDDQGE
( )
( )
/ ( )
f x
f x
f x
if x
if x
if x
1 2 2
0
1
1 2
2
1
1 1
#
$
=
*
- - D( ) 3 2. 1 4.
f x x x x
8
4
1
2
= - + + - E
0.0 0.2 0.4 0.6 0.8 1.0
x
0.0 0.2 0.4 0.6 0.8 1.0 1.2 1.4 1.6
f(x)
)LJXUH3UREDELOLVWLFGLVWULEXWLRQSUR¿OH
7KHGLYHUJHQFHRIWKHJUDGLHQW¿HOGLVIRXQGE\QXPHULFDO GHULYDWLRQRI3RLVRQ¶VHTXDWLRQ(T
.
I G
2
d
d =
'HVSLWHEHLQJFRQVLGHUHGFRQVWDQWVLQHDFKSKDVHWKH SURSHUWLHVLQVLGHWKHGRPDLQPXVWEHWUHDWHGDVYDULDEOHV LQ WKH IRUPXODWLRQ$ JHQHULF SURSHUW\IȡCp RUK LV H[SUHVVHGDV(T
( )x 0 ( 1 0) ( , )I x t
z =z + z -z
ZKHUHIDQGI1DUHWKHSURSHUW\YDOXHVIRUSKDVHVDQG
DFFRUGLQJWRWKHLUYDOXHVRILQGLFDWRUIXQFWLRQUHVSHFWLYHO\ 7KHFRXSOLQJEHWZHHQWKHPRYLQJPHVKDQGWKH¿[HG JULG LV GRQH DW HDFK WLPH VWHS WKURXJK WKH GLVWULEXWLRQ IXQFWLRQZKLFKLVXVHGWRUHSUHVHQWWKHVRXUFHWHUPVLQ WKH EDODQFH HTXDWLRQV DQG WR LQWHUSRODWH WKH ¿HOGV ZLWK LQ¿QLWHVLPDO GLVFRQWLQXLWLHV LQWR D ¿QLWH WKLFN UHJLRQ DW WKHLQWHUIDFH,QDVLPLODUPDQQHUWKLVIXQFWLRQLVXVHGWR LQWHUSRODWHWKH¿HOGYDULDEOHVIURPWKH(XOHULDQJULGWRWKH LQWHUIDFH7KHHTXDWLRQVXVHGWRGLVWULEXWHWKHVRXUFHWHUP LQWKH¿HOGDQGLQWHUSRODWHYDULDEOHVWRWKHLQWHUIDFHDUH (TVDQG
( ) .
Qi j, q D xk i j, k s
k
k
T
=
/
( )
T h T D x, ,
,
k i j i j k
i j
2
=
/
ZKHUHǻskLVWKHDYHUDJHRIWKHVWUDLJKWOLQHGLVWDQFHVIURPWKH SRLQWkWRWKHWZRRQHVRQHLWKHUVLGHRIxkDQGFRUUHVSRQGV WRWKHDUHDFRQFHUQHGWRWKHSRLQWxkLQWKHLQWHUIDFHVXUIDFH (TXDWLRQLVWKHGLFUHWL]HGIRUPRI(TLQZKLFKWKH'LUDF GHOWDIXQFWLRQZDVUHSODFHGE\WKHGLVWULEXWLRQIXQFWLRQDi , j ZKLFKLVDOVRGRQHLQ(T
7KHLQLWLDOLQWHUIDFHVKDSHRuLV¿UVWVSHFL¿HGDQGWKHQ WKHLQGLFDWRUIXQFWLRQLVFRQVWUXFWHG)URPWKHLQLWLDOFRQGL
