3.2
~ - a L E 1 i G H 0 E 3 Y 5 < ' p 1 P M l
m E < f _ U 7 ½ v w Z E i N 7
1. 1 i V ! Q K E @ ? 7 Ç Q , E P
2. : R a E ¯ I t 7 V 9 I E P
3. b Q R 1 i V ! Q a < v w 9 L M E ? ? ³ / 7 , E P
' I R U 7 S ? T U Z 7
4 u = : 7
(a) ! E 2 ^ ! ? G P
3.2 § ¨ © ª « ¬ 43
(b) b R 1 i V ! Q G > h E K ) * G { n P
(c) b R 1 i V ! Q " : E @ l ! 2 d E ³ / ? P
(d) b R 1 i V ! Q K a , ³ / ! ? E { P
(e) I R i E ; < 0 P
? U 7 O > 7
(a) ¬ Q 5 ¡ a v E # E 3 e P
(b) ¬ a v E ! ) ? _ P
(c) ¬ V ! Q K L G > h G X Y P
U 7 E Z [ 7 ! < y < U | } Q R K L M E !
^ _ E 4 < ? o 7
(a) K C ! E > ? P
(b) K = M E = P
44 y z { | } ~ - | ° < =
3.3
~ ¢ £1 F _ : 3 4 E l m p 1 i V ! Q ? 7 Q p % < 4 f _ 6
! ` ^ _ % S ? p R F G < 1 i V ! Q (Ä 3.2 )K
(Ä 3.3 )< Q 6 ½ ~ \ Q R s t (Mixer)< ? F ( k ´ ¬ R V W
E ! ) f Q < 6 Q E Q a = < Q 6
\ Q R V (Splitter)< Z E 7 k ) ! © A Q E ! Q R V E V < P Ä 3.4 p Q R " # w E ` ^ _ < ^ _ a l ! ?
I $ ! < ! ! > . ( @ ? I Q R ( & < B V V < I a ©
A F G 7 6 ! Q E : \ # E S ] w P a < U E a b <
I R ` ^ _ ! Ç \ $ e E Ô _ < 4 Z E F _ k G E a b b
R d l ? : U 6 E d l 4 m 5 P { n 7 P
) 3.2 ` ^ _ (Superstructure)
Water Using S Unit M
From Other Water Using
Unit
To Other Water Using
Unit From
FreshWater Supplied From
Storage Tank
Storage To Tank Environment To
Micnload out
qi in qii n
in
3.3 ¦ § 45
) 3.3 ` ^ _ (Superstructure)
Storage S Tank
M From Water Using Unit
To Water Using Unit From Other
Storage Tank ’
out
in To Other
Storage Tank ’
) 3.4 " # w E ` ^ _
46 y z { | } ~ - | ° < =
3.4
~ ¨ © ¨ © ¡( Indices, Sets, Parameters, and Variables)
1 7 ² V ` ^ _ , D < 4 ` ^ _ , D % % 9 i N ` ^ _
a < : \ a v . p < x ? { n 7 ? { n a v E < : ? v
w 9 V ? E P < f g : ¡ E n @ k @ < ' f g U 7 E '
e ª x 7 , : R a E < j (indices)9 3 t (sets)9 : R k @ (parameters)
? : R n @ (¼ # O n @ 0-1n @ )(variables)9 1 2 k 3.4.1
_ - 3.4.4_ P
3.4.1
! B (Indies and Sets)
" E [ < j 7 ? U 6 d  E < j < + : i7 1 i V ! Q
9 c 7 ! 2 d 2 ^ ... Z < © A [ < j . / Ò 3.1 = 4 U 7 a :
V E # É k @ n @ « > R [ < j P
* 3.1 [ < j 3 t . /
c ∈ C : \ ! 2 d 2 ^ 6 3 t
e ∈ E K ! 2 d > . c £ E 2 ^ 6 3 t
