Simultaneous optimization of nonsharp distillation sequences and heat integration networks by simulated annealing algorithm

Based on stochastic optimization, a new method is proposed to synthesize heat integrated distillation sequences (HIDiSs), which are basic configurations and allow nonsharp splits with at most two middle components. Distillation sequences and heat integration networks are simultaneously optimized to...

Full description

Saved in:
Bibliographic Details
Published in:Energy (Oxford) Vol. 162; pp. 1139 - 1157
Main Authors: Zhang, Shuo, Luo, Yiqing, Ma, Yingjie, Yuan, Xigang
Format: Journal Article
Language:English
Published: Oxford Elsevier Ltd 01.11.2018
Elsevier BV
Subjects:
ISSN:0360-5442, 1873-6785
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Abstract Based on stochastic optimization, a new method is proposed to synthesize heat integrated distillation sequences (HIDiSs), which are basic configurations and allow nonsharp splits with at most two middle components. Distillation sequences and heat integration networks are simultaneously optimized to minimize the total annual cost (TAC) of HIDiSs. First, the synthesis problem is formulated as an implicit mixed-integer nonlinear programming problem. Discrete variables are distillation sequences. Continuous variables include operating pressures, key component recoveries and ratios of the actual reflux ratios to the minimum reflux ratios in columns. Next, solution strategies are presented, including representing distillation sequences through a novel encoding method, randomly generating neighboring distillation sequences, automatically determining heat integration networks by the pinch method, and calculating the TAC based on shortcut design of columns. Then, the optimization problem is solved by an improved simulated annealing algorithm. Finally, correctness verification for the method is made in two case studies. The optimization algorithm is proved to be computationally efficient and capable to obtain high-quality optimal solution. The results demonstrate that heat integration between columns significantly reduces the energy consumption compared to the non-integrated distillation sequences. Moreover, nonsharp HIDiSs can further reduce the TAC compared to those with only sharp splits. •Distillation sequences and heat integration networks are optimized simultaneously.•Nonsharp splits are considered in the distillation sequences.•A novel binary tree encoding method is adopted to represent distillation sequences.•Heat integrated nonsharp distillation sequence can improve the energy efficiency.•The proposed method is computationally efficient for the optimization problem.
AbstractList Based on stochastic optimization, a new method is proposed to synthesize heat integrated distillation sequences (HIDiSs), which are basic configurations and allow nonsharp splits with at most two middle components. Distillation sequences and heat integration networks are simultaneously optimized to minimize the total annual cost (TAC) of HIDiSs. First, the synthesis problem is formulated as an implicit mixed-integer nonlinear programming problem. Discrete variables are distillation sequences. Continuous variables include operating pressures, key component recoveries and ratios of the actual reflux ratios to the minimum reflux ratios in columns. Next, solution strategies are presented, including representing distillation sequences through a novel encoding method, randomly generating neighboring distillation sequences, automatically determining heat integration networks by the pinch method, and calculating the TAC based on shortcut design of columns. Then, the optimization problem is solved by an improved simulated annealing algorithm. Finally, correctness verification for the method is made in two case studies. The optimization algorithm is proved to be computationally efficient and capable to obtain high-quality optimal solution. The results demonstrate that heat integration between columns significantly reduces the energy consumption compared to the non-integrated distillation sequences. Moreover, nonsharp HIDiSs can further reduce the TAC compared to those with only sharp splits.
Based on stochastic optimization, a new method is proposed to synthesize heat integrated distillation sequences (HIDiSs), which are basic configurations and allow nonsharp splits with at most two middle components. Distillation sequences and heat integration networks are simultaneously optimized to minimize the total annual cost (TAC) of HIDiSs. First, the synthesis problem is formulated as an implicit mixed-integer nonlinear programming problem. Discrete variables are distillation sequences. Continuous variables include operating pressures, key component recoveries and ratios of the actual reflux ratios to the minimum reflux ratios in columns. Next, solution strategies are presented, including representing distillation sequences through a novel encoding method, randomly generating neighboring distillation sequences, automatically determining heat integration networks by the pinch method, and calculating the TAC based on shortcut design of columns. Then, the optimization problem is solved by an improved simulated annealing algorithm. Finally, correctness verification for the method is made in two case studies. The optimization algorithm is proved to be computationally efficient and capable to obtain high-quality optimal solution. The results demonstrate that heat integration between columns significantly reduces the energy consumption compared to the non-integrated distillation sequences. Moreover, nonsharp HIDiSs can further reduce the TAC compared to those with only sharp splits. •Distillation sequences and heat integration networks are optimized simultaneously.•Nonsharp splits are considered in the distillation sequences.•A novel binary tree encoding method is adopted to represent distillation sequences.•Heat integrated nonsharp distillation sequence can improve the energy efficiency.•The proposed method is computationally efficient for the optimization problem.
