Data-driven multi-period modeling and optimization for the industrial steam system of large-scale refineries
•A novel steam system model with periodic process steam demand is established.•The optimized model is proposed according to CO2 emission and outsourced steam.•Uncertainty of equipment failure is discretely classified into three scenarios.•Three cases of a real refinery are explored based on the prop...
Gespeichert in:
| Veröffentlicht in: | Chemical engineering science Jg. 282; S. 119112 |
|---|---|
| Hauptverfasser: | , , , , |
| Format: | Journal Article |
| Sprache: | Englisch |
| Veröffentlicht: |
Elsevier Ltd
05.12.2023
|
| Schlagworte: | |
| ISSN: | 0009-2509, 1873-4405 |
| Online-Zugang: | Volltext |
| Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
| Abstract | •A novel steam system model with periodic process steam demand is established.•The optimized model is proposed according to CO2 emission and outsourced steam.•Uncertainty of equipment failure is discretely classified into three scenarios.•Three cases of a real refinery are explored based on the proposed model.
Steam system modeling and optimization contributes toward low energy consumption for large-scale industrial refineries. However, formidable challenges have been generated by steam demand variation, the optimization of CO2 emissions and outsourced steam, the uncertainty of sudden equipment failures, and the introduction of new equipment. To address this issue, this work presents a novel steam system model with periodic process steam demand. The multiple cost factors of CO2 emission treatment and outsourced steam are considered and formulated as a mixed integer nonlinear programming optimization problem. A strategy to discretize the uncertainty of equipment failure into three main scenarios is proposed. The proposed model, strategy, and introduction of new equipment are demonstrated on three cases of industrial refinery steam systems. In case 1, the optimized operating costs have reduced by 1.5%. In case 2, the optimized average operating cost is 1,135,402 CNY/h. In case 3, with the introduction of the aromatics turbocharged turbine (ATT) and the letdown valve, the optimized operating costs are 1,292,182 CNY/h and 1,316,227 CNY/h respectively, confirming the feasibility of introducing ATTs. |
|---|---|
| AbstractList | •A novel steam system model with periodic process steam demand is established.•The optimized model is proposed according to CO2 emission and outsourced steam.•Uncertainty of equipment failure is discretely classified into three scenarios.•Three cases of a real refinery are explored based on the proposed model.
Steam system modeling and optimization contributes toward low energy consumption for large-scale industrial refineries. However, formidable challenges have been generated by steam demand variation, the optimization of CO2 emissions and outsourced steam, the uncertainty of sudden equipment failures, and the introduction of new equipment. To address this issue, this work presents a novel steam system model with periodic process steam demand. The multiple cost factors of CO2 emission treatment and outsourced steam are considered and formulated as a mixed integer nonlinear programming optimization problem. A strategy to discretize the uncertainty of equipment failure into three main scenarios is proposed. The proposed model, strategy, and introduction of new equipment are demonstrated on three cases of industrial refinery steam systems. In case 1, the optimized operating costs have reduced by 1.5%. In case 2, the optimized average operating cost is 1,135,402 CNY/h. In case 3, with the introduction of the aromatics turbocharged turbine (ATT) and the letdown valve, the optimized operating costs are 1,292,182 CNY/h and 1,316,227 CNY/h respectively, confirming the feasibility of introducing ATTs. |
| ArticleNumber | 119112 |
| Author | Xu, Tiantian Long, Jian Du, Wenli Li, Tianyue Zhao, Liang |
