Overall Optimization of a Comprehensive Utility System

Overall Optimization of a Comprehensive Utility System

$QGU]HM.UDVODZVNLDQG,ONND7XUXQHQ (GLWRUV 3URFHHGLQJVRIWKHUG(XURSHDQ6\PSRVLXPRQ &RPSXWHU$LGHG3URFHVV(QJLQHHULQJ±(6&$3(-XQH...

380KB Sizes 0 Downloads 59 Views

$QGU]HM.UDVODZVNLDQG,ONND7XUXQHQ (GLWRUV 3URFHHGLQJVRIWKHUG(XURSHDQ6\PSRVLXPRQ &RPSXWHU$LGHG3URFHVV(QJLQHHULQJ±(6&$3(-XQH/DSSHHQUDQWD)LQODQG ‹(OVHYLHU%9$OOULJKWVUHVHUYHG 

Overall Optimization of a Comprehensive Utility System 0NKRNKHOL1GORYXD7KRNR]DQL0DMR]LDE D

'HSDUWPHQWRI&KHPLFDO(QJLQHHULQJ8QLY3UHWRULD/\QZRRG5RDG3UHWRULD 6RXWK$IULFD E 0RGHOOLQJDQG'LJLWDO6FLHQFH&6,50HLULQJ1DXGH5RDG3UHWRULD6RXWK $IULFD

Abstract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eywords&RROLQJWRZHUVWHDPWXUELQHRSWLPL]DWLRQ

1. Introduction and motivation for the study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





01GORYXDQG70DMR]L

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

2. Mathematical modeling  7KHPRGHO 7KH GHWDLOV RI WKH PDWKHPDWLFDO PRGHO IRU WKH FRPSUHKHQVLYH XWLOLW\ V\VWHP VKRZQ LQ )LJXUHEHORZDUHSUHVHQWHGLQ1GORYXDQG0DMR]L  7KHILJXUHVKRZVWZRXWLOLW\ V\VWHPV D ERLOHU DQG D FRROLQJ WRZHU RSHUDWLQJ WRJHWKHU LQ D VWDQGDUG 5DQNLQH F\FOH 7KH ZDWHU V\VWHP FRQVLVWV RI WKH FRROLQJ WRZHU DQG WKH FLUFXODWLQJ ZDWHU QHWZRUN LQFOXGLQJ WKH ZDWHU SXPS ZKLOH WKH VWHDP V\VWHP FRQVLVWV RI WKH ERLOHU WXUELQH FRQGHQVHUDQGFLUFXODWLQJZDWHUSXPS Superheated steam Power out Turbine

Boiler system

Condenser

Make Up water

Exhaust out Blow down

Evaporation losses (E)

F2,T2

Cooling tower

Air in (G,TWBT)

Make up

Fuel in

Combustion air in F1,T1 Boiler feed water pump

Recirculation pump Cooling tower blowdown

Power in



Power in

)LJXUH6WDQGDUG5DQNLQHF\FOHIRUSRZHUJHQHUDWLRQ1GORYXDQG0DMR]L  

0DVV HQHUJ\ DQG PRPHQWXP WUDQVIHU WRJHWKHU ZLWK HTXDWLRQV GHVFULELQJ WKH SHUIRUPDQFHRIWKHV\VWHPDQGSK\VLFDOSURSHUW\HTXDWLRQVZHUHXVHGDVFRQVWUDLQWVLQ WKH QRQOLQHDU PDWKHPDWLFDO PRGHO RI WKH FRPELQHG V\VWHP 7KH RUGLQDU\ GLIIHUHQWLDO HTXDWLRQVGHVFULELQJWKHPDVVDQGKHDWWUDQVIHULQWKHFRROLQJWRZHUDUHSUHVHQWHGDV

7

I )  7  * 7:%7

 











 

)

I )  7  * 7:%7













 