-WLRQV WKH SURSHUW\ DQG WHPSHUDWXUH ¿HOGV DUH GHWHUPLQHG 2XWRIWKHDEODWLYHSHULRGWKHLQWHUIDFHWHPSHUDWXUHLVNHSW EHORZWKHDEODWLRQRQHDQGWKHHQHUJ\HTXDWLRQLVVROYHGDVD SXUHKHDWFRQGXFWLRQSUREOHPYLDWKH¿QLWHYROXPHPHWKRG HPSOR\LQJDQH[SOLFLWWLPHPDUFKLQJVFKHGXOH
8VLQJWKHFXUUHQWYDOXHRIVUHVXOWIRUWKHSUHYLRXVWLPH VWHSWKHLQWHUIDFHSRLQWVDUHWUDQVSRUWHGWRDQHZSRVLWLRQ FDOFXODWHGH[SOLFLWO\WKURXJKWKHHTXDWLRQV n= dxf / dt.n ZKHUHnLVWKHQRUPDOXQLWDU\YHFWRU
'HQVLW\DQGVSHFL¿FKHDWDUHFDOFXODWHGDWWKHQHZLQWHU
-IDFHSRVLWLRQ
V n+1LVHVWLPDWHGYLD1HZWRQLWHUDWLRQVXVLQJDQXPHULFDO UHOD[DWLRQVFKHGXOH(T
+HDWÀX[qFURVVLQJWKHLQWHUIDFHLVFDOFXODWHGWKURXJK (TXDWLRQVRUGHSHQGLQJRQWKHLQWHUIDFHDQGGLVWULE
-XWHGLQWRWKH¿[HGJULGWKURXJK(T
$FFRUGLQJWRWKHERXQGDU\FRQGLWLRQVHQHUJ\HTXDWLRQ (TLVXVHGWRREWDLQWKHWHPSHUDWXUHDWWLPHVWHSn+1 7HPSHUDWXUH LV LQWHUSRODWHG WR ¿QGTF DW WKH LQWHUIDFH
XVLQJ(T
7KHWHPSHUDWXUHMXPSFRQGLWLRQLVWHVWHGDQGLILWLVORZHU WKDQ WKH UHDFKHG WROHUDQFH WKH ¿HOGV RI YLVFRVLW\ DQG FRQGXFWLYLW\DUHXSGDWHGIRUWKHQHZSRVLWLRQDQGRQHVWHS LQWLPHLVDGYDQFHG,IWKDWLVQRWWKHFDVHDQHZHVWLPDWH IRUV n+1LVFDOFXODWHGDQGWKHSURFHVVUHWXUQVWRVWHS
7KHFRQYHUJHQFHFULWHULRQXVHGLQVWHSLVWKHUHVLGXDOLQ (T2QFHLWKDVUHDFKHGWKHGHVLUHGWROHUDQFHFRQYHUJHQFH IRULQWHUIDFHYHORFLW\LVDVVXPHG2WKHUZLVHWKHYHORFLW\LV FRUUHFWHGYLD1HZWRQ,WHUDWLRQVJLYHQDV(T
. ( )
Vn 1 Vn R T
~
=
-+
ZKHUHȦLVDUHOD[DWLRQIDFWRUDQGRTLVWKHUHVLGXDOIRU WKHWHPSHUDWXUHMXPSFRQGLWLRQDWWKHLQWHUIDFH,WHUDWLRQVDUH UHSHDWHGXQWLORTLQHYHU\SRLQWEHFRPHVVPDOOHUWKDQWKH SUHVFULEHGWROHUDQFH7KHRSWLPXPYDOXHIRUȦLVIRXQGE\ WHQWDWLYHDWWKHFDOFXODWLRQEHJLQQLQJ