i ∈ Ic : \ # O 7 1 i V ! Q 6 3 t i ∈ Ib : \ 7 1 i V ! Q 6 3 t
i ∈ Ip p " : \ V ! Q 6 3 t
n ∈ N : \ 0 6 3 t
n ∈ N− j M 8 Q R 0 < : \ 0 6 3 t
p ∈ P : \ 6 3 t
s ∈ S : \ 6 3 t
s ∈ Sp : \ p" E 6 3 t
w ∈ W : \ ! 6 3 t
47
3.4.2
$(Parameters)
1 _ k a b U 7 a : ¡ E P 1 ¢ < j ¡ 4 u : s E k @
< + 7 Cic,maxin 6 ! G 1 i V ! Q i 0 < ! 2 d 2 ^ c E K S
) * 6 G G 7 Q R 9 , E , _ = 4 © f k @ 6 , m ^ £
< 6 2.2 : P
* 3.2 : R k @
Cic,maxin ! G 1 i V ! Q i0 < ! 2 d 2 ^ cK S ) * 6 G ( G
Cic,maxout ! V c 1 i V ! Q i< ! 2 d 2 ^ cK S ) * 6 > h G
Cwc ! w: ! 2 d 2 ^ cE G
Micnload 0 n 1 i V ! Q ia < ! 2 d 2 ^ cE ? ? ³ /
Qmini 1 i V ! Q i S @ * K = ! @ ?
Qmaxi 1 i V ! Q i S @ * K ! @ ?
Qmaxs s K E @ ?
Yinst. ∈ {0, 1},= 16 1 i V ! Q i 0 n c ; <
Yinend ∈ {0, 1},= 16 1 i V ! Q i 0 n ^ ; <
Zcyc. ∈ {0, 1}, = 06 p Q 5 ; < ,= 16 p 2 c ; <
Δi 1 i V ! Q c ; < ^ ; < E 0
3.4.3
$(Variables)
1 _ k a b 4 n @ < j U 7 s > E n @ < ¼ Q 3 E # O n @
E 0 − 1n @ < 2 V W E : R n @ P
0 − 1n @ (binary variable)< 7 6 Q R % Â N V E n @
< Q @ _ ? ] 0 1 u 6 Q < \ j 0 − 1n @ E ^ } V 7 0x 7
1P + 7 ywi = 10 < 6 m ! W ) 1 i V ! Q iE a v 7
E = ywi = 10 < 6 m ! W ) 1 i V ! Q i E a v 7
48 y z { | } ~ - | ° < =
V E P 4 # O n @ (continuous variable)< 7 Q , h " : \ S ] - @ A r } E ^ } < p # É N Z 0 E @ _ < © f 0 − 1n @
# O n @ 6 : =
* 3.3 # O n @
cinicn 0 n 1 i V ! Q i a < ! 2 d 2 ^ cE G G
couticn 0 n 1 i V ! Q i a < ! 2 d 2 ^ cE > h G
cinscn 0 n s a < ! 2 d 2 ^ cE G G
coutscn 0 n s a < ! 2 d 2 ^ cE > h G
qinin 0 n G 1 i V ! Q i E ) ?
qinout 0 n V c 1 i V ! Q i E ) ?
qiin 1 i V ! Q i Q R 1 i V ! Q i E ) ?
qisn 1 i V ! Q i s E ) ?
qien 1 i V ! Q i c £ e E ) ?
qsn 0 n s E ?
qsnin 0 n G s E ) ?
qsnout 0 n V c s E ) ?
qsin 0 n s 1 i V ! Q iE
qssn 0 n s Q R s E ) ?
qwin 0 n ! w 1 i V ! Q iE ) ?
y∗n 0 n E 0 − 1n @
*∈{ si, is, ss, ii}
∀i ∈ I, s ∈ S
49
3.6
& ' (Constraints)
3.6.1
¤ ¥ ¦ § ¨ © 5 0 1 3 4(Flow Rate Balance for Water-using Unit)
) 3.5 1 i V ! Q E ` ^ _
50 y z { | } ~ - | ° < =
- Ä 3.5 S M 1 i V ! Q E ` ^ _ < G h E S ] \
´ © A 1 i V ! Q i9 s< ? ! wP x Q < V
c 1 i V ! Q E ! S ] ) # © f E 1 i V ! Q i9 s< ?