| Author_xml | – sequence: 1 givenname: Tiantian surname: Xu fullname: Xu, Tiantian – sequence: 2 givenname: Tianyue surname: Li fullname: Li, Tianyue – sequence: 3 givenname: Jian orcidid: 0000-0002-3221-309X surname: Long fullname: Long, Jian email: longjian@ecust.edu.cn, JianLong@ecust.edu.cn – sequence: 4 givenname: Liang orcidid: 0000-0002-3361-0783 surname: Zhao fullname: Zhao, Liang – sequence: 5 givenname: Wenli surname: Du fullname: Du, Wenli |
| BookMark | eNp9kMtOwzAQRS1UJNrCB7DzDyTYSVonYoXKU6rEBtbW1J6UqRK7st1K5etJKSsW1SyuZnHuaM6EjZx3yNitFLkUcn63yQ3GvBBFmUvZSFlcsLGsVZlVlZiN2FgI0WTFTDRXbBLjZliVkmLMukdIkNlAe3S833WJsi0G8pb33mJHbs3BWe63iXr6hkTe8dYHnr6Qk7O7mAJBx2NC6Hk8DNlz3_IOwhqzaKBDHrAlN3RivGaXLXQRb_5yyj6fnz4Wr9ny_eVt8bDMTNGolBWNqYwsawNzxKZs5qo9TlGXCDPbYquMAdVUq3IFFapyZgFqU8wFIIjaqnLK5KnXBB_jcF9vA_UQDloKfdSlN3rQpY-69EnXwKh_jKH0-28KQN1Z8v5E4vDSnjDoaAidQUsBTdLW0xn6BwmUihk |
| CitedBy_id | crossref_primary_10_1016_j_ces_2024_120733 crossref_primary_10_1016_j_apenergy_2024_123525 crossref_primary_10_1016_j_aei_2023_102199 crossref_primary_10_1007_s11270_024_07107_3 crossref_primary_10_1016_j_eswa_2024_126184 crossref_primary_10_1016_j_jclepro_2024_141133 |
| Cites_doi | 10.1021/ie402438t 10.1016/j.applthermaleng.2021.117790 10.1016/j.ijhydene.2022.06.121 10.1016/j.applthermaleng.2020.116161 10.1016/j.compchemeng.2022.107873 10.1021/acs.iecr.7b02434 10.1205/026387604323142603 10.1016/j.energy.2022.126032 10.1016/j.applthermaleng.2022.118208 10.1016/j.energy.2022.126335 10.1016/j.compchemeng.2019.106595 10.1021/acssuschemeng.0c00362 10.1016/j.jprocont.2018.12.013 10.1016/j.compchemeng.2016.04.003 10.1021/acs.iecr.8b05247 10.1016/j.applthermaleng.2019.02.032 10.1021/ie400607g 10.1016/j.energy.2015.12.112 10.1016/j.resourpol.2023.103348 10.1016/j.cherd.2019.09.028 10.1016/j.applthermaleng.2018.05.039 10.1016/j.compchemeng.2021.107374 10.1109/ACCESS.2020.3004849 10.1016/j.apenergy.2022.118771 10.1016/j.psep.2014.08.002 10.1016/j.applthermaleng.2013.04.001 10.1115/1.483186 10.1007/s10098-020-01992-y 10.1016/j.ces.2010.01.016 10.1016/j.applthermaleng.2019.114834 10.1016/j.energy.2019.03.160 10.1016/j.enconman.2018.11.001 10.1016/j.apenergy.2014.10.078 10.1016/j.energy.2011.03.056 10.1007/s10107-017-1125-8 10.1021/acs.energyfuels.2c00195 10.1016/j.ijrefrig.2017.12.015 10.1016/j.jclepro.2022.131072 10.1016/j.enconman.2020.112526 10.1016/j.compchemeng.2017.01.043 10.1016/j.aej.2021.03.064 10.1007/s10098-017-1365-6 10.1016/j.energy.2017.10.122 10.1016/j.ces.2022.117533 10.1016/j.fuel.2021.121647 10.1016/j.energy.2019.06.086 10.1016/j.energy.2020.116922 10.1287/moor.2022.1275 |
| ContentType | Journal Article |
| Copyright | 2023 Elsevier Ltd |
| Copyright_xml | – notice: 2023 Elsevier Ltd |
| DBID | AAYXX CITATION |
| DOI | 10.1016/j.ces.2023.119112 |
| DatabaseName | CrossRef |
| DatabaseTitle | CrossRef |
| DatabaseTitleList | |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Engineering |
| EISSN | 1873-4405 |
| ExternalDocumentID | 10_1016_j_ces_2023_119112 S0009250923006681 |
| GroupedDBID | --K --M -~X .~1 0R~ 1B1 1~. 1~5 29B 4.4 457 4G. 5GY 5VS 6J9 7-5 71M 8P~ 9JN AABNK AACTN AAEDT AAEDW AAIAV AAIKJ AAKOC AALRI AAOAW AAQFI AAQXK AAXUO ABFNM ABFRF ABJNI ABMAC ABNUV ABTAH ABXDB ABYKQ ACBEA ACDAQ ACGFO ACGFS ACNCT ACRLP ADBBV ADEWK ADEZE ADMUD AEBSH AEFWE AEKER AENEX AFKWA AFTJW AGHFR AGUBO AGYEJ AHHHB AHPOS AI. AIDUJ AIEXJ AIKHN AITUG AJBFU AJOXV AKURH ALMA_UNASSIGNED_HOLDINGS AMFUW AMRAJ ASPBG AVWKF AXJTR AZFZN BBWZM BKOJK BLXMC CS3 DU5 EBS EFJIC EFLBG EJD ENUVR EO8 EO9 EP2 EP3 F5P FDB FEDTE FGOYB FIRID FNPLU FYGXN G-Q G8K GBLVA HLY HVGLF HZ~ IHE J1W KOM LX7 M41 MO0 N9A NDZJH O-L O9- OAUVE OZT P-8 P-9 P2P PC. Q38 R2- RIG RNS ROL RPZ SC5 SCE SDF SDG SDP SES SEW SPC SPCBC SSG SSZ T5K T9H VH1 WUQ XFK XPP Y6R ZMT ZY4 ~02 ~G- 9DU AATTM AAXKI AAYWO AAYXX ABDPE ABWVN ACLOT ACRPL ACVFH ADCNI ADNMO AEIPS AEUPX AFJKZ AFPUW AGQPQ AIGII AIIUN AKBMS AKRWK AKYEP ANKPU APXCP CITATION EFKBS ~HD |
| ID | FETCH-LOGICAL-c297t-29c4c138ca6ee93967f7f7f283ea5dfef7cca794b3ba4e735daa8c260aea08d73 |
| ISICitedReferencesCount | 8 |
| ISICitedReferencesURI | http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=001075822500001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| ISSN | 0009-2509 |