7KHPHWKRGZDVFRPSDUHGZLWKWKHDQDO\WLFDOVROXWLRQIRU DVLPSOHSKDVHFKDQJHSUREOHP5XSHUWL-UUHVXOWLQJ LQDQH[FHOOHQWDJUHHPHQWDVLWFDQEHVHHQLQ)LJ6PDOO RVFLOODWLRQV LQ GDWD SRLQWV DUH FRQVHTXHQFHV RI WKH YLVXDO H[WUDFWLRQRIWKHSRLQWV
Extension to various moving interfaces
:KHQWKHUHLVPRUHWKDQRQHLQWHUIDFHDQLQGLFDWRUIXQF
-WLRQImLVFUHDWHGIRUHDFKRQHLQRUGHUWRFKDUDFWHUL]HHYHU\ UHJLRQFRQFHUQHGWRWKHLQWHUIDFHVLQGLYLGXDOO\7KHUHIRUHLQ DUHJLRQmWKDWFRUUHVSRQGVWRDVSHFL¿FSKDVHRUPDWHULDOD JHQHULFSURSHUW\LVHVWLPDWHGDV(T
Ig
m m
m NFC
1 z= z
=
/
ZKHUHNFC LV WKH QXPEHU RI LQWHUIDFHV7KH /DJUDQJHDQ JULGVIRUDOOLQWHUIDFHVKDYHWKHVDPHYDOXHVIRUWKHSDUDP
-HWHUVhDQGdVKRZQLQ)LJDQGDUHFRQVWUXFWHGIURPD SDUWLFXODUSDUDPHWULFFXUYHRmuIgiLVWKHJOREDOLQGLFDWRU IXQFWLRQIRUDUHJLRQ mREWDLQHGIURPWKHLQGLFDWRUIXQFWLRQ RIHDFKLQWHUIDFHFDOFXODWHGDVGHVFULEHGEHIRUH,WLVJLYHQ DV(TDDQGE
Igm=Im-1-Im D
1 0
I0= ;INFC= E
0.2 0.4 0.6 0.8 1 -2
-1.6 -1.2 -0.8 -0.4 0
Vi(t)
-2 -1.6 -1.2 -0.8 -0.4 0
time
D'LPHQVLRQOHVVDEODWLRQYHORFLW\ZLWKGLPHQVLRQOHVVWLPH
0.2 0.4 0.6 0.8 1 0
0.2 0.4 0.6 0.8 1
Xi(t)
0 0.2 0.4 0.6 0.8 1
time
,IWKHUHDUHPRUHWKDQRQHPRYLQJLQWHUIDFHWKHVRXUFH WHUPQmIRUHYHU\LQWHUIDFHKDVWREHH[WUDFWHGIURPDPRGL
-¿HGIRUPRI(T(T
( )
Qm qm m x xFm k, dAm
A k
d
=
/ #
-$FWXDOO\DFFRUGLQJWRWKHQXPHULFDOPHWKRG(TZLOO EHXVHGWRFDOFXODWHWKHVRXUFHWHUPLQHYHU\LQWHUIDFH7KH WRWDODPRXQWRIKHDWJHQHUDWHGZLOOEHWKHVXPPDWLRQRIKHDW VRXUFHVRIDOOLQWHUIDFHV(T
Q Qm
m
=
/
7KH FRQYHUJHQFH FULWHULRQ DQG YHORFLW\ FRUUHFWLRQ DUH WKHVDPHDVWKDWIRUWKHFDVHRIRQHLQWHUIDFHEXWWKH\DUH H[WHQGHGWRDOOLQWHUIDFHVDWHDFKWLPHVWHS,WPXVWEHSRLQWHG RXWWKDWDOWKRXJKDGLIIHUHQW/DJUDQJLDQPHVKLVQHFHVVDU\IRU HDFKLQWHUIDFHDXQLTXH(XOHULDQPHVKLVXVHGDQGDSSOLHGLQ (TIRUHYHU\LQWHUIDFH