Author Yuan, Xigang
Ma, Yingjie
Zhang, Shuo
Luo, Yiqing
Author_xml – sequence: 1
  givenname: Shuo
  surname: Zhang
  fullname: Zhang, Shuo
  organization: School of Chemical Engineering and Technology, Tianjin University, Tianjin 300072, China
– sequence: 2
  givenname: Yiqing
  surname: Luo
  fullname: Luo, Yiqing
  email: luoyq@tju.edu.cn
  organization: School of Chemical Engineering and Technology, Tianjin University, Tianjin 300072, China
– sequence: 3
  givenname: Yingjie
  surname: Ma
  fullname: Ma, Yingjie
  organization: School of Chemical Engineering and Technology, Tianjin University, Tianjin 300072, China
– sequence: 4
  givenname: Xigang
  surname: Yuan
  fullname: Yuan, Xigang
  organization: School of Chemical Engineering and Technology, Tianjin University, Tianjin 300072, China
BookMark eNqFkU9v1DAQxa2qSGxLvwEHS1y4ZLFj5485VKoqaJEqcYCerYkz2fU2sbe2t2jhy-M0nHqgJ0szvzeeee-MnDrvkJD3nK054_Wn3Rodhs1xXTLerlk7V0_IireNKOqmrU7JiomaFZWU5VtyFuOOMVa1Sq3Inx92OowJHPpDpH6f7GR_Q7LeUT_Q_E_cQtjT3sZkx3FpRHw8oDMYKbiebhEStS7hJixth-mXDw-Rdkca5-mQsM-oQxit21AYNz7YtJ3ekTcDjBEv_r3n5P7rl5_Xt8Xd95tv11d3hZFMpkKomplemL4pJa9AYlWb0qi6q1TbARuGkoPBRiIbuhKqvpVKwKCw6xoAIVGck4_L3H3wefOY9GSjwXzO89W65CJbVcuaZ_TDC3TnD8Hl7TJVqoorwVmm5EKZ4GMMOOh9sBOEo-ZMz4nonV4S0XMimrVzNcs-v5AZm549SwHs-Jr4chFjdurJYtDR2DmF3gY0Sffe_n_AX8t6sB0
CitedBy_id crossref_primary_10_1016_j_seppur_2019_05_103
crossref_primary_10_1016_j_cep_2025_110411
crossref_primary_10_1016_j_cjche_2020_05_018
crossref_primary_10_1016_j_compchemeng_2022_107907
crossref_primary_10_1016_j_seppur_2021_118520
crossref_primary_10_1016_j_compchemeng_2019_05_028
crossref_primary_10_1002_jctb_7290
crossref_primary_10_1002_cae_22417
crossref_primary_10_1155_2022_2281856
crossref_primary_10_1002_aic_17328
crossref_primary_10_1016_j_cjche_2022_06_007
crossref_primary_10_3390_pr7060323
crossref_primary_10_3390_pr10091861
crossref_primary_10_1007_s11705_019_1855_7
crossref_primary_10_1016_j_seppur_2022_121968
crossref_primary_10_1016_j_compchemeng_2022_107922
crossref_primary_10_1155_2022_3381870
crossref_primary_10_1002_aic_18801
Cites_doi 10.1016/0098-1354(95)00240-5
10.1016/j.compchemeng.2009.05.004
10.1002/aic.12118
10.1016/0009-2509(76)85057-9
10.1002/aic.13912
10.1016/0300-9467(88)80075-3
10.1016/0098-1354(88)85059-2
10.1016/0098-1354(88)87003-0
10.1002/aic.12752
10.1016/0098-1354(94)80022-7
10.1016/j.compchemeng.2008.08.001
10.1016/S0098-1354(99)00279-3
10.1016/j.energy.2016.01.045
10.1016/j.cherd.2017.07.009
10.1007/s10898-008-9332-8
10.1021/acs.iecr.5b01701
10.1002/aic.690260606
10.1016/j.cherd.2009.06.012
10.1016/j.compchemeng.2007.10.009
10.1021/ie50269a003
10.1016/j.compchemeng.2009.05.003
10.1205/026387602753501870
10.1016/S0098-1354(98)00254-3
10.1016/j.cjche.2016.04.046
10.1016/S0098-1354(98)00050-7
10.1002/aic.690310908
10.1002/aic.690490210
10.1002/ceat.270100112
10.1021/ie50369a035
10.1002/aic.690200515
10.1016/0098-1354(92)85006-T
10.1002/aic.690120338
ContentType Journal Article
Copyright 2018 Elsevier Ltd
Copyright Elsevier BV Nov 1, 2018
Copyright_xml – notice: 2018 Elsevier Ltd
– notice: Copyright Elsevier BV Nov 1, 2018
DBID AAYXX
CITATION
7SP
7ST
7TB
8FD
C1K
F28
FR3
KR7
L7M
SOI
7S9
L.6
DOI 10.1016/j.energy.2018.08.101
DatabaseName CrossRef
Electronics & Communications Abstracts
Environment Abstracts
Mechanical & Transportation Engineering Abstracts
Technology Research Database
Environmental Sciences and Pollution Management
ANTE: Abstracts in New Technology & Engineering
Engineering Research Database
Civil Engineering Abstracts
Advanced Technologies Database with Aerospace
Environment Abstracts
AGRICOLA
AGRICOLA - Academic
DatabaseTitle CrossRef
Civil Engineering Abstracts
Technology Research Database
Mechanical & Transportation Engineering Abstracts
Electronics & Communications Abstracts
Engineering Research Database
Environment Abstracts
Advanced Technologies Database with Aerospace
ANTE: Abstracts in New Technology & Engineering
Environmental Sciences and Pollution Management
AGRICOLA
AGRICOLA - Academic
DatabaseTitleList AGRICOLA
Civil Engineering Abstracts

DeliveryMethod fulltext_linktorsrc
Discipline Economics
Environmental Sciences
EISSN 1873-6785
EndPage 1157
ExternalDocumentID 10_1016_j_energy_2018_08_101
S0360544218316372
GroupedDBID --K
--M
.DC
.~1
0R~
1B1
1RT
1~.