> . # c £ a eP Ì (3.1)Í (3.2) T U 1 i V ! Q E ) ? = G
h (Mixer) K > h (Split) 0 nP
qinin =
w∈W
qwin+
s∈S
qsin+
i∈I
qiin ∀i ∈ I, n ∈ N (3.1) qinout =
i∈I
qiin+
s∈S
qisn+
e∈E
qien ∀i ∈ I, n ∈ N (3.2)
4 1 i V ! Q G > h ) ? E Z { Ì (3.3) Í (3.4) 6 U 6 < 4
Yinst.K Yinend p 0 − 1k @ V > 1 i V ! Q E c ^ E 0 =
Yinst. = 16 1 i V ! Q i 0 n c ; < P W l < Yinend = 1B
p ; < C ± 0 n< - R F i 7 S / I " n 1 i V ! Q
i ; < C ± 0 ! G > E ? = P : ? < V \ # É E ! G N V
c 1 i V ! Q < V ; < N ^ E 0 0 P
Qmini Yinst. ≤ qinin ≤ Qmaxi Yinst. ∀i ∈ I, n ∈ N (3.3) Qmini Yinend ≤ qoutin ≤ Qmaxi Yinend ∀i ∈ I, n ∈ N (3.4)
Ì (3.5) B p 1 i V ! Q E ) ? = < i N ¥ \ # É ! E ®
¦ # P © a Δi p 1 i V ! Q ic ^ 0 E @
qinin = qi,n+Δout i ∀i ∈ I, n ∈ N (3.5)
51
3.6.2
¤ ¥ ¦ § ¨ © 5 ª P 3 4(Contaminant Balance for Water-using Unit)
M 1 ) ? = < 1 i V ! Q E > ? = 7 v w I E P Ì (3.6)T
(Flow Rate Balance for Storage Tank)
) 3.6 E ` ^ _
52 y z { | } ~ - | ° < =
V < 0 n 0 P
qsnin =
i∈I
qisn+
s∈S
qssn ∀s ∈ S, n ∈ N (3.10) qsnout =
i∈I
qsin+
s∈S
qssn ∀s ∈ S, n ∈ N (3.11)
4 Ì (3.12)B p I R s E ) ? = < 0 n E ! ?
Z ½ Q R 0 t − 1 E ? 0 n 0 ! G E ?
? ( 0 n 0 ! V c E ? P a Zcyc. p 0 − 1k @ 6 : R
E ; < U 7 = Zcyc. = 00 6 p Q 5 ; < < 3 e Z K $ 7
¥ \ ! ? E = 4 Zcyc. = 00 6 p 2 c ; < < K $ " E
! ? Z R 2 c ; < ^ E 0 N E ? P
qsn = Zcyc.qsN |n=1+qs,n−1|n>1+qsnin − qsnout ∀s ∈ S, n ∈ N (3.12)
4 ! " E ? ? G ( E ) ? E { < - Ì
(3.13)Í (3.14) 6 U 6 P
qsn≤ Qmaxs ∀s ∈ S, n ∈ N (3.13) Zcyc.qsN |n=1+qs,n−1 |n>1+qinsn≤ Qmaxs ∀s ∈ S, n ∈ N (3.14)
3.6.4
5 ª P 3 4(Contaminant Balance for Storage Tank)
a M 1 I ) ? = < v w I > ? = P Ì (3.15)B
T U s 0 n s t E > ? = P Ì (3.16) B p
53
n 0 n E > ? = P } W Q R 0 n W 0 \ G
V c E ) ? < B i N G ( E ) ? p ¯ 9 # (9 G > )P
qsnincinscn =
i∈I
qisncouticn+
s∈S
qssncoutscn ∀s ∈ S, n ∈ N , c ∈ C (3.15) qsncoutscn = Zcyc.qsNcoutscN |n=1+qs,n−1coutsc,n−1 |n>1+qsnincinscn− qsnoutcoutscn
∀s ∈ S, n ∈ N , c ∈ C (3.16)
3.6.5
+ , - . /(Logical Constraints)
y†QL†n ≤ f† ≤ y†QU†n † ∈
ii, is, ss, si
(3.17)
Ì (3.17) a b ¬ d ) a < ) ? E S ) * = h = © a QL† 6 5 a
v a ! ) ) ? E K « S ) * ) ? < QU† B 7 5 a v a ! ) ) ? E {
k @ = < @ A U 7 a 1 0 − 1n @ (Binary variables)< y†< I
6 @ ! ) a v 7 < < B y† = 1< Ï 6 < y† = 0= : ?