RESULTS AND DISCUSSION
7KHFRPSXWDWLRQDOFRGHZDVHPSOR\HGWRVLPXODWHDRQH GLPHQVLRQDODEODWLRQSURFHVVDOLNHWKDWFRQGXFWHGE\%DUURV LQZKLFKPDWHULDOVDPSOHVZHUHH[SRVHGWRDSODVPD MHWDQGKDGWKHLUWHPSHUDWXUHDQGKHDWÀX[PHDVXUHG
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
7KHPDVVORVVUDWHZDVWKHSDUDPHWHUFKRVHQLQRUGHUWR FRPSDUH H[SHULPHQWDO GDWD DQG QXPHULFDO UHVXOWV 'XULQJ WKHH[SHULPHQWWKHPDVVORVVUDWHZDVHYDOXDWHGFRPSDULQJ WKHVDPSOHPDVVDIWHUDSHULRGRIH[SRVXUHWRWKHSODVPDMHW 7KHUDWHZDVREWDLQHGGLYLGLQJWKHPDVVORVVE\WKHWLPHRI H[SRVXUH7KHVDPHSURFHVVZDVHPSOR\HGWRREWDLQWKHPHDQ PDVVORVVUDWHLQWKHVLPXODWLRQV+RZHYHUWKHFDOFXODWLRQ RIWKHPDVVORVVUDWHZDVGRQHLQVWDQWDQHRXVO\WKURXJKWKH
LQWHJUDWLRQDWHDFKWLPHVWHSZKLOHWKHH[SHULPHQWDOPHWKRG VKRZHGWKH¿QDOUHVXOWDIWHUWKHVHOHFWHGSHULRG
7KH PDWHULDO XVHG LQ WKH VDPSOHV ZDV WKH TXDUW] SKHQROLFUHVLQ6L3KHQROLF7KHIUDFWLRQRIUHVLQZDVQRW VSHFL¿HGLQWKHZRUNRI%DUURVYDU\LQJIURPWR UHVXOWVIURPWKHUPRJUDYLQRPHWULFDQDO\VLV6DPSOHV ZHUHÀDWF\OLQGHUVZLWKWKLFNQHVVRIPPDQGGLDPHWHUV RIDQGPP7KHSURSHUWLHVXVHGLQWKHVLPXODWLRQDUH SUHVHQWHGLQ7DEOH
7DEOH 3URSHUWLHVRIWKHTXDUW]SKHQROLFUHVLQ
3URSHUW\ 2QHIURQW
PRGHO
7ZRIURQWPRGHO 9LUJLQ &KDU
K:P&
Cp-NJ&
ȡNJP
İ
+HDWRIDEODWLRQ0-NJ -
-$EODWLRQWHPSHUDWXUH& -
-+HDWRIS\URO\VLV0-NJ -
-3\URO\VLVWHPSHUDWXUH& -
-+HDWRIPHOWLQJVXEOLPDWLRQ
0-NJ - -
0HOWLQJWHPSHUDWXUH& - -
'D&RVWDHWDO*UHJRULHWDO7LFNHWDO
:LOOLDPVDQG&XUU\6DYYDWLPVNLL
7KHRQHGLPHQVLRQDOKHDWFRQGXFWLRQSUREOHPZDVVROYHG FRQVLGHULQJSUHVFULEHGKHDWÀX[LQWKHZDUPHGIDFHDQGDGLD
-EDWLFVXUIDFHLQWKHRSSRVLWHRQHDVERXQGDU\FRQGLWLRQV7KH LQLWLDOWHPSHUDWXUHZDV&.
