An Extended Ant Colony Optimization Algorithm for Integrated Process and Control System Design
The problem of integrated process and control system design is discussed in this paper. We formulate it as a mixed integer nonlinear programming problem subject to differential-algebraic constraints. This class of problems is frequently nonconvex and, therefore, local optimization techniques usually...
Saved in:
Published in | Industrial & engineering chemistry research Vol. 48; no. 14; pp. 6723 - 6738 |
---|---|
Main Authors | , , , , |
Format | Journal Article |
Language | English |
Published |
Washington, DC
American Chemical Society
15.07.2009
|
Subjects | |
Online Access | Get full text |
ISSN | 0888-5885 1520-5045 |
DOI | 10.1021/ie8016785 |
Cover
Loading…
Abstract | The problem of integrated process and control system design is discussed in this paper. We formulate it as a mixed integer nonlinear programming problem subject to differential-algebraic constraints. This class of problems is frequently nonconvex and, therefore, local optimization techniques usually fail to locate the global solution. Here we propose a global optimization algorithm, based on an extension of the ant colony optimization metaheuristic, in order to solve this challenging class of problems in an efficient and robust way. The ideas of the methodology are explained and, on the basis of different full-plant case studies, the performance of the approach is evaluated. The first set of benchmark problems deal with the integrated design and control of two different wastewater treatment plants, consisting on both NLP and MINLP formulations. The last case study is the well-known Tennessee Eastman process. Numerical experiments with our new method indicate that we can achieve an improved performance in all cases. Additionally, our method outperforms several other recent competitive solvers for the challenging case studies considered. |
---|---|
AbstractList | The problem of integrated process and control system design is discussed in this paper. We formulate it as a mixed integer nonlinear programming problem subject to differential-algebraic constraints. This class of problems is frequently nonconvex and, therefore, local optimization techniques usually fail to locate the global solution. Here we propose a global optimization algorithm, based on an extension of the ant colony optimization metaheuristic, in order to solve this challenging class of problems in an efficient and robust way. The ideas of the methodology are explained and, on the basis of different full-plant case studies, the performance of the approach is evaluated. The first set of benchmark problems deal with the integrated design and control of two different wastewater treatment plants, consisting on both NLP and MINLP formulations. The last case study is the well-known Tennessee Eastman process. Numerical experiments with our new method indicate that we can achieve an improved performance in all cases. Additionally, our method outperforms several other recent competitive solvers for the challenging case studies considered. |