2YHUDOO2SWLPL]DWLRQRID&RPSUHKHQVLYH8WLOLW\6\VWHP   (

I )  7  * 7:%7 

        7KHH[DFWHTXDWLRQIRUH[DPSOHIRUWKHZDWHUWHPSHUDWXUH7/DWDQ\SRLQWLQWKHFRROLQJ WRZHULV G7/ K/ D   7  7 G]

/& 3/

/

L

,Q(TXDWLRQ7LLVWKHLQWHUIDFHWHPSHUDWXUHLVJLYHQE\  G7 *&6 §¨ * ·¸  *^& 3$ 7*  7R  & 3/ 7/  7  O ` G: G] G] 7L  7/

©

¹



*&3/ G:

 K D G]

 

/

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aximise75 (5  72&    ,Q (TXDWLRQ  75 LV WKH WRWDO UHYHQXH (5 LV WKH UHYHQXH IURP VHOOLQJ HOHFWULFLW\ DQG 72& LV WKH WRWDO RSHUDWLQJ FRVW 7KH RSHUDWLQJ FRVWV DUH GHWHUPLQHG IURP WKH IXHO FRQVXPHGPDNHXSZDWHUFRQVXPHGDQGWKHSRZHUFRQVXPHGE\WKHIDQDQGE\ERWKWKH FRROLQJ WRZHU DQG ERLOHU FLUFXODWLRQ SXPSV :LWK WKH SXPS SRZHU N:  JLYHQ E\ (TXDWLRQ 4'3         Pump Power K u  u 

,Q(TXDWLRQ4LVWKHYROXPHWULFIORZUDWHLQPK '3 LVWKHSXPSKHDGLQ3D K LVWKH SXPSHIILFLHQF\ WDNHQWREHLQWKLVZRUN DQGWKHIDQSRZHULQN:JLYHQE\ 3HUU\ DQG*UHHQ DVVKRZQLQ(TXDWLRQ         Fan Power u 4x 3  ,Q(TXDWLRQ3LVWKHIDQGLVFKDUJHKHDGLQFPRIZDWHU7KHIROORZLQJHTXDWLRQVFDQ WKXVEHZULWWHQ ª Q 'P º Q 'P TOR c1 u 'H Boiler  c2 u M  c3 u « ST STP 6  CT CTP 6  2.72 u10 5 QFan PFan » (9) u u u u K K 3 . 6 10 3 . 6 10 ¬ ¼         (5 F u :   ZKHUHFLVWKHXQLWFRVWRIIXHO *- FLVWKHXQLWFRVWRIPDNHXSZDWHU P FLV WKH XQLW FRVW RI HOHFWULFLW\ N:K 

'+ Boiler LV WKH IXHO HQHUJ\ LQSXW LQ WKH ERLOHU





01GORYXDQG70DMR]L

*-K  0 LV WKH PDNHXS ZDWHU PK  DQG WKH VXEVFULSW ³67´ LV IRU VWHDP WXUELQH ³673´LVIRUVWHDPWXUELQHFLUFXODWLRQSXPS³&73´LVIRUWKHFRROLQJWRZHUFLUFXODWLRQ SXPSDQG³)DQ´LVIRUWKHFRROLQJWRZHUIDQ   6ROXWLRQ$OJRULWKP 7KH VROXWLRQ SURFHGXUH IRU WKH PRGHO LV VKRZQ LQ )LJXUH  EHORZ 7KH VROXWLRQ SURFHGXUH ILQGV WKH RSWLPXP RSHUDWLQJ FRQGLWLRQV IRU WKH FRROLQJ WRZHU DQG VWHDP WXUELQHIRUDNQRZQV\VWHPFRQILJXUDWLRQLQDQLWHUDWLYHPDQQHU Start

Comprehensive system Model Solution

Input inlet air and water conditions (TG1 , TL2 , L 2 )

Guess an initial estimate of optimum L 2 and TL2 Solution of Cooling Tower ODE’s Assume, TL1