+HDWÀX[HVRIDQG 0:PZHUHLPSRVHGWRWKHZDUPHGIDFH$FFRUGLQJ
WR%DUURVWKHKHDWÀX[RYHUWKHVXUIDFHZDVFRQWUROOHG E\WKHSRZHURIWKHSODVPDWRUFKDQGLWVGLVWDQFHIURPWKH VDPSOHVXUIDFHDQGWKHUHVXOWXQFHUWDLQW\LQWKHHYDOXDWLRQRI KHDWÀX[HVYDULHGIURPWR0:PGHSHQGLQJRQWKH
KHDWÀX[YDOXH
SRLQWVJULGZHUHXVHG
,Q )LJ WKH PDVV ORVV UDWHV DUH SUHVHQWHG DORQJ WKH WLPHRIH[SRVXUHWRWKHSODVPDMHWÀDPHIRUHDFKYDOXHRI WKHSUHVFULEHGKHDWÀX[7KHRQHIURQWPRGHOKLJKO\RYHU
-HVWLPDWHVWKHYDOXHVZKHQFRPSDUHGWRWKHH[SHULPHQWDO UHVXOWV7KHWZRIURQWPRGHOVOLJKWO\XQGHUHVWLPDWHVWKHVH YDOXHVDOWKRXJKLWLVFORVHUWRH[SHULPHQWDOGDWD)RUWKH PLQRUYDOXHVRIKHDWÀX[WKHLQLWLDOVKDSHVRIWKHFXUYHV REWDLQHGIURPWKHQXPHULFDOVLPXODWLRQVDUHIDUIURPWKH H[SHULPHQWDO UHVXOWV ,W PLJKW EH D FRQVHTXHQFH RI WKH QXPHULFDOWUHDWPHQWVLQFHLQERWKQXPHULFDOPHWKRGVWKH DEODWLRQYHORFLW\WHQGVWRLQ¿QLWHDWWKHLQVWDQWZKHQDEODWLRQ VWDUWV6LQFHWKHLQWHJUDWLRQLVGRQHDWHYHU\WLPHVWHSWKH UHODWLYHZHLJKWRIWKLVLQLWLDOSHULRGEHFRPHVLPSRUWDQWLQ WKHUHVXOWIRUWKHORZKHDWÀX[HVEHFDXVHWKHVWDELOL]DWLRQRI WKHSURFHVVWDNHVPRUHWLPHLQWKHVHFDVHV,WLVDOVRLPSRU
-WDQWWRFRQVLGHUWKHGLIIHUHQWZD\VWKHUDWHVDUHFDOFXODWHG
Two-front Experimental O ne-front
0 10 20 30 40 50 60 70 80 90 100 time, s
0 0.04 0.08 0.12 0.16 0.2
Mass loss rate, kg/m
2 .s
D0:P
0 10 20 30 40 50 60 70 80 90 100 time, s
0 0.05 0.1 0.15 0.2 0.25
Ma
s
s l
os
s r
a
te
, kg
/m
2.s
Experimental O ne-front Two-front
E0:P
0 10 20 30 40 50 60 70 80 90 100 time, s
0 0.05 0.1 0.15 0.2 0.25
Mass loss rate, kg/m
2.s
Experimental O ne-front Two-front
F0:P
0 10 20 30 40 50 60 70 80 90 100 time, s
0 0.1 0.2 0.3
M
a
s
s l
o
ss
r
a
te
, kg
/m
2.s
Experimental One-f ront Two-f ront
G0:P
0 10 20 30 40 50 60 70 80 90 100 time, s
0 0.1 0.2 0.3 0.4
Mass loss rate, kg/m
2.s
Two-front O ne-front Experimental
H0:P
7KH PHDVXUHPHQWV DUH GRQH LQ ¿QLWH LQWHUYDOV ZKLOH WKH QXPHULFDOUDWHVDUHFDOFXODWHGLQVWDQWDQHRXVO\DWHDFKWLPH VWHS+RZHYHUIRUWKHPDMRUYDOXHVRIKHDWÀX[DOORIWKHP SUHVHQWWKHVDPHEHKDYLRUFXUYHVKDSH