Author | Schlüter, Martin Egea, Jose A Alonso, Antonio A Banga, Julio R Antelo, Luis T |
Author_xml | – sequence: 1 givenname: Martin surname: Schlüter fullname: Schlüter, Martin – sequence: 2 givenname: Jose A surname: Egea fullname: Egea, Jose A – sequence: 3 givenname: Luis T surname: Antelo fullname: Antelo, Luis T – sequence: 4 givenname: Antonio A surname: Alonso fullname: Alonso, Antonio A – sequence: 5 givenname: Julio R surname: Banga fullname: Banga, Julio R email: julio@iim.csic.es |
BackLink | http://pascal-francis.inist.fr/vibad/index.php?action=getRecordDetail&idt=22077254$$DView record in Pascal Francis |
BookMark | eNptkMFOAjEQQBuDiYAe_INePHhYabvtdjkSRCUhwUS9uhm6LZbstqStifj1rkI4GE5zeW8y8wao57zTCF1TckcJoyOrS0ILWYoz1KeCkUwQLnqoT8qyzERZigs0iHFDCBGC8z56nzg8-0ra1brGE5fw1Dfe7fBym2xrvyFZ7_CkWftg00eLjQ947pJeB0id8By80jFicHUnuhR8g192MekW3-to1-4SnRtoor46zCF6e5i9Tp-yxfJxPp0sMsiFSFldgxGSa1ZowXKQfCWBy8LkoJU0clyoIgcmmK5XZmxyMuZaMUIZVcrUhWb5EN3s924hKmhMAKdsrLbBthB2FWNESiZ4x93uORV8jEGbI0JJ9RuwOgbs2NE_Vtn0FyQFsM1J43AFqFht_Gdw3c8nuB9924Dy |
CODEN | IECRED |
CitedBy_id | crossref_primary_10_1016_j_knosys_2018_01_021 crossref_primary_10_1155_2014_617905 crossref_primary_10_1016_j_cej_2015_06_125 crossref_primary_10_1109_TASE_2022_3189048 crossref_primary_10_3390_pr9061037 crossref_primary_10_3182_20120823_5_NL_3013_00056 crossref_primary_10_1007_s10898_009_9477_0 crossref_primary_10_3390_en16104257 crossref_primary_10_1016_j_compchemeng_2019_106610 crossref_primary_10_1016_j_compchemeng_2023_108431 crossref_primary_10_1016_j_cep_2016_03_016 crossref_primary_10_1080_00207721_2014_891664 crossref_primary_10_1002_aic_13786 crossref_primary_10_1016_j_jlp_2010_11_001 crossref_primary_10_1371_journal_pone_0182186 crossref_primary_10_1002_int_22342 crossref_primary_10_1109_ACCESS_2020_3012672 crossref_primary_10_3182_20110828_6_IT_1002_01664 crossref_primary_10_1109_JSEN_2021_3086037 crossref_primary_10_1016_j_asr_2012_11_006 crossref_primary_10_3390_pr8040478 crossref_primary_10_1080_02331934_2012_668545 crossref_primary_10_1016_j_compchemeng_2020_107193 crossref_primary_10_1021_ie901501x crossref_primary_10_1080_00986445_2018_1451991 crossref_primary_10_3390_pr11010077 crossref_primary_10_1007_s11356_021_17505_3 crossref_primary_10_1109_TCYB_2019_2925534 crossref_primary_10_3390_en16145470 |
Cites_doi | 10.1016/0043-1354(91)90066-Y 10.1016/j.cor.2008.08.015 10.1007/s10898-006-9075-3 10.1016/j.compchemeng.2004.03.018 10.1007/978-3-540-28646-2_3 10.1002/aic.690431205 10.1016/j.compchemeng.2007.10.008 10.1016/0098-1354(93)80018-I 10.1007/978-1-4757-6095-8_19 10.2166/wst.2002.0565 10.1016/j.conengprac.2003.07.001 10.1016/S0098-1354(00)00475-0 10.1016/j.compchemeng.2006.11.004 10.1007/s11590-006-0026-1 10.1021/ie0705094 10.1021/ie0605433 10.23919/ECC.1999.7099914 10.1016/j.compchemeng.2007.10.021 10.1214/aoms/1177706645 10.1016/j.ejor.2006.06.046 |
ContentType | Journal Article |
Copyright | Copyright © 2009 American Chemical Society 2009 INIST-CNRS |
Copyright_xml | – notice: Copyright © 2009 American Chemical Society – notice: 2009 INIST-CNRS |