1~5
4.4
457
4G.
5GY
5VS
7-5
71M
8P~
9JN
AABNK
AACTN
AAEDT
AAEDW
AAHCO
AAIAV
AAIKC
AAIKJ
AAKOC
AALRI
AAMNW
AAOAW
AAQFI
AARJD
AAXUO
ABJNI
ABMAC
ABYKQ
ACDAQ
ACGFS
ACIWK
ACRLP
ADBBV
ADEZE
AEBSH
AEKER
AENEX
AFKWA
AFRAH
AFTJW
AGHFR
AGUBO
AGYEJ
AHIDL
AIEXJ
AIKHN
AITUG
AJOXV
ALMA_UNASSIGNED_HOLDINGS
AMFUW
AMRAJ
AXJTR
BELTK
BKOJK
BLXMC
CS3
DU5
EBS
EFJIC
EFLBG
EJD
EO8
EO9
EP2
EP3
FDB
FIRID
FNPLU
FYGXN
G-Q
GBLVA
IHE
J1W
JARJE
KOM
LY6
M41
MO0
N9A
O-L
O9-
OAUVE
OZT
P-8
P-9
P2P
PC.
Q38
RIG
RNS
ROL
RPZ
SDF
SDG
SES
SPC
SPCBC
SSR
SSZ
T5K
TN5
XPP
ZMT
~02
~G-
29G
6TJ
9DU
AAHBH
AAQXK
AATTM
AAXKI
AAYWO
AAYXX
ABDPE
ABFNM
ABWVN
ABXDB
ACLOT
ACRPL
ACVFH
ADCNI
ADMUD
ADNMO
ADXHL
AEIPS
AEUPX
AFJKZ
AFPUW
AGQPQ
AHHHB
AIGII
AIIUN
AKBMS
AKRWK
AKYEP
ANKPU
APXCP
ASPBG
AVWKF
AZFZN
CITATION
EFKBS
FEDTE
FGOYB
G-2
HVGLF
HZ~
R2-
SAC
SEW
WUQ
~HD
7SP
7ST
7TB
8FD
AGCQF
C1K
F28
FR3
KR7
L7M
SOI
7S9
L.6
ID FETCH-LOGICAL-c404t-3960cd3cd72415a4e56c2c96b598ba0ff21ace74e0fb2a5d8493af9ebb7aa34e3
ISICitedReferencesCount 25
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000447576500091&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 0360-5442
IngestDate Sun Sep 28 07:44:24 EDT 2025
Wed Aug 13 11:30:47 EDT 2025
Sat Nov 29 07:16:29 EST 2025
Tue Nov 18 22:39:53 EST 2025
Fri Feb 23 02:47:21 EST 2024
IsPeerReviewed true
IsScholarly true
Keywords Simulated annealing algorithm
Synthesis
Heat integration
Nonsharp splits
Distillation sequences
Language English
LinkModel OpenURL
MergedId FETCHMERGED-LOGICAL-c404t-3960cd3cd72415a4e56c2c96b598ba0ff21ace74e0fb2a5d8493af9ebb7aa34e3
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
content type line 23
PQID 2129519310
PQPubID 2045484
PageCount 19
ParticipantIDs proquest_miscellaneous_2131876461
proquest_journals_2129519310
crossref_primary_10_1016_j_energy_2018_08_101
crossref_citationtrail_10_1016_j_energy_2018_08_101
elsevier_sciencedirect_doi_10_1016_j_energy_2018_08_101
PublicationCentury 2000
PublicationDate 2018-11-01
PublicationDateYYYYMMDD 2018-11-01
PublicationDate_xml – month: 11
  year: 2018
  text: 2018-11-01
  day: 01
PublicationDecade 2010
PublicationPlace Oxford
PublicationPlace_xml – name: Oxford
PublicationTitle Energy (Oxford)
PublicationYear 2018
Publisher Elsevier Ltd
Elsevier BV
Publisher_xml – name: Elsevier Ltd
– name: Elsevier BV
References Caballero, Grossmann (bib29) 2013; 59
Gilliland (bib24) 1940; 32
Thek, Stiel (bib34) 1966; 12
Jelínek, Ptáčník (bib3) 1988; 12
Yuan, An (bib13) 2002; 10
Wang, Luo, Yuan (bib21) 2016; 24
Agrawal (bib31) 2003; 49
Yeomans, Grossmann (bib9) 1999; 23
An (bib38) 2003
Novak, Kravanja, Grossmann (bib7) 1996; 20
Metropolis, Rosenbluth, Rosenbluth, Teller, Teller (bib35) 1953; 21
Floudas, Gounaris (bib11) 2009; 45
Shenvi, Shah, Zeller, Agrawal (bib26) 2012; 58
Underwood (bib22) 1948; 44
Luo, Yuan, Dong (bib32) 2010; 34
Giridhar, Agrawal (bib19) 2010; 34
Giridhar, Agrawal (bib20) 2010; 34
Wang, Li (bib16) 2010; 88
Schembecker, Schuttenhelm, Simmrock (bib2) 1994; 18
Leeson, Fennell, Mac Dowell, Shah (bib10) 2017; 125
Grossmann, Yeomans, Kravanja (bib8) 1998; 22
Floudas, Paules (bib5) 1988; 12
Kaibel (bib27) 1987; 10
Fenske (bib23) 1932; 24
Morari, Faith (bib37) 1980; 26
An, Yuan (bib14) 2009; 33
Shah, Agrawal (bib28) 2010; 56
Madenoor Ramapriya, Shenvi, Tawarmalani, Agrawal (bib30) 2015; 54
Muralikrishna, Madhavan, Shah (bib33) 2002; 80
Petlyuk, Platonov, Slavinskii (bib18) 1965; 5
Paules, Floudas (bib6) 1992; 16
Rathore, Van Wormer, Powers (bib36) 1974; 20
Andrecovich, Westerberg (bib4) 1985; 31
Lashkajani, Ghorbani, Amidpour, Hamedi (bib17) 2016; 99
Isla, Cerdá (bib1) 1988; 38
Stephanopoulos, Westerberg (bib25) 1976; 31
Wang, Qian, Yuan, Yao (bib15) 1998; 23
Wang, Li, Hu, Wang (bib12) 2008; 32
Wang (10.1016/j.energy.2018.08.101_bib12) 2008; 32
Gilliland (10.1016/j.energy.2018.08.101_bib24) 1940; 32
Caballero (10.1016/j.energy.2018.08.101_bib29) 2013; 59
Metropolis (10.1016/j.energy.2018.08.101_bib35) 1953; 21
Paules (10.1016/j.energy.2018.08.101_bib6) 1992; 16
An (10.1016/j.energy.2018.08.101_bib38) 2003
Morari (10.1016/j.energy.2018.08.101_bib37) 1980; 26
Kaibel (10.1016/j.energy.2018.08.101_bib27) 1987; 10
Madenoor Ramapriya (10.1016/j.energy.2018.08.101_bib30) 2015; 54
Giridhar (10.1016/j.energy.2018.08.101_bib20) 2010; 34
Wang (10.1016/j.energy.2018.08.101_bib21) 2016; 24
Yeomans (10.1016/j.energy.2018.08.101_bib9) 1999; 23
Floudas (10.1016/j.energy.2018.08.101_bib11) 2009; 45
Shenvi (10.1016/j.energy.2018.08.101_bib26) 2012; 58
Muralikrishna (10.1016/j.energy.2018.08.101_bib33) 2002; 80
Grossmann (10.1016/j.energy.2018.08.101_bib8) 1998; 22
Andrecovich (10.1016/j.energy.2018.08.101_bib4) 1985; 31