I R { n 7 U 6 E 4 m < @ Q R ! ) a v 0 < a v a E ! ) )
? v w ) ? Z { E h a P ) ? E { n 7 ( { n
I t E ; < { n P
Ì (3.18)Í (3.19)B 6 # O 7 1 i V ! Q 7 V ] ° © f E 1 i V
! Q D E # E E P
yiin = 0 ∀i ∈ Ic, i ∈ I, n ∈ N (3.18) yiin = 0 ∀i ∈ Ic, i ∈ I, n ∈ N (3.19)
54 y z { | } ~ - | ° < =
3.7
7 0 1(Objective Function)
8 Q R Z [ \ @ p K = M ! E > ? < Ì (3.24) : :
3.7 = J K ² (Objective Function) 55
56 y z { | } ~ - | ° < =
3.8
¨ © 4 5 ~ 6 -
5 6 7 4 73.8.1
: ! "3 4 F _ E l m < § V Generalized Algebraic Modeling System(GAMS, Brooke et al., 1988)< z { < 4 z { K L M l m E { m (solver) F
< ² V E MINLP solverp BARONP
3.8.2
¨ m $ % § & ' ¯ ( F-
n G3.1
* 3.4 1 i V ! Q ; < I 6
Unit [Qmini , Qmaxi ] Cic,maxin Cic,maxout tstin tendin Micload (ton) (kg salt/ton water) (h) (h) (kg)
A [0, 1000] 0 0.1 0 3 100
B [0, 280] 0.25 0.51 0 4 72.8
C [300, 400] 0.1 0.1 4 5.5 0
D [0, 280] 0.25 0.51 2 6 72.8
E [300, 400] 0.1 0.1 6 7.5 0
F [0, 500] 0 0.1 0 7.5 187.5
[0, 350] 0.1 0.25 0 7.5 187.5
[0, 200] 0.25 0.51 0 7.5 187.5
8 Q R + p 7 - L R 7 1 i V ! Q (A-E)k Majozi(2005)? Q
R # O 7 1 i V ! Q (F) E ; < Á Â - Ò 3.4 S } < ¼ Q G > E
) ? Z { = 9 G > h S ) * E K G < c ^ E ; < 0
< ¡ L M E ³ / ? ? P + p k 5 o 2 # O 7 1 i V !
Q < © ¬ ´ \ V W G > h S ) * E K G < G 4 ® 5 ! E
57
58 y z { | } ~ - | ° < =
59
60 y z { | } ~ - | ° < =
61
200 100 166.7 25083.3 200
62 y z { | } ~ - | ° < =
63
64 y z { | } ~ - | ° < =
65
66 y z { | } ~ - | ° < =
) 3.22 Q 5 ; < Z " ! ? n M > h G -(Cfc,maxin = 0.25), (Cfc,maxout = 0.51)
0 2 4 6 Time (h)
3 5.5 7.5
100 300 500 700 900
0.1 0.3 0 (kgsalt/kgwater) 1100
Storage
(kg) Level
Conc.
575
Q A9 B9 D . V $ ! < Q C9 E V ´ Q A .