| IngestDate | Tue Nov 18 22:28:08 EST 2025 Sat Nov 29 07:34:05 EST 2025 Fri Feb 23 02:34:33 EST 2024 |
| IsPeerReviewed | true |
| IsScholarly | true |
| Keywords | Uncertainty Refinery steam system Mixed-integer non-linear programming Multi-level optimization CO2 emission Multi-period modeling |
| Language | English |
| LinkModel | OpenURL |
| MergedId | FETCHMERGED-LOGICAL-c297t-29c4c138ca6ee93967f7f7f283ea5dfef7cca794b3ba4e735daa8c260aea08d73 |
| ORCID | 0000-0002-3361-0783 0000-0002-3221-309X |
| ParticipantIDs | crossref_primary_10_1016_j_ces_2023_119112 crossref_citationtrail_10_1016_j_ces_2023_119112 elsevier_sciencedirect_doi_10_1016_j_ces_2023_119112 |
| PublicationCentury | 2000 |
| PublicationDate | 2023-12-05 |
| PublicationDateYYYYMMDD | 2023-12-05 |
| PublicationDate_xml | – month: 12 year: 2023 text: 2023-12-05 day: 05 |
| PublicationDecade | 2020 |
| PublicationTitle | Chemical engineering science |
| PublicationYear | 2023 |
| Publisher | Elsevier Ltd |
| Publisher_xml | – name: Elsevier Ltd |
| References | Ketabchi, Mechleri, Arellano-Garcia (b0105) 2019; 152 Chang, Lund, Thellufsen, Østergaard (b0025) 2023; 265 Zhao, Ning, You (b0270) 2019; 65 Cui, Wang, Gao, Zhang (b0050) 2022; 207 Zhou, Liao, Wang, Jiang, Yang, Du (b0275) 2015; 139 Pérez-Uresti, Martín, Jiménez-Gutiérrez (b0175) 2020; 8 Han, Wang, Zhu, Che (b0075) 2018; 140 Tang, Zhang, Hu, He, Chen, Zhang (b0210) 2022; 344 Li, Du, Zhao, Qian (b0110) 2014; 53 Chen, Chen (b0030) 2014; 92 Trojan (b0215) 2019; 175 Bertsimas, Gupta, Kallus (b0015) 2018; 167 Long, Jiang, He, Zhao (b0130) 2021; 306 Shen, Wang, Huang, Ye, Qian (b0200) 2019; 58 Qian, Liu, He, Shu, Chen, Zhang (b0190) 2021; 151 Jebabli, Lahiani, Mefteh-Wali (b0100) 2023; 81 Boucheikhchoukh, Berger, Swartz, Deza, Nguyen, Jaffer (b0020) 2022; 164 Dai, Wang, He, Du, Zhong, Zhao, Qian (b0055) 2020; 136 Varbanov, Doyle, Smith (b0220) 2004; 82 Li, Leigh, Feron, Yu, Tade (b0115) 2016; 165 Huang, Lu, Luo, Chen, Yang, Liang, Wang, Chen (b0090) 2020; 195 Aminmahalati, Fazlali, Safikhani (b0005) 2022; 201 Andiappan, Ng (b0010) 2016; 91 Gao, Kleywegt (b0065) 2023; 48 Patole, Bandyopadhyay, Foo, Tan (b0170) 2017; 19 Pintarič, Varbanov, Klemeš, Kravanja (b0185) 2019; 189 Zhao, You (b0265) 2019; 182 Xu, Gu, Ma (b0240) 2019; 151 Yang, Vayanos, Barton (b0255) 2017; 56 Shukla, Chaturvedi (b0205) 2021; 23 Demerdash, El-Hameed, Eisawy, El-Arini (b0060) 2020; 13 Chen, Xu, Dong, Zhang, Gao, Tan (b0045) 2018; 90 Yang, Feng, Chu (b0250) 2013; 52 Long, Jiang, Liu, Wang, He, Zhao (b0135) 2022; 36 Chen, Kuhn, Wiesemann (b0035) 2022 Gong, Shao, Zhu (b0070) 2017; 118 Ibrahim, Ashour, Gadalla (b0095) 2021; 60 Piantadosi, Hayden (b0180) 2015 Luo, Zhang, Chen, Mo (b0140) 2011; 36 Martelli, Elsido, Mian, Marechal (b0145) 2017; 106 Wagner, Cooper, Dittmann, Kijima, Kretzschmar, Kruse, Maresˇ, Oguchi, Sato, Sto¨cker, Sˇifner, Takaishi, Tanishita, Tru¨benbach, Willkommen (b0225) 2000; 122 Shang, You (b0195) 2019; 75 Han, Wu, Jia, Geng, Zhong (b0080) 2019; 180 Li, Wang, Li, Wang, Zhao, Chen (b0120) 2020; 207 Medina-Flores, Picón-Núñez (b0150) 2010; 65 Wei, Zhai, Zhang, Yang, Du, Wei (b0235) 2020; 168 Yáñez, Meerman, Ramírez, Castillo, Faaij (b0245) 2022; 313 Wang, Zhang, Zhang, Wang, Lyu, Yue (b0230) 2022; 47 Zeng, Xiao, Li, Sun, Floudas, Li (b0260) 2018; 143 Han, Zheng, Luo, Qian, Yang (b0085) 2023; 263 Oliveira Francisco, Matos (b0165) 2004; 28 Zhu, Luo, Zhang, Chen, Mo (b0280) 2016; 97 Niu, Yin, Feng (b0160) 2022; 253 Moretti, Manzolini, Martelli (b0155) 2021; 184 Li, Zhang, Zhang (b0125) 2020; 8 Chen, Lin, Lee (b0040) 2013; 61 Demerdash (10.1016/j.ces.2023.119112_b0060) 2020; 13 Long (10.1016/j.ces.2023.119112_b0135) 2022; 36 Yáñez (10.1016/j.ces.2023.119112_b0245) 2022; 313 Zhao (10.1016/j.ces.2023.119112_b0270) 2019; 65 Li (10.1016/j.ces.2023.119112_b0125) 2020; 8 Martelli (10.1016/j.ces.2023.119112_b0145) 2017; 106 Jebabli (10.1016/j.ces.2023.119112_b0100) 2023; 81 Patole (10.1016/j.ces.2023.119112_b0170) 2017; 19 Chen (10.1016/j.ces.2023.119112_b0040) 2013; 61 Varbanov (10.1016/j.ces.2023.119112_b0220) 2004; 82 Ketabchi (10.1016/j.ces.2023.119112_b0105) 2019; 152 Han (10.1016/j.ces.2023.119112_b0075) 2018; 140 Han (10.1016/j.ces.2023.119112_b0080) 2019; 180 Qian (10.1016/j.ces.2023.119112_b0190) 2021; 151 Han (10.1016/j.ces.2023.119112_b0085) 2023; 263 Yang (10.1016/j.ces.2023.119112_b0255) 2017; 56 Moretti (10.1016/j.ces.2023.119112_b0155) 2021; 184 Chen (10.1016/j.ces.2023.119112_b0035) 2022 Trojan (10.1016/j.ces.2023.119112_b0215) 2019; 175 Xu (10.1016/j.ces.2023.119112_b0240) 2019; 151 Boucheikhchoukh (10.1016/j.ces.2023.119112_b0020) 2022; 164 Wang (10.1016/j.ces.2023.119112_b0230) 2022; 47 Zhou (10.1016/j.ces.2023.119112_b0275) 2015; 139 Medina-Flores (10.1016/j.ces.2023.119112_b0150) 2010; 65 Shang (10.1016/j.ces.2023.119112_b0195) 2019; 75 Long (10.1016/j.ces.2023.119112_b0130) 2021; 306 Zhu (10.1016/j.ces.2023.119112_b0280) 2016; 97 Chang (10.1016/j.ces.2023.119112_b0025) 2023; 265 Niu (10.1016/j.ces.2023.119112_b0160) 2022; 253 Ibrahim (10.1016/j.ces.2023.119112_b0095) 2021; 60 Yang (10.1016/j.ces.2023.119112_b0250) 2013; 52 Cui (10.1016/j.ces.2023.119112_b0050) 2022; 207 Wagner (10.1016/j.ces.2023.119112_b0225) 2000; 122 Li (10.1016/j.ces.2023.119112_b0120) 2020; 207 Zeng (10.1016/j.ces.2023.119112_b0260) 2018; 143 Luo (10.1016/j.ces.2023.119112_b0140) 2011; 36 Shukla (10.1016/j.ces.2023.119112_b0205) 2021; 23 Shen (10.1016/j.ces.2023.119112_b0200) 2019; 58 Andiappan (10.1016/j.ces.2023.119112_b0010) 2016; 91 Chen (10.1016/j.ces.2023.119112_b0045) 2018; 90 Pérez-Uresti (10.1016/j.ces.2023.119112_b0175) 2020; 8 Zhao (10.1016/j.ces.2023.119112_b0265) 2019; 182 Tang (10.1016/j.ces.2023.119112_b0210) 2022; 344 Dai (10.1016/j.ces.2023.119112_b0055) 2020; 136 Bertsimas (10.1016/j.ces.2023.119112_b0015) 2018; 167 Aminmahalati (10.1016/j.ces.2023.119112_b0005) 2022; 201 Wei (10.1016/j.ces.2023.119112_b0235) 2020; 168 Piantadosi (10.1016/j.ces.2023.119112_b0180) 2015 Chen (10.1016/j.ces.2023.119112_b0030) 2014; 92 Gao (10.1016/j.ces.2023.119112_b0065) 2023; 48 Huang (10.1016/j.ces.2023.119112_b0090) 2020; 195 Li (10.1016/j.ces.2023.119112_b0110) 2014; 53 |
| References_xml | – volume: 36 start-page: 6581 year: 2022 end-page: 6596 ident: b0135 article-title: Modified Hybrid Strategy Integrating Online Adjustable Oil Property Characterization and Data-Driven Robust Optimization under Uncertainty: Application in Gasoline Blending publication-title: Energy Fuels – volume: 13 start-page: 468 year: 2020 end-page: 484 ident: b0060 article-title: Optimal feed-water level control for steam generator in nuclear power plant based on meta-heuristic optimization publication-title: J. Radiat. Res. Appl. Sci. – volume: 81 start-page: 103348 year: 2023 ident: b0100 article-title: Quantile connectedness between CO2 emissions and economic growth in G7 countries publication-title: Resources Policy – volume: 58 start-page: 1686 year: 2019 end-page: 1700 ident: b0200 article-title: Modeling and Optimization of a Large-Scale Ethylene Plant Energy System with Energy Structure Analysis and Management publication-title: Ind. Eng. Chem. Res. – volume: 184 start-page: 116161 year: 2021 ident: b0155 article-title: MILP and MINLP models for the optimal scheduling of multi-energy systems accounting for delivery temperature of units, topology and non-isothermal mixing publication-title: Appl. Therm. Eng. – volume: 344 start-page: 131072 year: 2022 ident: b0210 article-title: Design optimization of industrial energy systems with energy consumption relaxation models for coupling process units and utility streams publication-title: Journal of Cleaner Production – volume: 165 start-page: 648 year: 2016 end-page: 659 ident: b0115 article-title: Systematic study of aqueous monoethanolamine (MEA)-based CO2 capture process: Techno-economic assessment of the MEA process and its improvements publication-title: Appl. Energy – volume: 65 start-page: e16500 year: 2019 ident: b0270 publication-title: Operational optimization of industrial steam systems under