DBID | AAYXX CITATION IQODW |
DOI | 10.1021/ie8016785 |
DatabaseName | CrossRef Pascal-Francis |
DatabaseTitle | CrossRef |
DatabaseTitleList | |
DeliveryMethod | fulltext_linktorsrc |
Discipline | Engineering Applied Sciences |
EISSN | 1520-5045 |
EndPage | 6738 |
ExternalDocumentID | 22077254 10_1021_ie8016785 g48377617 |
GroupedDBID | 02 4.4 53G 55A 5GY 5VS 7~N AABXI ABFLS ABMVS ABPTK ABUCX ACJ ACS AEESW AENEX AFEFF ALMA_UNASSIGNED_HOLDINGS AQSVZ BAANH CS3 DU5 EBS ED ED~ F5P GNL IH9 JG JG~ LG6 P2P ROL TAE TN5 UI2 VF5 VG9 W1F WH7 X -~X .DC .K2 6TJ AAYXX ABBLG ABLBI ABQRX ACGFO ADHLV AGXLV AHGAQ CITATION CUPRZ GGK ~02 1WB ABHMW ACRPL ADNMO AEYZD AGQPQ ANPPW ANTXH EJD H~9 IHE IQODW RNS XOL YXE ZY4 |
ID | FETCH-LOGICAL-a355t-ddaf574e26e523a74b7a476f3aec7f796c63a252edbf9f3094ec20121ccfd6e23 |
IEDL.DBID | ACS |
ISSN | 0888-5885 |
IngestDate | Mon Jul 21 09:17:15 EDT 2025 Tue Jul 01 02:48:43 EDT 2025 Thu Apr 24 23:01:40 EDT 2025 Thu Aug 27 13:42:52 EDT 2020 |
IsPeerReviewed | true |
IsScholarly | true |
Issue | 14 |
Keywords | System design Algorithm Control system Optimization |
Language | English |
License | CC BY 4.0 |
LinkModel | DirectLink |
MergedId | FETCHMERGED-LOGICAL-a355t-ddaf574e26e523a74b7a476f3aec7f796c63a252edbf9f3094ec20121ccfd6e23 |
PageCount | 16 |
ParticipantIDs | pascalfrancis_primary_22077254 crossref_primary_10_1021_ie8016785 crossref_citationtrail_10_1021_ie8016785 acs_journals_10_1021_ie8016785 |
ProviderPackageCode | JG~ 55A AABXI GNL VF5 7~N ACJ VG9 W1F ACS AEESW AFEFF ABMVS ABUCX IH9 BAANH AQSVZ ED~ UI2 CITATION AAYXX |
PublicationCentury | 2000 |
PublicationDate | 2009-07-15 |
PublicationDateYYYYMMDD | 2009-07-15 |
PublicationDate_xml | – month: 07 year: 2009 text: 2009-07-15 day: 15 |
PublicationDecade | 2000 |
PublicationPlace | Washington, DC |
PublicationPlace_xml | – name: Washington, DC |
PublicationTitle | Industrial & engineering chemistry research |
PublicationTitleAlternate | Ind. Eng. Chem. Res |
PublicationYear | 2009 |
Publisher | American Chemical Society |
Publisher_xml | – name: American Chemical Society |
References | Exler O. (ref15/cit15) 2008; 32 Socha K. (ref10/cit10) 2004 ref11/cit11 Egea J. A. (ref23/cit23) 2007; 46 ref8/cit8 Jeppsson U. (ref22/cit22) 2004; 12 Sendin J. O. H. (ref5/cit5) 2004 Schlüter M. (ref7/cit7) 2009; 7 Egea J. A. (ref16/cit16) 2007; 37 Gutiérrez G. (ref18/cit18) 2000 ref20/cit20 Cervantes A. M. (ref4/cit4) 2000 Sendin J. O. H. (ref6/cit6) 2006; 45 Exler O. (ref14/cit14) 2007; 1 Bansal V. (ref2/cit2) 2000; 24 ref19/cit19 Box G. E. P. (ref13/cit13) 1958; 29 ref12/cit12 Auger A. (ref17/cit17) 2005 Socha K. (ref9/cit9) 2008; 185 Antelo L. T. (ref28/cit28) 2008; 32 Antelo L. T. (ref29/cit29) 2007; 31 Luyben M. L. (ref30/cit30) 1997; 43 Sakizlis V. (ref3/cit3) 2004; 28 Vanrolleghem P. A. (ref26/cit26) 2002; 45 Copp J. (ref21/cit21) 2001 ref1/cit1 ref24/cit24 Takács I. (ref25/cit25) 1991; 25 Downs J. J. (ref27/cit27) 1993; 17 |