E ! ! < Q F B F G 0 V ! 9 F G V
E ! P 4 Ä 3.22 p " ! ? n M E 3 e < - S }
= p 575kgP
3. Q R Q 2 c ; <
6 Q 2 c ; < E ^ } Ä 3.23 < ! V ? - p
1000kg< Q ? & Q A V ! < © f E Q . V Q A
E 2 c ! < - Q A G E ! ? - « < J p
E = ' Z - p 813kg Ä 3.24 P
K < Ò 3.5 p 3 4 + p 3.1 E ^ < S ? M ! E >
? ' E ? C V C < 2 c ; < E Á Â Z ] - « P 4
1 i V ! Q F (Cmaxin = 0.1)< (Cmaxout = 0.25) 0 < j p R p º
Q R p 0 ¶ S x 5 - « ! E > ? < } 1 i V ! Q F
(Cmaxin = 0)< (Cmaxout = 0.1)0 < - F ? ] V ! < J j p
67 121.95 61 61 91.46 30.5
91.46
68 y z { | } ~ - | ° < =
* 3.5 + p 3.1 E ^
(Cmaxin )F Operation mode Single operation Cyclic operation
(Cmaxout)F Storage tank 0 1 2
0 Freshwater (kg) 3760.5 3017.8 2875
-0.1 Ratio (%) 100 80 76.5
-Tank size (kg) (base) 300 300 -0.1 Freshwater (kg) 2635.5 1513.6 1330 1150
0.25 Ratio (%) 100 61.3 48.9 43.6
Tank size (kg) (base) 1000 998 720,280 0.25 Freshwater (kg) 2253 1432.5 1000
-0.51 Ratio (%) 100 63.6 44.4
-Tank size (kg) (base) 575 813
-3.8.3
¨ m $ % § & ' ¯ ( F-
n G3.2
8 > R + p B 7 k Wang 1995E o R 7 1 i V ! Q (Q 1-3)
Q R # O 7 1 i V ! Q (Q 4)< © ; < Á Â Ò 3.6 6 a S }
Q G > E ) ? Z { = 9 G > h S ) * E K G < c
^ E ; < 0 < ¡ L M E ³ / ? ? P + p 5 E !
r % p o 2 < C 9 Q R Q Q 5 ; < 9 Q R Q 2 c
; < = ? Z p ^ } , 5 7
69
* 3.6 1 i V ! Q ; < I 6
Unit [Qmini , Qmaxi ] Cic,maxin Cic,maxout tstin tendin Micload (ton) (kg salt/ton water) (h) (h) (kg)
1 [0, 100] 0.1 0.4 0.5 1.5 30
70 y z { | } ~ - | ° < =
71
72 y z { | } ~ - | ° < =
3.8.4
# $ % § & ' ¯ ( F-
n G3.3
+ p 3.3 a < 5 E 7 Q R E ! : R < k 9 ½ : =
E R + p Q R I t y - R E ¡ 5 = : < ? = E
! > ? < n - I E 2 c 0 7 7.5hr 4 II B 7 1.5hr< J
Q R 2 c " II ; < 5 @ p L 5 < 4 R " E 1 i V ! Q
; < Á Â Ò 3.7 P
* 3.7 1 i V ! Q ; < I 6
Plant Unit [Qmini , Qmaxi ] Cic,maxin Cic,maxout tstin tendin Micload (ton) (kg salt/ton water) (h) (h) (kg)
I A [0, 1000] 0 0.1 0 3 100
B [0, 280] 0.25 0.51 0 4 72.8
C [300, 400] 0.1 0.1 4 5.5 0
D [0, 280] 0.25 0.51 2 6 72.8
E [300, 400] 0.1 0.1 6 7.5 0
F [0, 350] 0.1 0.25 0 7.5 187.5
II 1 [0, 100] 0.1 0.4 0.5 1.5 30
2 [0, 40] 0 0.2 0 0.5 8
3 [0, 25] 0.1 0.2 0.5 1 25
4 [0, 85] 0 0.1 0 1.5 25.5
- Ä 3.30 } Iy - E I t < ! > ? - p 1000(ton)<
9 ½ E + p a B p 1330(ton) Z 1 o 25% ! ? < m I S ? M
? \ Q A V ! < 4 © f E Q V E . p p " E !