Z = Zo Adjust TL1 Assume Ti

Z = Z + dZ No No

Calculate dTG/dz, dW/dz

Yes

] ]PD[

Adjust Ti

7/   7/ &$/  H

Calculate Ti

No

7L  7L&DO  H

Yes Yes

With Runge – Kutta 4 th Order method Calculate TG, W, TL

CT Outlet Conditions

With known Cooling Tower outlet conditions (T G2 ,TL1 ,E) Run comprehensive system Optimisation to obtain optimum conditions for overall system (L 2Opt, TL2Opt)

No Adjust TL2 , L 2

7/   7/ 237  /  /237  H

Yes

Document Results

Stop



)LJXUH6ROXWLRQDOJRULWKPIRUFRPSUHKHQVLYHXWLOLW\V\VWHP

,QWKHDERYHIORZFKDUW UHIHUDOVRWR)LJXUH 7*LVWKHDLUWHPSHUDWXUH7/ LVWKHZDWHU WHPSHUDWXUHDQG/WKHZDWHUIORZUDWH7KHVXEVFULSWV DQG UHIHUWRWKHRXWOHWDQGLQOHW WR WKH FRROLQJ WRZHU UHVSHFWLYHO\ ZLWK FDO DQG RSW UHIHUULQJ WR WKH FDOFXODWHG DQG

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

3. Results and discussion ,QRUGHUWR DQDO\]HWKH V\VWHPWKH FRROLQJWRZHUH[SHULPHQWDOGDWD RI%HUQLHU   ZDVFRPELQHGZLWKGDWDIURPWKHVWHDPWXUELQHPRGHOWRJLYHDFRPSUHKHQVLYHV\VWHP GDWDVHW ZKLFK ZDV XVHG DV D EDVLV IRU WKH DQDO\VLV 7DEOH  VKRZV WKH YDOXHV RI WKH SHUIRUPDQFH LQGLFHV 3,  IRU GLIIHUHQW GDWD VHWV 7KH UHVXOWV VKRZ WKDW WKH FRPELQHG WUHDWPHQW RI WKH V\VWHP DOORZV IRU PRUH SURILWDEOH RSHUDWLRQ UHVXOWLQJ LQ XS WR   LPSURYHPHQW LQ DQQXDO UHYHQXH  RSHUDWLQJ GD\V LQ D \HDU 7KH UHVXOWV DOVR VKRZ WKDW LW LV PRUH SURILWDEOH WR RSHUDWH D GHGLFDWHG FRROLQJ WRZHU DW ORZ HIIHFWLYHQHVV LQ IDYRURILPSURYHGHIILFLHQF\DQGORZRSHUDWLQJFRVWV 7DEOH&RPSUHKHQVLYHV\VWHPSHUIRUPDQFH Case

1

2

3

4

5

Comprehensive system PI (Revenue) 5HYHQXHIURPRSWLPL]DWLRQRI LQGLYLGXDOFRPSRQHQWV 8QLWFRVW       5HYHQXHIURPRSWLPL]DWLRQRI FRPSUHKHQVLYHXWLOLW\V\VWHP 8QLW FRVW      FKDQJHLQ3,











Steam system PI (Thermal Efficiency) (IILFLHQF\IURPRSWLPL]DWLRQRI LQGLYLGXDOFRPSRQHQWV











(IILFLHQF\IURPRSWLPL]DWLRQRI FRPSUHKHQVLYHXWLOLW\V\VWHP











FKDQJHLQ3,











(IIHFWLYHQHVVIURPRSWLPL]DWLRQRI LQGLYLGXDOFRPSRQHQWV 









(IIHFWLYHQHVVIURPRSWLPL]DWLRQRI FRPSUHKHQVLYHXWLOLW\V\VWHP 









FKDQJHLQ3,









Cooling tower PI (effectiveness)



7KH UHDVRQ IRU WKH UHGXFHG SURILWDELOLW\ DW KLJKHU FRROLQJ WRZHU HIIHFWLYHQHVV FDQ EH H[SODLQHGIURPDFORVHUORRNDW)LJXUHEHORZDWHPSHUDWXUHHQWKDOS\GLDJUDPIRUD FRQGHQVHUZLWKDGHGLFDWHGFRROLQJWRZHUV\VWHP$QLQFUHDVHLQWKHFRROLQJWRZHULQOHW