7KHURRWPHDQVTXDUHrmsHUURUZDVXVHGDVDPHDVXUH
-PHQWRIWKHDJUHHPHQWEHWZHHQWKHUHVXOWVDQGLVGH¿QHGDV (TVDQG
rms
n mi i I
n 2
T
=
/
=
m
m
m m
i
e
e s
T =
ZKHUHmeDQGmsUHIHUWRWKHPDVVORVVUDWHVH[WUDFWHGIURP %DUURV DQG IURP WKH FRPSXWDWLRQDO VLPXODWLRQ UHVSHFWLYHO\
7DEOHVKRZVDFOHDUDGYDQWDJHRIWKHWZRIURQWPRGHOD UHGXFWLRQWKDWH[FHHGHG
7DEOH &RPSDULVRQRIrmsIRUERWKPRGHOV
&DVH Q
0:P
rms
7ZRIURQW 2QHIURQW
7RWDOrms -
)LJXUHVKRZVWKHH[WHUQDOVXUIDFHWHPSHUDWXUHH[WUDFWHG IURPWKHVLPXODWLRQZLWKWKHWZRIURQWPRGHOFRPSDUHGWR WKHH[SHULPHQWDOPHDVXUHPHQWV%DUURV7HPSHUDWXUH XQFHUWDLQW\ZDVQRWDYDLODEOHLQWKHUHIHUHQFHDQGDOOGDWDIRU WKHH[SHULPHQWDOUHVXOWVZHUHFROOHFWHGYLVXDOO\$OWKRXJK¿QDO YDOXHVSUHVHQWDQLQFUHDVLQJGLVFUHSDQF\ZLWKWKHKHDWÀX[ LPSRVHGWKHEHKDYLRULVVLPLODUZKLFKDWWHVWVWKHSK\VLFDO FRKHUHQFHRIWKHPDWKHPDWLFDOPRGHOXVHGLQWKHVLPXODWLRQV 7DEOHVKRZVWKHWHPSHUDWXUHVZKHQVWHDG\VWDWHLVUHDFKHGDQG RQFHDJDLQHYLGHQFHVWKHLPSURYHPHQWLQWKHDJUHHPHQWZKHQ PRGHOVDUHFRPSDUHG7KHRQHIURQWPRGHOFRQVLGHUVWKDWWKH H[WHUQDOVXUIDFHVKRXOGEHDWDFRQVWDQWDEODWLRQWHPSHUDWXUH DQGWKHWZRIURQWRQHFRQVLGHUVWKHH[WHUQDOWHPSHUDWXUHRIWKH FKDUOD\HUZKLFKPLJKWEHH[SRVHGWRWKHDLU,IWKHDEVROXWH YDOXHVLQ.HOYLQRIWKH¿QDOWHPSHUDWXUHVDUHFRQVLGHUHGWKH DYHUDJHGHYLDWLRQLQWKHDEVROXWHWHPSHUDWXUHIDOOVIURP
WRZKLFKLVDUHGXFWLRQRIDOPRVW
,Q )LJ WKH WHPSHUDWXUH SUR¿OH DW WKH ¿QDO WLPH VHFRQGVLVVKRZQIRUWKHFDVHRIPD[LPXPKHDWÀX[7KH SRVLWLRQRIWKHH[WHUQDOVXUIDFHNHHSVFRQVWDQWVLQFHWKHPHOW
-LQJWHPSHUDWXUHRIWKHFKDULVQRWUHDFKHG7KHGLVSODFHPHQW two interfaces model
0,45 MW/m2 0,64 MW/m2 0,90 MW/m2 1,22 MW/m2 2,18 MW/m2
Barros (2008)
0 10 20 30 40 50 time (s)
0 200 400 600 800 1000 1200 1400 1600 1800 2000 2200 2400
Tempe
ratu
re (
oC)
)LJXUH5HVXOWVIRUWKHWZRIURQWPRGHOFRPSDUHGZLWKWKHH[SHU
-LPHQWDOGDWD%DUURVIRUWKHVXUIDFHWHPSHUDWXUH ZLWKWKHWLPH
7DEOH )LQDOVXUIDFHWHPSHUDWXUHV
&DVH ([SHULPHQWDO2QHIURQW'HYLDWLRQ7ZRIURQW'HYLDWLRQ