uncertainty using data-D riven adaptive robust optimization. – volume: 136 start-page: 106595 year: 2020 ident: b0055 article-title: Data-driven robust optimization for crude oil blending under uncertainty publication-title: Chem. Eng. Comput. – volume: 97 start-page: 191 year: 2016 end-page: 213 ident: b0280 article-title: Mathematical modeling, validation, and operation optimization of an industrial complex steam turbine network-methodology and application publication-title: Energy – volume: 201 start-page: 117790 year: 2022 ident: b0005 article-title: Study on the performance and optimization of CO boiler in the oil refinery publication-title: Appl. Therm. Eng. – volume: 60 start-page: 4593 year: 2021 end-page: 4606 ident: b0095 article-title: Refining plant energy optimization publication-title: Alex. Eng. J. – volume: 189 start-page: 116182 year: 2019 ident: b0185 article-title: Multi-objective multi-period synthesis of energy efficient processes under variable environmental taxes publication-title: Energy – volume: 152 start-page: 85 year: 2019 end-page: 94 ident: b0105 article-title: Increasing operational efficiency through the integration of an oil refinery and an ethylene production plant publication-title: Chem. Eng. Res. Des. – volume: 143 start-page: 881 year: 2018 end-page: 899 ident: b0260 article-title: A novel multi-period mixed-integer linear optimization model for optimal distribution of byproduct gases, steam and power in an iron and steel plant publication-title: Energy – volume: 36 start-page: 3501 year: 2011 end-page: 3512 ident: b0140 article-title: Modeling and optimization of a utility system containing multiple extractions steam turbines publication-title: Energy – volume: 52 start-page: 8305 year: 2013 end-page: 8310 ident: b0250 article-title: Graphical Analysis of the Integration of Heat Pumps in Chemical Process Systems publication-title: Ind. Eng. Chem. Res. – volume: 139 start-page: 365 year: 2015 end-page: 375 ident: b0275 article-title: Energy configuration and operation optimization of refinery fuel gas networks publication-title: Appl. Energy – volume: 48 start-page: 603 year: 2023 end-page: 655 ident: b0065 article-title: Distributionally Robust Stochastic Optimization with Wasserstein Distance publication-title: Mathematics of Operations Research – start-page: 9 year: 2015 ident: b0180 article-title: Utility-free heuristic models of two-option choice can mimic predictions of utility-stage models under many conditions – volume: 167 start-page: 235 year: 2018 end-page: 292 ident: b0015 article-title: Data-driven robust optimization publication-title: Mathematical Programming – volume: 195 start-page: 116922 year: 2020 ident: b0090 article-title: Synthesis and simultaneous MINLP optimization of heat exchanger network, steam Rankine cycle, and organic Rankine cycle publication-title: Energy – volume: 19 start-page: 1967 year: 2017 end-page: 1975 ident: b0170 article-title: Energy sector planning using multiple-index pinch analysis publication-title: Clean Technol. Environ. Policy – volume: 92 start-page: 532 year: 2014 end-page: 544 ident: b0030 article-title: A mathematical approach for retrofit and optimization of total site steam distribution networks publication-title: Process Saf. Environ. Prot. – volume: 263 start-page: 126032 year: 2023 ident: b0085 article-title: Multi-scenario data-driven robust optimisation for industrial steam power systems under uncertainty publication-title: Energy – volume: 28 start-page: 745 year: 2004 end-page: 753 ident: b0165 article-title: Multiperiod synthesis and operational planning of utility systems with environmental concerns publication-title: Chem. Eng. Comput. – volume: 47 start-page: 28188 year: 2022 end-page: 28203 ident: b0230 article-title: Efficiency and emissions of gas-fired industrial boiler fueled with hydrogen-enriched nature gas: A case study of 108 t/h steam boiler publication-title: International Journal of Hydrogen Energy – volume: 53 start-page: 11021 year: 2014 end-page: 11032 ident: b0110 article-title: Modeling and Optimization of a Steam System in a Chemical Plant Containing Multiple Direct Drive Steam Turbines publication-title: Ind. Eng. Chem. Res. – volume: 8 start-page: 119487 year: 2020 end-page: 119500 ident: b0125 article-title: Two-Stage Stochastic Programming for the Refined Oil Secondary Distribution With Uncertain Demand and Limited Inventory Capacity publication-title: IEEE Access – volume: 164 start-page: 107873 year: 2022 ident: b0020 article-title: Multiperiod refinery optimization for mitigating the impact of process unit shutdowns publication-title: Chem. Eng. Comput. – volume: 207 start-page: 112526 year: 2020 ident: b0120 article-title: Improving operational flexibility of integrated energy system with uncertain renewable generations considering thermal inertia of buildings publication-title: Energy Conv. Manag. – volume: 65 start-page: 2811 year: 2010 end-page: 2820 ident: b0150 article-title: Modelling the power production of single and multiple extraction steam turbines publication-title: Chem. Eng. Sci. – volume: 180 start-page: 240 year: 2019 end-page: 249 ident: b0080 article-title: Production capacity analysis and energy optimization of complex petrochemical industries using novel extreme learning machine integrating affinity propagation publication-title: Energy Conv. Manag. – volume: 8 start-page: 4580 year: 2020 end-page: 4597 ident: b0175 article-title: A Methodology for the Design of Flexible Renewable-Based Utility Plants publication-title: ACS Sustainable Chem. Eng. – volume: 182 start-page: 559 year: 2019 end-page: 569 ident: b0265 article-title: A data-driven approach for industrial utility systems optimization under uncertainty publication-title: Energy – volume: 61 start-page: 7 year: 2013 end-page: 16 ident: b0040 article-title: Retrofit of steam power plants in a petroleum refinery publication-title: Appl. Therm. Eng. – volume: 253 start-page: 117533 year: 2022 ident: b0160 article-title: An interval two-stage robust stochastic programming approach for steam power systems design and operation optimization under complex uncertainties publication-title: Chem. Eng. Sci. – volume: 82 start-page: 561 year: 2004 end-page: 578 ident: b0220 article-title: Modelling and Optimization of Utility Systems publication-title: Chem. Eng. Res. Des. – volume: 151 start-page: 107374 year: 2021 ident: b0190 article-title: Sustainable retrofit of petrochemical energy systems under multiple uncertainties using the stochastic optimization method publication-title: Chem. Eng. Comput. – volume: 75 start-page: 24 year: 2019 end-page: 39 ident: b0195 article-title: A data-driven robust optimization approach to scenario-based stochastic model predictive control publication-title: Journal of Process Control – volume: 151 start-page: 344 year: 2019 end-page: 353 ident: b0240 article-title: Data based online operational performance optimization with varying work conditions for steam-turbine system publication-title: Appl. Therm. Eng. – volume: 140 start-page: 334 year: 2018 end-page: 340 ident: b0075 article-title: Optimization of waste heat recovery power generation system for cement plant by combining pinch and exergy analysis methods publication-title: Appl. Therm. Eng. – volume: 168 start-page: 114834 year: 2020 ident: b0235 article-title: A MINLP model for multi-period optimization considering couple of gas-steam-electricity and time of use electricity price in steel plant publication-title: Appl. Therm. Eng. – volume: 122 start-page: 150 year: 2000 end-page: 184 ident: b0225 article-title: The IAPWS Industrial Formulation 1997 for the Thermodynamic Properties of Water and Steam publication-title: J. Eng. Gas Turbines Power – volume: 175 start-page: 1194 year: 2019 end-page: 1208 ident: b0215 article-title: Modeling of a steam boiler operation using the boiler nonlinear mathematical model publication-title: Energy – volume: 313 start-page: 118771 year: 2022 ident: b0245 article-title: Fully integrated CO2 mitigation strategy for an existing refinery: A case study in Colombia