01GORYXDQG70DMR]L

ZDWHU WHPSHUDWXUH ZLOO PHDQ D KLJKHU FRQGHQVDWLRQ WHPSHUDWXUH DQG FRQVHTXHQWO\ D UHGXFWLRQLQWKHVWHDPWXUELQHHIILFLHQF\DQGSRZHURXWSXW TC

minimum condenser delta T

TC T1 - Cooling water inlet temperature T2 - Cooling water outlet temperature TC - Condensation temperature

T2 T1

Temperature, T

Condenser Duty, Q

)LJXUH&RQGHQVHUWHPSHUDWXUHSURILOH

 7KHLQFUHDVHGFRROLQJWRZHUUHWXUQWHPSHUDWXUHZLOODOVRPHDQDQLQFUHDVHGHYDSRUDWLRQ ORVV DQG FRQVHTXHQWO\ LQFUHDVHG PDNH XS ZDWHU FRVW  7KH XOWLPDWH UHVXOW ZRXOG EH D UHGXFWLRQLQWKHSURILWDELOLW\RIWKHSRZHUSODQW

4. Conclusion 7KH UHVXOWV RI RSWLPL]LQJ D FRPSUHKHQVLYH XWLOLW\ V\VWHP IRXQG LQ SRZHU SODQWV KDYH EHHQSUHVHQWHG7KHQHWUHYHQXHIURPWKHRSHUDWLRQRIWKHXWLOLW\V\VWHPZDVPD[LPL]HG DQGWKHUHVXOWVVKRZHGWKDWDQLQFUHDVHRIXSWRUHYHQXHLVDFKLHYHGIURPWUHDWLQJ WKHV\VWHPLQDKROLVWLFPDQQHU

References %HUQLHU0$&RROLQJWRZHUSHUIRUPDQFH7KHRU\DQGH[SHULPHQWV$6+5$( 7UDQVDFWLRQV± &KRX&&6KLK<6$WKHUPRG\QDPLF$SSURDFNWRWKH'HVLJQDQGDQG6\QWKHVLVRI 3ODQW8WLOWLW\6\VWHPV,QGXVWULDODQG(QJLQHHULQJ&KHPLVWU\5HVHDUFK 'LQFHU,$O0XVOLP+7KHUPRG\QDPLFDQDO\VLVRIUHKHDWF\FOHVWHDPSODQWV ,QWHUQDWLRQDO-RXUQDORI(QHUJ\5HVHDUFK *XWLHUUH]$)3RQFH2UWHJD-06HUQD*RQ]DOH]00,1/3RSWLPLVDWLRQRIPHFKDQLFDO GUDIWFRXQWHUIORZZHWFRROLQJWRZHUV&KHP(QJ5HVDQG'HVLJQ .LP-.6PLWK5&RROLQJZDWHUV\VWHPGHVLJQ&KHPLFDO(QJLQHHULQJ6FLHQFH ± /HIHYUH055HGXFLQJZDWHUFRQVXPSWLRQXLQFRROLQJWRZHUV&KHPLFDO(QJLQHHULQJ 3URJUHVV± 1GORYX00DMR]L72SWLPLVDWLRQRID3RZHU3ODQW8WLOLW\6\VWHP8VLQJ3URFHVV ,QWHJUDWLRQ3URFHHGLQJVRIWKHWK,QWHUQDWLRQDO6\PSRVLXPRQ3URFHVV6\VWHPV (QJLQHHULQJ-XO\6LQJDSRUHSS 3DSDHIWKLPLRX9'=DQQLV7&5RJGDNLV(',QWHUQDWLRQDO-RXUQDORI(QHUJ\ 5HVHDUFK± 3HUU\5+*UHHQ':0DORQH\-23HUU\¶V&KHPLFDO(QJLQHHUV¶+DQGERRN WK (GLWLRQ0F*UDZ+LOO1HZ