& & &
& & &
& & &
& & &
& & &
$YHUDJH $YHUDJH
%DUURVDIWHUVHFRQGV$EODWLRQWHPSHUDWXUH([SHULPHQWDO
YDOXHWDNHQDVUHIHUHQFHLQ.$IWHUVHFRQGV
0 500 1000 1500 2000 2500
T,
o
C
0.0005 0.001 X,m 0
0.005
0.01
Y, m Pyrolysis front, t = 0
Char surface
Pyrolysis front, t = 90 s
RFFXUV LQ WKH S\URO\VLV IURQW FRQVLGHUHG EHLQJ LQLWLDOO\ DW PPIURPWKHH[WHUQDOVXUIDFHRQO\IRUFDOFXODWLRQ7KH WHPSHUDWXUHJUDGLHQWLVJUHDWHULQWKHFKDUWKDQLQWKHYLUJLQ PDWHULDO FRQ¿UPLQJ LWV HIIHFW DV D WKHUPDO LQVXODWRU 7KH H[WHUQDOVXUIDFHWHPSHUDWXUHDERXW&LVYDVWO\VXSHULRU WRWKHS\URO\VLVRUWRWKHDEODWLRQRQHVIRUWKHRQHIURQWPRGHO :KHQFRPSDULQJWKHSHUIRUPDQFHRIERWKPRGHOVVRPH DVSHFWVRIWKHUHVXOWVVKRXOGEHDFFRXQWHGVXFKDVWKHXQFHU
-WDLQW\RIWKHH[SHULPHQWDOUHVXOWVWKHVLPSOHDSSURDFKXVHG LQWKHLUFRQVWUXFWLRQWKDWQHJOHFWVWKHLQÀXHQFHRIYDULRXV SK\VLFDOSURFHVVHVDQGYDOXHVRIWKHSURSHUWLHVXVHGLQWKH FDOFXODWLRQZKLFKZHUHH[WUDFWHGIURPVHYHUDOVRXUFHVDQG FRQVHTXHQWO\DUHVXEMHFWWRGLIIHUHQWHYDOXDWLRQFRQGLWLRQV 'HVSLWHDOOWKHVHDVSHFWVWKHWZRIURQWPRGHOFDQEHFRQVLG
-HUHGPRUHDFFXUDWHWKDQWKHRQHIURQWPRGHO
CONCLUSIONS
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¿UPLWVKLJKHUDFFXUDF\ ZKHQFRPSDUHGWRWKHRQHIURQWPRGHO
7KHPRYLQJERXQGDU\SUREOHPZDVVLPXODWHGYLDLQWHUIDFH WUDFNLQJPHWKRG7KHUHVXOWVGHPRQVWUDWHGWKDWWKHPHWKRGLV FDSDEOHRIFDSWXULQJWKHWHPSHUDWXUHSHDNDQGRIUHSUHVHQW
-LQJWKHDEODWLRQSURFHVVDVDPRYLQJERXQGDU\SUREOHPLQ WKH SUHVHQFH RI PRUH WKDQ RQH VLQJOH OD\HU 5HVXOWV VKDOO EHH[WUDFWHGIRUPRUHUH¿QHGPHVKHVLQRUGHUWRFKHFNWKH PHWKRGDFFXUDF\
7KLV DQDO\VLV FDQ EH DSSOLHG WR GLYHUVH UHJLRQV RI WKH URFNHWPRUHOD\HUVDQGRWKHUVKDSHV$PRUHUHDOLVWLFSK\VL
-FDOPRGHOIRUWKHDEODWLRQLQWKHFRPSRVLWHPDWHULDOPD\QRZ UHSODFHWKHVLPSOHRQHXVHGLQWKLVZRUN7KHLQFOXVLRQRIWKH ÀRZ¿HOGHIIHFWVOLNHLQMHFWLRQRIPDVVGXHWRVXEOLPDWLRQ VKDOODOVREHLQFRUSRUDWHGLQWRWKHVLPXODWLRQ,QIXWXUHZRUNV WKHHIIHFWRIWHPSHUDWXUHYDULDWLRQLQWKHS\URO\VLVDFFRXQWHG WKURXJKWKH$UUKHQLXVHTXDWLRQVKRXOGEHLQFOXGHG