Yuan (10.1016/j.energy.2018.08.101_bib13) 2002; 10
Underwood (10.1016/j.energy.2018.08.101_bib22) 1948; 44
Fenske (10.1016/j.energy.2018.08.101_bib23) 1932; 24
Luo (10.1016/j.energy.2018.08.101_bib32) 2010; 34
Leeson (10.1016/j.energy.2018.08.101_bib10) 2017; 125
An (10.1016/j.energy.2018.08.101_bib14) 2009; 33
Novak (10.1016/j.energy.2018.08.101_bib7) 1996; 20
Jelínek (10.1016/j.energy.2018.08.101_bib3) 1988; 12
Wang (10.1016/j.energy.2018.08.101_bib15) 1998; 23
Giridhar (10.1016/j.energy.2018.08.101_bib19) 2010; 34
Stephanopoulos (10.1016/j.energy.2018.08.101_bib25) 1976; 31
Isla (10.1016/j.energy.2018.08.101_bib1) 1988; 38
Lashkajani (10.1016/j.energy.2018.08.101_bib17) 2016; 99
Petlyuk (10.1016/j.energy.2018.08.101_bib18) 1965; 5
Schembecker (10.1016/j.energy.2018.08.101_bib2) 1994; 18
Shah (10.1016/j.energy.2018.08.101_bib28) 2010; 56
Wang (10.1016/j.energy.2018.08.101_bib16) 2010; 88
Rathore (10.1016/j.energy.2018.08.101_bib36) 1974; 20
Agrawal (10.1016/j.energy.2018.08.101_bib31) 2003; 49
Floudas (10.1016/j.energy.2018.08.101_bib5) 1988; 12
Thek (10.1016/j.energy.2018.08.101_bib34) 1966; 12
References_xml – volume: 59
  start-page: 1139
  year: 2013
  end-page: 1159
  ident: bib29
  article-title: Synthesis of complex thermally coupled distillation systems including divided wall columns
  publication-title: AIChE J
– volume: 26
  start-page: 916
  year: 1980
  end-page: 928
  ident: bib37
  article-title: The synthesis of distillation trains with heat integration
  publication-title: AIChE J
– volume: 21
  start-page: 1087
  year: 1953
  end-page: 1092
  ident: bib35
  article-title: Equation of state calculations by fast computing machines
  publication-title: J Chem Phys
– volume: 88
  start-page: 45
  year: 2010
  end-page: 54
  ident: bib16
  article-title: Stochastic GP synthesis of heat integrated nonsharp distillation sequences
  publication-title: Chem Eng Res Des
– volume: 18
  start-page: 131
  year: 1994
  end-page: 135
  ident: bib2
  article-title: Cooperating knowledge integrating systems for the synthesis of energy-integrated distillation processes
  publication-title: Comput Chem Eng
– volume: 22
  start-page: S157
  year: 1998
  end-page: S164
  ident: bib8
  article-title: A rigorous disjunctive optimization model for simultaneous flowsheet optimization and heat integration
  publication-title: Comput Chem Eng
– volume: 23
  start-page: 1135
  year: 1999
  end-page: 1151
  ident: bib9
  article-title: Nonlinear disjunctive programming models for the synthesis of heat integrated distillation sequences
  publication-title: Comput Chem Eng
– volume: 80
  start-page: 155
  year: 2002
  end-page: 166
  ident: bib33
  article-title: Development of dividing wall distillation column design space for a specified separation
  publication-title: Chem Eng Res Des
– volume: 16
  start-page: 189
  year: 1992
  end-page: 210
  ident: bib6
  article-title: Stochastic programming in process synthesis: a two-stage model with MINLP recourse for multiperiod heat-integrated distillation sequences
  publication-title: Comput Chem Eng
– volume: 10
  start-page: 92
  year: 1987
  end-page: 98
  ident: bib27
  article-title: Distillation columns with vertical partitions
  publication-title: Chem Eng Technol
– volume: 32
  start-page: 1220
  year: 1940
  end-page: 1223
  ident: bib24
  article-title: Multicomponent rectification estimation of the number of theoretical plates as a function of the reflux ratio
  publication-title: Ind Eng Chem
– volume: 31
  start-page: 195
  year: 1976
  end-page: 204
  ident: bib25
  article-title: Studies in process synthesis-II: evolutionary synthesis of optimal process flowsheets
  publication-title: Chem Eng Sci
– volume: 24
  start-page: 482
  year: 1932
  end-page: 485
  ident: bib23
  article-title: Fractionation of straight-run Pennsylvania gasoline
  publication-title: Ind Eng Chem
– volume: 10
  start-page: 495
  year: 2002
  end-page: 507
  ident: bib13
  article-title: Synthesis of heat integrated complex distillation systems via stochastic optimization approaches
  publication-title: Chin J Chem Eng
– volume: 23
  start-page: 125
  year: 1998
  end-page: 136
  ident: bib15
  article-title: Synthesis and optimization of heat integrated distillation systems using an improved genetic algorithm
  publication-title: Comput Chem Eng
– volume: 34
  start-page: 84
  year: 2010
  end-page: 95
  ident: bib20
  article-title: Synthesis of distillation configurations. II: a search formulation for basic configurations
  publication-title: Comput Chem Eng
– volume: 20
  start-page: 940
  year: 1974