publication-title: Appl. Energy – volume: 90 start-page: 264 year: 2018 end-page: 276 ident: b0045 article-title: Pinch point analysis of heat exchange for liquid nature gas (LNG) cryogenic energy using in air separation unit publication-title: Int. J. Refrig. – volume: 91 start-page: 380 year: 2016 end-page: 391 ident: b0010 article-title: Synthesis of tri-generation systems: Technology selection, sizing and redundancy allocation based on operational strategy publication-title: Chem. Eng. Comput. – volume: 306 start-page: 121647 year: 2021 ident: b0130 article-title: Diesel blending under property uncertainty: A data-driven robust optimization approach publication-title: Fuel – volume: 118 start-page: 1370 year: 2017 end-page: 1379 ident: b0070 article-title: Energy efficiency evaluation in ethylene production process with respect to operation classification publication-title: Energy – volume: 23 start-page: 639 year: 2021 end-page: 652 ident: b0205 article-title: A Pinch Analysis approach for minimizing compression energy and capital investment in gas allocation network publication-title: Clean Technol. Environ. Policy – volume: 56 start-page: 12139 year: 2017 end-page: 12150 ident: b0255 article-title: Chance-Constrained Optimization for Refinery Blend Planning under Uncertainty publication-title: Ind. Eng. Chem. Res. – year: 2022 ident: b0035 article-title: Data-Driven Chance Constrained Programs over Wasserstein Balls publication-title: Operations Research – volume: 106 start-page: 663 year: 2017 end-page: 689 ident: b0145 article-title: MINLP model and two-stage algorithm for the simultaneous synthesis of heat exchanger networks, utility systems and heat recovery cycles publication-title: Chem. Eng. Comput. – volume: 265 start-page: 126335 year: 2023 ident: b0025 article-title: Perspectives on purpose-driven coupling of energy system models publication-title: Energy – volume: 207 start-page: 118208 year: 2022 ident: b0050 article-title: Pinch point characteristics and performance evaluation of CO2 heat pump water heater under variable working conditions publication-title: Appl. Therm. Eng. – volume: 53 start-page: 11021 issue: 27 year: 2014 ident: 10.1016/j.ces.2023.119112_b0110 article-title: Modeling and optimization of a steam system in a chemical plant containing multiple direct drive steam turbines publication-title: Ind. Eng. Chem. Res. doi: 10.1021/ie402438t – volume: 201 start-page: 117790 year: 2022 ident: 10.1016/j.ces.2023.119112_b0005 article-title: Study on the performance and optimization of CO boiler in the oil refinery publication-title: Appl. Therm. Eng. doi: 10.1016/j.applthermaleng.2021.117790 – volume: 47 start-page: 28188 issue: 65 year: 2022 ident: 10.1016/j.ces.2023.119112_b0230 article-title: Efficiency and emissions of gas-fired industrial boiler fueled with hydrogen-enriched nature gas: a case study of 108 t/h steam boiler publication-title: Int. J. Hydrogen Energy doi: 10.1016/j.ijhydene.2022.06.121 – volume: 184 start-page: 116161 year: 2021 ident: 10.1016/j.ces.2023.119112_b0155 article-title: MILP and MINLP models for the optimal scheduling of multi-energy systems accounting for delivery temperature of units, topology and non-isothermal mixing publication-title: Appl. Therm. Eng. doi: 10.1016/j.applthermaleng.2020.116161 – volume: 164 start-page: 107873 year: 2022 ident: 10.1016/j.ces.2023.119112_b0020 article-title: Multiperiod refinery optimization for mitigating the impact of process unit shutdowns publication-title: Chem. Eng. Comput. doi: 10.1016/j.compchemeng.2022.107873 – volume: 56 start-page: 12139 issue: 42 year: 2017 ident: 10.1016/j.ces.2023.119112_b0255 article-title: Chance-constrained optimization for refinery blend planning under uncertainty publication-title: Ind. Eng. Chem. Res. doi: 10.1021/acs.iecr.7b02434 – start-page: 9 year: 2015 ident: 10.1016/j.ces.2023.119112_b0180 – volume: 82 start-page: 561 issue: 5 year: 2004 ident: 10.1016/j.ces.2023.119112_b0220 article-title: Modelling and optimization of utility systems publication-title: Chem. Eng. Res. Des. doi: 