References_xml | – volume: 25 start-page: 1263 year: 1991 ident: ref25/cit25 publication-title: Water Res. doi: 10.1016/0043-1354(91)90066-Y – start-page: 555 volume-title: CACE Book on ”Integration of Design and Control” year: 2004 ident: ref5/cit5 – volume: 7 start-page: 2217 issue: 36 year: 2009 ident: ref7/cit7 publication-title: Comput. Operat. Res. doi: 10.1016/j.cor.2008.08.015 – volume: 37 start-page: 481 year: 2007 ident: ref16/cit16 publication-title: J. Global Optim. doi: 10.1007/s10898-006-9075-3 – volume: 28 start-page: 2069 year: 2004 ident: ref3/cit3 publication-title: Comput. Chem. Eng. doi: 10.1016/j.compchemeng.2004.03.018 – start-page: 25 volume-title: Ant Colony Optimization and Swarm Intelligence year: 2004 ident: ref10/cit10 doi: 10.1007/978-3-540-28646-2_3 – volume: 43 start-page: 3161 year: 1997 ident: ref30/cit30 publication-title: AIChE J. doi: 10.1002/aic.690431205 – ident: ref24/cit24 – volume: 32 start-page: 1877 year: 2008 ident: ref15/cit15 publication-title: Comput. Chem. Eng. doi: 10.1016/j.compchemeng.2007.10.008 – start-page: 63 year: 2000 ident: ref18/cit18 publication-title: Proc. ESCAPE-10 (Firenze) – volume: 17 start-page: 245 year: 1993 ident: ref27/cit27 publication-title: Comput. Chem. Eng. doi: 10.1016/0098-1354(93)80018-I – ident: ref11/cit11 – ident: ref19/cit19 – start-page: 1769 year: 2005 ident: ref17/cit17 publication-title: IEEE Congr. Evol. Comput. – ident: ref8/cit8 – ident: ref1/cit1 doi: 10.1007/978-1-4757-6095-8_19 – ident: ref12/cit12 – volume: 45 start-page: 117 year: 2002 ident: ref26/cit26 publication-title: Water Sci. Technol. doi: 10.2166/wst.2002.0565 – volume: 12 start-page: 299 year: 2004 ident: ref22/cit22 publication-title: Control Eng. Pract. doi: 10.1016/j.conengprac.2003.07.001 – volume: 24 start-page: 261 year: 2000 ident: ref2/cit2 publication-title: Comput. Chem. Eng. doi: 10.1016/S0098-1354(00)00475-0 – volume: 31 start-page: 677 year: 2007 ident: ref29/cit29 publication-title: Comput. Chem. Eng. doi: 10.1016/j.compchemeng.2006.11.004 – volume: 1 start-page: 269 year: 2007 ident: ref14/cit14 publication-title: Optim. Lett. doi: 10.1007/s11590-006-0026-1 – volume: 46 start-page: 9148 year: 2007 ident: ref23/cit23 publication-title: Ind. Eng. Chem. Res. doi: 10.1021/ie0705094 – volume: 45 start-page: 8594 year: 2006 ident: ref6/cit6 publication-title: Ind. Eng. Chem. Res. doi: 10.1021/ie0605433 – ident: ref20/cit20 doi: 10.23919/ECC.1999.7099914 – volume: 32 start-page: 1995 year: 2008 ident: ref28/cit28 publication-title: Comput. Chem. Eng. doi: 10.1016/j.compchemeng.2007.10.021 – volume-title: Encyclopedia of Optimization year: 2000 ident: ref4/cit4 – volume: 29 start-page: 610 year: 1958 ident: ref13/cit13 publication-title: Ann. Math. Stat. doi: 10.1214/aoms/1177706645 – volume: 185 start-page: 1155 year: 2008 ident: ref9/cit9 publication-title: Eur. J. Oper. Res. doi: 10.1016/j.ejor.2006.06.046 – volume-title: The COST Simulation Benchmark—Description and Simulator Manual year: 2001 ident: ref21/cit21 |
SSID | ssj0005544 |
Score | 2.1117995 |
Snippet | The problem of integrated process and control system design is discussed in this paper. We formulate it as a mixed integer nonlinear programming problem... |
SourceID | pascalfrancis crossref acs |