  end-page: 950
  ident: bib36
  article-title: Synthesis of distillation systems with energy integration
  publication-title: AIChE J
– volume: 45
  start-page: 3
  year: 2009
  end-page: 38
  ident: bib11
  article-title: A review of recent advances in global optimization
  publication-title: J Global Optim
– volume: 32
  start-page: 1908
  year: 2008
  end-page: 1917
  ident: bib12
  article-title: Synthesis of heat-integrated complex distillation systems via Genetic Programming
  publication-title: Comput Chem Eng
– year: 2003
  ident: bib38
  article-title: Synthesis of complex distillation systems based on stochastic optimization
– volume: 31
  start-page: 1461
  year: 1985
  end-page: 1474
  ident: bib4
  article-title: An MILP formulation for heat-integrated distillation sequence synthesis
  publication-title: AIChE J
– volume: 34
  start-page: 73
  year: 2010
  end-page: 83
  ident: bib19
  article-title: Synthesis of distillation configurations: I. Characteristics of a good search space
  publication-title: Comput Chem Eng
– volume: 54
  start-page: 10449
  year: 2015
  end-page: 10464
  ident: bib30
  article-title: A new framework for combining a condenser and reboiler in a configuration to consolidate distillation columns
  publication-title: Ind Eng Chem Res
– volume: 34
  start-page: 626
  year: 2010
  end-page: 634
  ident: bib32
  article-title: Synthesis and heat integration of thermally coupled complex distillation system
  publication-title: Int J Energy Res
– volume: 12
  start-page: 599
  year: 1966
  end-page: 602
  ident: bib34
  article-title: A new reduced vapor pressure equation
  publication-title: AIChE J
– volume: 20
  start-page: 1425
  year: 1996
  end-page: 1440
  ident: bib7
  article-title: Simultaneous synthesis of distillation sequences in overall process schemes using an improved MINLP approach
  publication-title: Comput Chem Eng
– volume: 12
  start-page: 427
  year: 1988
  end-page: 432
  ident: bib3
  article-title: Synthesis of heat integrated rectification systems
  publication-title: Comput Chem Eng
– volume: 38
  start-page: 161
  year: 1988
  end-page: 177
  ident: bib1
  article-title: A heuristic method for the synthesis of heat-integrated distillation systems
  publication-title: Chem Eng J
– volume: 24
  start-page: 1229
  year: 2016
  end-page: 1235
  ident: bib21
  article-title: A formulation methodology for multicomponent distillation sequences based on stochastic optimization
  publication-title: Chin J Chem Eng
– volume: 99
  start-page: 288
  year: 2016
  end-page: 303
  ident: bib17
  article-title: Superstructure optimization of the olefin separation system by harmony search and genetic algorithms
  publication-title: Energy
– volume: 58
  start-page: 2479
  year: 2012
  end-page: 2494
  ident: bib26
  article-title: A synthesis method for multicomponent distillation sequences with fewer columns
  publication-title: AIChE J
– volume: 56
  start-page: 1759
  year: 2010
  end-page: 1775
  ident: bib28
  article-title: A matrix method for multicomponent distillation sequences
  publication-title: AIChE J
– volume: 12
  start-page: 531
  year: 1988
  end-page: 546
  ident: bib5
  article-title: A mixed-integer nonlinear programming formulation for the synthesis of heat-integrated distillation sequences
  publication-title: Comput Chem Eng
– volume: 125
  start-page: 166
  year: 2017
  end-page: 180
  ident: bib10
  article-title: Simultaneous design of distillation sequences and whole process energy integration
  publication-title: Chem Eng Res Des
– volume: 5
  start-page: 555
  year: 1965
  ident: bib18
  article-title: Thermodynamically optimal method for separating multicomponent mixtures
  publication-title: Int Chem Eng
– volume: 44
  start-page: 603
  year: 1948
  end-page: 614
  ident: bib22
  article-title: Fractional distillation of multicomponent mixtures
  publication-title: Chem Eng Prog
– volume: 49
  start-page: 379
  year: 2003
  end-page: 401
  ident: bib31
  article-title: Synthesis of multicomponent distillation column configurations
  publication-title: AIChE J
– volume: 33
  start-page: 199
  year: 2009
  end-page: 212
  ident: bib14
  article-title: A simulated annealing-based approach to the optimal synthesis of heat-integrated distillation sequences
  publication-title: Comput Chem Eng
– volume: 20
  start-page: 1425
  year: 1996
  ident: 10.1016/j.energy.2018.08.101_bib7
  article-title: Simultaneous synthesis of distillation sequences in overall process schemes using an improved MINLP approach
  publication-title: Comput Chem Eng
  doi: 10.1016/0098-1354(95)00240-5