ACKNOWLEDGEMENTS
7KHDXWKRUZRXOGOLNHWRWKDQNWKHConselho Nacional de Desenvolvimento Cientt¿co e Tecnolygico &13T WKH %UD]LOLDQ)HGHUDO$JHQF\IRU6FLHQFHDQG7HFKQRORJ\IRU WKHLU¿QDQFLDOVXSSRUWGXULQJWKLVZRUN
REFERENCES
%DUURV($³7KHUPDO3ODVPDIRU$EODWLRQLQ0DWHUL
-DOV8VHGLQ+HDW6KLHOGRI6SDFH6\VWHPV´,Q3RUWXJXHVH 06F'LVVHUWDWLRQ,7$6mR-RVpGRV&DPSRV%UD]LOS
'D&RVWD/(9/et al³9LDELOLW\6WXG\RI7KHUPDO 3URWHFWLRQIRU6$5$3ODWIRUP´,Q3RUWXJXHVH,$(&7$ 7HFKQLFDOQRWH17$6(1,$(&7$6mR-RVpGRV &DPSRV%UD]LO
*UHJRUL0/et al³3URSHUWLHVRI4XDUW]3KHQROLF &RPSRVLWHV IRU 7KHUPDO 3URWHFWLRQ 6\VWHPV´ WK ,$&
&RQJUHVV*ODVFRZ6FRWODQG
-XULF ' ³&RPSXWDWLRQV RI 3KDVH &KDQJH´ 3K' 7KHVLV8QLYHUVLW\RI0LFKLJDQ0LFKLJDQS
0DFKDGR+$³7KHUPDO3URWHFWLRQIRU$HURG\QDPLF +HDWLQJRIWKH6$5$6XERUEWLDO3ODWIRUP´,Q3RUWXJXHVH &21(05HFLIH%UD]LO
0DFKDGR+$DQG3HVVRD)LOKR-%D³$HURG\QDPLF +HDWLQJDW+\SHUVRQLF6SHHGV´3URFHHGLQJVRIWK%UD]LOLDQ &RQJUHVVRI0HFKDQLFDO(QJLQHHULQJ%UDVtOLD%UD]LO
0DFKDGR+$DQG3HVVRD)LOKR-%E³$HURG\QDPLF +HDWLQJRQ96%´(6$6\PSRVLXP9LVE\6ZHGHQ
0D]]RQL -$ DQG 3HVVRD )LOKR - % 0DFKDGR +$ ³$HURG\QDPLF+HDWLQJRQ96%6RXQGLQJ5RFNHW´ 3URFHHGLQJVRIWK%UD]LOLDQ&RQJUHVVRI0HFKDQLFDO(QJL
-QHHULQJ2XUR3UHWR0LQDV*HUDLV%UD]LO
5XSHUWL-U1-³6ROXWLRQRID2QH'LPHQVLRQDO$EOD
-WLRQ 0RGHO´ ,Q 3RUWXJXHVH 06F 'LVVHUWD-WLRQ 1D-WLRQDO ,QVWLWXWHIRU6SDFH5HVHDUFK±,13(6mR-RVpGRV&DPSRV %UD]LOS
6DYYDWLPVNLL$9³0HOWLQJ3RLQWRI*UDSKLWHDQG/LTXLG &DUERQ´3K\VLFV8VSHNKL9RO1RSS
6LOYD'9)05³(VWLPDWLYHRI7KHUPDO3URSHUWLHV RI$EODWLYH0DWHULDOV´,Q3RUWXJXHVH06F'LVVHUWDWLRQ )HGHUDO8QLYHUVLW\RI5LRGH-DQHLUR8)5-5LRGH-DQHLUR %UD]LOS
7LFN6-et al.³'HVLJQRI$EODWLYH7KUXVW&KDPEHUV DQG7KHLU0DWHULDOV´-RXUQDORI6SDFHFUDIW 5RFNHW9RO 1RSS
8QYHUGL62DQG7U\JJYDVRQ*³$)URQW7UDFNLQJ 0HWKRG IRU 9LVFRXV ,QFRPSUHVVLEOH 0XOWLÀXLG )ORZV´ -RXUQDORI&RPSXWDWLRQDO3K\VLFV9ROSS
:LOOLDPV6'DQG&XUU\'0³7KHUPDO3URWHFWLRQ 0DWHULDOV±7KHUPRSK\VLFDO3URSHUW\'DWD´1$6$5HIHU