SourceType | Index Database Enrichment Source Publisher |
StartPage | 6723 |
SubjectTerms | Applied sciences Chemical engineering Exact sciences and technology Process Design and Control |
Title | An Extended Ant Colony Optimization Algorithm for Integrated Process and Control System Design |
URI | http://dx.doi.org/10.1021/ie8016785 |
Volume | 48 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwhV3dT8IwEG8QXzTGbyN-kEZ98KW4dWs7HpcBQRP1QUl4cum6VokwCIwH_ettt4EQUd9vSXPt3f1ud_c7AK4sRZV2-wKxiMVIe0mJIodESLpC2RpBW5KaQeH7B9ruuHdd0i2By18q-Ni-6UnPtMp7ZA2sY6qN1-Cf4Om7j4NkG1u1tZgRIo_M6IMWPzWhR0yWQs_WiE-0FlS-vmIhprR2QGM2mZO3krzXpmlUE58_iRr_Ou4u2C4wJfTzR7AHSjLZB5sLTIMH4MVPYLP43w39JIWBdnrJB3zUHmNQjGJCv_86HPfStwHUSBbezogkYlhME0CexDDIe9thTnUOG1kHyCHotJrPQRsVqxUQ1wAjRXHMFWGuxFTqTJQzN2LcZVQ5XAqmWJ0K6nBMsIwjVVeOzgGlwIb-TQgVU4mdI1BOhok8BlDnLzhyKSeGSk_ViYclFYbTxrOUo5RXAVWt-7AwjUmYVb2xHc4VVQHXs2sJRUFMbvZj9FeJXsxFRzkbxyqh6tLdziUxtnQuQdyT_050CjbyohFDNjkD5XQ8lecae6RRNXt7X0RX0i0 |
linkProvider | American Chemical Society |
linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1LT8MwDI5gHAAh3ojniBAHLh1d2iTdsRqbNtjGAZA4UaVpAojRTWs5wK_HabsHaBLcncpyHD9q-zNC57ZmGsy-tHjIIwuspLJCh4aWcqWuQgRtK2YGhbs91npwrx_pYwGTY2ZhgIkEvpRkRfwpukD18lV5pmPeo4toCYIQYrTZr99N2zlotrgVHo2ZJPLoGEVo9qjxQDL54YHWhiIBYeh8i8WMa2lu5DuKMqayjpK3ykcaVuTXL7zG_3G9idaLCBP7uUpsoQUVb6PVGdzBHfTkx7hR_P3GfpziOpjA-BPfgv14LwYzsd9_Hoxe05d3DHEtbo9hJSJczBZgEUe4nne64xz4HF9l_SC76KHZuK-3rGLRgiUg3EitKBKaclcRpiAvFdwNuXA5045QkmteY5I5glCiolDXtAMZoZLEgMFJqSOmiLOHSvEgVvsIQzZDQpcJaoD1dI16RDFpEG48WztaeweoDHIKioeSBFkNnFSDiaAO0MX4dgJZwJSbbRn9eaRnE9Jhjs0xj6j844onlITYkFlQ9_Avjk7Rcuu-2wk67d7NEVrJy0ncqtJjVEpHH-oEopI0LGfq-A1S59qO |
linkToPdf | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV3dS8MwEA9-gCjitzg_ZhAffKluaZN0j2Vz-DkFHfhkSdNExa0ba_egf72XNptTBvp-Kccl99W7-x1CxxXNNJh96fCIxw5YSeVELo0c5UldhQi6opgZFL5tsYu2d_VEn2yiaGZhgIkUvpTmRXyj1f1YW4SB6tmb8k3XvE9n0bwp15kXHdQfvls6aL68FRTHTBP5dIQkNHnUeCGZ_vBCy32RgkB0scliwr00V9HdmLG8q-T9dJhFp_LzF2bj_zlfQys20sRB8TTW0YxKNtDSBP7gJnoOEnxu_4LjIMlwHUxh8oHvwI507YAmDjovvcFb9trFEN_iyxG8RIztjAEWSYzrRcc7LgDQcSPvC9lC7eb5Y_3CsQsXHAFhR-bEsdCUe4owBfmp4F7EhceZdoWSXPMak8wVhBIVR7qmXcgMlSQGFE5KHTNF3G00l_QStYMwZDUk8pigBmBP16hPFJMG6cavaFdrv4TKIKvQKkwa5rVwUg3Hgiqhk9ENhdLClZutGZ1ppEdj0n6B0TGNqPzjmseUhFQgw6De7l8cHaKF-0YzvLlsXe-hxaKqxJ0q3Udz2WCoDiA4yaJy_iK_AJbW3RE |
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=An+Extended+Ant+Colony+Optimization+Algorithm+for+Integrated+Process+and+Control+System+Design&rft.jtitle=Industrial+%26+engineering+chemistry+research&rft.au=SCHLIITER%2C+Martin&rft.au=EGEA%2C+Jose+A&rft.au=ANTELO%2C+Luis+T&rft.au=ALONSO%2C+Antonio+A&rft.date=2009-07-15&rft.pub=American+Chemical+Society&rft.issn=0888-5885&rft.volume=48&rft.issue=14&rft.spage=6723&rft.epage=6738&rft_id=info:doi/10.1021%2Fie8016785&rft.externalDBID=n%2Fa&rft.externalDocID=22077254 |
thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0888-5885&client=summon |
thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0888-5885&client=summon |
thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0888-5885&client=summon |