– volume: 34
  start-page: 84
  year: 2010
  ident: 10.1016/j.energy.2018.08.101_bib20
  article-title: Synthesis of distillation configurations. II: a search formulation for basic configurations
  publication-title: Comput Chem Eng
  doi: 10.1016/j.compchemeng.2009.05.004
– volume: 56
  start-page: 1759
  year: 2010
  ident: 10.1016/j.energy.2018.08.101_bib28
  article-title: A matrix method for multicomponent distillation sequences
  publication-title: AIChE J
  doi: 10.1002/aic.12118
– volume: 31
  start-page: 195
  year: 1976
  ident: 10.1016/j.energy.2018.08.101_bib25
  article-title: Studies in process synthesis-II: evolutionary synthesis of optimal process flowsheets
  publication-title: Chem Eng Sci
  doi: 10.1016/0009-2509(76)85057-9
– volume: 59
  start-page: 1139
  year: 2013
  ident: 10.1016/j.energy.2018.08.101_bib29
  article-title: Synthesis of complex thermally coupled distillation systems including divided wall columns
  publication-title: AIChE J
  doi: 10.1002/aic.13912
– volume: 38
  start-page: 161
  year: 1988
  ident: 10.1016/j.energy.2018.08.101_bib1
  article-title: A heuristic method for the synthesis of heat-integrated distillation systems
  publication-title: Chem Eng J
  doi: 10.1016/0300-9467(88)80075-3
– volume: 5
  start-page: 555
  year: 1965
  ident: 10.1016/j.energy.2018.08.101_bib18
  article-title: Thermodynamically optimal method for separating multicomponent mixtures
  publication-title: Int Chem Eng
– volume: 12
  start-page: 427
  year: 1988
  ident: 10.1016/j.energy.2018.08.101_bib3
  article-title: Synthesis of heat integrated rectification systems
  publication-title: Comput Chem Eng
  doi: 10.1016/0098-1354(88)85059-2
– volume: 12
  start-page: 531
  year: 1988
  ident: 10.1016/j.energy.2018.08.101_bib5
  article-title: A mixed-integer nonlinear programming formulation for the synthesis of heat-integrated distillation sequences
  publication-title: Comput Chem Eng
  doi: 10.1016/0098-1354(88)87003-0
– volume: 58
  start-page: 2479
  year: 2012
  ident: 10.1016/j.energy.2018.08.101_bib26
  article-title: A synthesis method for multicomponent distillation sequences with fewer columns
  publication-title: AIChE J
  doi: 10.1002/aic.12752
– volume: 21
  start-page: 1087
  year: 1953
  ident: 10.1016/j.energy.2018.08.101_bib35
  article-title: Equation of state calculations by fast computing machines
  publication-title: J Chem Phys
– volume: 18
  start-page: 131
  year: 1994
  ident: 10.1016/j.energy.2018.08.101_bib2
  article-title: Cooperating knowledge integrating systems for the synthesis of energy-integrated distillation processes
  publication-title: Comput Chem Eng
  doi: 10.1016/0098-1354(94)80022-7
– volume: 33
  start-page: 199
  year: 2009
  ident: 10.1016/j.energy.2018.08.101_bib14
  article-title: A simulated annealing-based approach to the optimal synthesis of heat-integrated distillation sequences
  publication-title: Comput Chem Eng
  doi: 10.1016/j.compchemeng.2008.08.001
– volume: 23
  start-page: 1135
  year: 1999
  ident: 10.1016/j.energy.2018.08.101_bib9
  article-title: Nonlinear disjunctive programming models for the synthesis of heat integrated distillation sequences
  publication-title: Comput Chem Eng
  doi: 10.1016/S0098-1354(99)00279-3
– volume: 99
  start-page: 288
  year: 2016
  ident: 10.1016/j.energy.2018.08.101_bib17
  article-title: Superstructure optimization of the olefin separation system by harmony search and genetic algorithms
  publication-title: Energy
  doi: 10.1016/j.energy.2016.01.045
– year: 2003
  ident: 10.1016/j.energy.2018.08.101_bib38
– volume: 125
  start-page: 166
  year: 2017
  ident: 10.1016/j.energy.2018.08.101_bib10
  article-title: Simultaneous design of distillation sequences and whole process energy integration
  publication-title: Chem Eng Res Des
  doi: 10.1016/j.cherd.2017.07.009
– volume: 45
  start-page: 3
  year: 2009
  ident: 10.1016/j.energy.2018.08.101_bib11
  article-title: A review of recent advances in global optimization
  publication-title: J Global Optim
  doi: 10.1007/s10898-008-9332-8
– volume: 54
  start-page: 10449
  year: 2015
  ident: 10.1016/j.energy.2018.08.101_bib30
  article-title: A new framework for combining a condenser and reboiler in a configuration to consolidate distillation columns
  publication-title: Ind Eng Chem Res
  doi: 10.1021/acs.iecr.5b01701
– volume: 26
  start-page: 916
  year: 1980
  ident: 10.1016/j.energy.2018.08.101_bib37
  article-title: The synthesis of distillation trains with heat integration
  publication-title: AIChE J
  doi: 10.1002/aic.690260606
– volume: 88
  start-page: 45