< - Q C9 E V E ! - ¹ p { < J 0 x V
6 < 4 p 1E = B - Ä 3.31 } p 956(ton) P
73
74 y z { | } ~ - | ° < =
4
N O & ' ( )
4.1
* d < - ! o 1 R R ? c £ $ + B h , - ! <
V ! i a 4 ! \ Î V E m d . 9 6 * < 4 * E 2
² 4 ! K L M E N O Ç \ * E ® 5 P
1 2 3 4 " E 1 i V ! Q ? # O 7 K ? 7 Q p % 2 3
Y < = > ? @ A B C D E F 7 G H I J K L M E N O P ' 9 !
: R " ¬ Q : \ S ] E a v # E < G 4 = > ` ^ _ < ` ^ _
d e f g B h F i 7 P ¼ ) ? = > ? = < ? Ô _ 6 { n 7
< x 3 4 K = ! E > ? K = E = R V W E Z
[ < k ! K L M E N O l m < # n o p Q R q r E s t I @ u
v w B C (MINLP)@ A l m < x y / z { < K ~ S | } ! E K L
M N O P Q K L M N O < ¼ ! : R E Ô _ ? ¬ Q a v
75
76 S ¥ · 0 1 ¸ 2
# E E 3 e Z P
< ( 2 ² < º ¹ < < ( ! E F ~ 3 4 V ! Q ¸
p 7 N # O 7 Q = 4 1 2 B ® 5 " \ 7 # O 7 Q
E ! N O < I - U 7 ` ^ _ E , < = > Q 5 4 I E @ A U
7 P 3 4 : = f _ E @ A U 7 N O 4 < 2 a = > R ? \ U
6 w E + p < 8 > F 5 ? # O 7 1 i V ! Q p % E ! : R
< ' 9 k : \ E 7 Q * p # O 7 ; < ( ! ^ _ E K L M O
K = ! > ? < 4 ( O 7 1 i O V E ) ?
= = 8 o F B 5 ? 7 1 i V ! Q p % E ! : R < k #
O 7 V ! Q p R 7 V ! Q < 4 0 E 7 7
V ! Q E ; < 0 4 , < a < E I t ( O K = ! >
? ? K = = P - ? E 3 £ U | ^ } , S ? } < a <
1 : f _ E @ A U 7 N O 4 < ~ ] o ± E { V W E Z [ ¡
z ! N O l m < Q = : K = E ! N O Ô _ P
4.2
3 4 ¹ 54 1 : f g E @ A U 7 4 < Z ½ I ] O { : = > E
R l m < § 4 < p 1 ] E ? : \ E l m < @ A U 7 f _ 0 <
V u v w (Non-Linear) E { n 7 6 © d l 4 m < Q ) ? Z { a v E º · { n 7 a < V 0 − 1n @ 6 \ N C E K # < D
t u v w E Z [ \ @ < } I R @ A U 7 e o Q R s t I @ u v w
B C (MINLP)l m P 4 z { MINLPl m E < i a < ! ! } * V
4.2 0 1 ¸ 2 77
W E { (Local solution)< 4 V @ u } ¸ { (Global solution)= ' <
É \ Î E z } ¹ r Q E w ! N O 6 ¸ { < 7
_ } N O ® 5 E l m P
< 1 % 7 = ? # O 7 N 7 Q p % 0 E l m < 4
R Q E @ Z p 5 0 < ¥ \ 5 © V E F D < ' p v
w * l m E V W ( 7 Q # O 7 Q E s < ; < 0 E D
t )4 \ : V W { F D < Q 8 o F : = E ? 7 Q p % E l m
< ¥ \ I ! ! @ l Q ? c £ > . E { n < ^ _ a P
" (Inner) ? (Central) E ! ! @ l Q < G 4 ® 5 o 1
E K = M (Total annualized cost)? K L M E ! ^ _ < F G E U 7 J ! < \ p C ¸ t E < P
78 S ¥ · 0 1 ¸ 2
% & ' (
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