  year: 2010
  ident: 10.1016/j.energy.2018.08.101_bib16
  article-title: Stochastic GP synthesis of heat integrated nonsharp distillation sequences
  publication-title: Chem Eng Res Des
  doi: 10.1016/j.cherd.2009.06.012
– volume: 32
  start-page: 1908
  year: 2008
  ident: 10.1016/j.energy.2018.08.101_bib12
  article-title: Synthesis of heat-integrated complex distillation systems via Genetic Programming
  publication-title: Comput Chem Eng
  doi: 10.1016/j.compchemeng.2007.10.009
– volume: 24
  start-page: 482
  year: 1932
  ident: 10.1016/j.energy.2018.08.101_bib23
  article-title: Fractionation of straight-run Pennsylvania gasoline
  publication-title: Ind Eng Chem
  doi: 10.1021/ie50269a003
– volume: 34
  start-page: 73
  year: 2010
  ident: 10.1016/j.energy.2018.08.101_bib19
  article-title: Synthesis of distillation configurations: I. Characteristics of a good search space
  publication-title: Comput Chem Eng
  doi: 10.1016/j.compchemeng.2009.05.003
– volume: 80
  start-page: 155
  year: 2002
  ident: 10.1016/j.energy.2018.08.101_bib33
  article-title: Development of dividing wall distillation column design space for a specified separation
  publication-title: Chem Eng Res Des
  doi: 10.1205/026387602753501870
– volume: 23
  start-page: 125
  year: 1998
  ident: 10.1016/j.energy.2018.08.101_bib15
  article-title: Synthesis and optimization of heat integrated distillation systems using an improved genetic algorithm
  publication-title: Comput Chem Eng
  doi: 10.1016/S0098-1354(98)00254-3
– volume: 24
  start-page: 1229
  year: 2016
  ident: 10.1016/j.energy.2018.08.101_bib21
  article-title: A formulation methodology for multicomponent distillation sequences based on stochastic optimization
  publication-title: Chin J Chem Eng
  doi: 10.1016/j.cjche.2016.04.046
– volume: 22
  start-page: S157
  year: 1998
  ident: 10.1016/j.energy.2018.08.101_bib8
  article-title: A rigorous disjunctive optimization model for simultaneous flowsheet optimization and heat integration
  publication-title: Comput Chem Eng
  doi: 10.1016/S0098-1354(98)00050-7
– volume: 31
  start-page: 1461
  year: 1985
  ident: 10.1016/j.energy.2018.08.101_bib4
  article-title: An MILP formulation for heat-integrated distillation sequence synthesis
  publication-title: AIChE J
  doi: 10.1002/aic.690310908
– volume: 49
  start-page: 379
  year: 2003
  ident: 10.1016/j.energy.2018.08.101_bib31
  article-title: Synthesis of multicomponent distillation column configurations
  publication-title: AIChE J
  doi: 10.1002/aic.690490210
– volume: 10
  start-page: 495
  year: 2002
  ident: 10.1016/j.energy.2018.08.101_bib13
  article-title: Synthesis of heat integrated complex distillation systems via stochastic optimization approaches
  publication-title: Chin J Chem Eng
– volume: 10
  start-page: 92
  year: 1987
  ident: 10.1016/j.energy.2018.08.101_bib27
  article-title: Distillation columns with vertical partitions
  publication-title: Chem Eng Technol
  doi: 10.1002/ceat.270100112
– volume: 32
  start-page: 1220
  year: 1940
  ident: 10.1016/j.energy.2018.08.101_bib24
  article-title: Multicomponent rectification estimation of the number of theoretical plates as a function of the reflux ratio
  publication-title: Ind Eng Chem
  doi: 10.1021/ie50369a035
– volume: 44
  start-page: 603
  year: 1948
  ident: 10.1016/j.energy.2018.08.101_bib22
  article-title: Fractional distillation of multicomponent mixtures
  publication-title: Chem Eng Prog
– volume: 20
  start-page: 940
  year: 1974
  ident: 10.1016/j.energy.2018.08.101_bib36
  article-title: Synthesis of distillation systems with energy integration
  publication-title: AIChE J
  doi: 10.1002/aic.690200515
– volume: 16
  start-page: 189
  year: 1992
  ident: 10.1016/j.energy.2018.08.101_bib6
  article-title: Stochastic programming in process synthesis: a two-stage model with MINLP recourse for multiperiod heat-integrated distillation sequences
  publication-title: Comput Chem Eng
  doi: 10.1016/0098-1354(92)85006-T
– volume: 12
  start-page: 599
  year: 1966
  ident: 10.1016/j.energy.2018.08.101_bib34
  article-title: A new reduced vapor pressure equation
  publication-title: AIChE J
  doi: 10.1002/aic.690120338
– volume: 34
  start-page: 626
  year: 2010
  ident: 10.1016/j.energy.2018.08.101_bib32
  article-title: Synthesis and heat integration of thermally coupled complex distillation system
  publication-title: Int J Energy Res
SSID ssj0005899
Score 2.417984
Snippet Based on stochastic optimization, a new method is proposed to synthesize heat integrated distillation sequences (HIDiSs), which are basic configurations and...
SourceID proquest
crossref
elsevier
SourceType Aggregation Database
Enrichment Source
Index Database
Publisher
StartPage 1139
SubjectTerms Algorithms
case studies
Computer simulation
Continuity (mathematics)
Design optimization
Distillation
Distillation sequences
energy
Energy consumption
Heat
Heat integration
Integration
Mathematical models
Networks
Nonlinear programming
Nonsharp splits
Optimization
Simulated annealing
Simulated annealing algorithm
Simulation
Synthesis
system optimization
Title Simultaneous optimization of nonsharp distillation sequences and heat integration networks by simulated annealing algorithm
URI https://dx.doi.org/10.1016/j.energy.2018.08.101
https://www.proquest.com/docview/2129519310
https://www.proquest.com/docview/2131876461
Volume 162
WOSCitedRecordID wos000447576500091&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVESC
  databaseName: Elsevier SD Freedom Collection Journals 2021
  customDbUrl:
  eissn: 1873-6785
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0005899
  issn: 0360-5442
  databaseCode: AIEXJ
  dateStart: 19950101
  isFulltext: true
  titleUrlDefault: https://www.sciencedirect.com
  providerName: Elsevier
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV3fb9MwELZKhwQvCAbTCgMZCfGCgpLYjZPHCXUCVBUkOtQ9RbbjdKm6tGvaqYg_g38YX-y4GRPaeOAlqmzn5309n8_f3SH0JichC7gIvDCj3KNBlnsJEZknVM4iFROh6mQ634dsNIonk-Rrp_OriYW5mrOyjLfbZPlfRa3btLAhdPYfxO0uqhv0by10fdRi18c7Cf5bASRBXiogty60RriwoZY1ZwPoWXy1hI2ZNRQcqjscn7reSgD17NJIQHdpqOIVmKoVXJ2Dmcq1huZ1MDufTxerYn1-cc3Nb4IKIZvp1hDoncth56Q-3ywcI2hTO23PistmMq395KatnM4Kh8CzjXHaToopt0Ot2yKIbfzeTruRyPf6lF5XxVH4bgllZhIPkgC1FCu0tSbppvfGBGB8EbP3qn5JoO7FkKI1sLe-lm979CU9OR0O0_FgMn67vPSgFBls2du6LPfQXsj6SdxFe8efBpPPO-ZQXJcldW_QRGTWtMGbN_6bxfPH3F8bNOPH6JFdieBjg6AnqKPKffSgCVSv9tHBYBcEqQfaWaB6in62IYbbEMOLHDcQw22IYQcxrCGGAWK4BTHcQAyLH9hBDDuIYQexZ-j0ZDD-8NGzRTw8SX269oheIsuMyIyBrcip6kcylEkk9JcV3M_zMOBSMar8XIS8n8U0ITxPlBCMc0IVOUBd_eDqEGEZ-YKIuC-haACLJE8ybU_LQGQ8JFSGPUSaD51Km-EeCq3M04bKOEuNeFIQT-rH0NpDnjtraTK83DKeNTJMrZVqrM9UY_CWM48akadWYVSpNh0TWEUFfg-9dt1ax8PGnRGkHqNnXhbRKHh-hzEv0MPdH-4IdderjXqJ7surdVGtXlkw_wYFUNFI
linkProvider Elsevier
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Simultaneous+optimization+of+nonsharp+distillation+sequences+and+heat+integration+networks+by+simulated+annealing+algorithm&rft.jtitle=Energy+%28Oxford%29&rft.au=Zhang%2C+Shuo&rft.au=Luo%2C+Yiqing&rft.au=Ma%2C+Yingjie&rft.au=Yuan%2C+Xigang&rft.date=2018-11-01&rft.issn=0360-5442&rft.volume=162+p.1139-1157&rft.spage=1139&rft.epage=1157&rft_id=info:doi/10.1016%2Fj.energy.2018.08.101&rft.externalDBID=NO_FULL_TEXT
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0360-5442&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0360-5442&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0360-5442&client=summon