10.1205/026387604323142603 – volume: 263 start-page: 126032 year: 2023 ident: 10.1016/j.ces.2023.119112_b0085 article-title: Multi-scenario data-driven robust optimisation for industrial steam power systems under uncertainty publication-title: Energy doi: 10.1016/j.energy.2022.126032 – volume: 207 start-page: 118208 year: 2022 ident: 10.1016/j.ces.2023.119112_b0050 article-title: Pinch point characteristics and performance evaluation of CO2 heat pump water heater under variable working conditions publication-title: Appl. Therm. Eng. doi: 10.1016/j.applthermaleng.2022.118208 – volume: 265 start-page: 126335 year: 2023 ident: 10.1016/j.ces.2023.119112_b0025 article-title: Perspectives on purpose-driven coupling of energy system models publication-title: Energy doi: 10.1016/j.energy.2022.126335 – volume: 136 start-page: 106595 year: 2020 ident: 10.1016/j.ces.2023.119112_b0055 article-title: Data-driven robust optimization for crude oil blending under uncertainty publication-title: Chem. Eng. Comput. doi: 10.1016/j.compchemeng.2019.106595 – volume: 8 start-page: 4580 issue: 11 year: 2020 ident: 10.1016/j.ces.2023.119112_b0175 article-title: A methodology for the design of flexible renewable-based utility plants publication-title: ACS Sustainable Chem. Eng. doi: 10.1021/acssuschemeng.0c00362 – volume: 75 start-page: 24 year: 2019 ident: 10.1016/j.ces.2023.119112_b0195 article-title: A data-driven robust optimization approach to scenario-based stochastic model predictive control publication-title: J. Process Control doi: 10.1016/j.jprocont.2018.12.013 – volume: 91 start-page: 380 year: 2016 ident: 10.1016/j.ces.2023.119112_b0010 article-title: Synthesis of tri-generation systems: technology selection, sizing and redundancy allocation based on operational strategy publication-title: Chem. Eng. Comput. doi: 10.1016/j.compchemeng.2016.04.003 – volume: 58 start-page: 1686 issue: 4 year: 2019 ident: 10.1016/j.ces.2023.119112_b0200 article-title: Modeling and Optimization of a large-scale ethylene plant energy system with energy structure analysis and management publication-title: Ind. Eng. Chem. Res. doi: 10.1021/acs.iecr.8b05247 – volume: 151 start-page: 344 year: 2019 ident: 10.1016/j.ces.2023.119112_b0240 article-title: Data based online operational performance optimization with varying work conditions for steam-turbine system publication-title: Appl. Therm. Eng. doi: 10.1016/j.applthermaleng.2019.02.032 – volume: 52 start-page: 8305 issue: 24 year: 2013 ident: 10.1016/j.ces.2023.119112_b0250 article-title: Graphical analysis of the integration of heat pumps in chemical process systems publication-title: Ind. Eng. Chem. Res. doi: 10.1021/ie400607g – volume: 97 start-page: 191 year: 2016 ident: 10.1016/j.ces.2023.119112_b0280 article-title: Mathematical modeling, validation, and operation optimization of an industrial complex steam turbine network-methodology and application publication-title: Energy doi: 10.1016/j.energy.2015.12.112 – volume: 81 start-page: 103348 year: 2023 ident: 10.1016/j.ces.2023.119112_b0100 article-title: Quantile connectedness between CO2 emissions and economic growth in G7 countries publication-title: Resour. Policy doi: 10.1016/j.resourpol.2023.103348 – volume: 152 start-page: 85 year: 2019 ident: 10.1016/j.ces.2023.119112_b0105 article-title: Increasing operational efficiency through the integration of an oil refinery and an ethylene production plant publication-title: Chem. Eng. Res. Des. doi: 10.1016/j.cherd.2019.09.028 – volume: 140 start-page: 334 year: 2018 ident: 10.1016/j.ces.2023.119112_b0075 article-title: Optimization of waste heat recovery power generation system for cement plant by combining pinch and exergy analysis methods publication-title: Appl. Therm. Eng. doi: 10.1016/j.applthermaleng.2018.05.039 – volume: 151 start-page: 107374 year: 2021 ident: 10.1016/j.ces.2023.119112_b0190 article-title: Sustainable retrofit of petrochemical energy systems under multiple uncertainties using the stochastic optimization method publication-title: Chem. Eng. Comput. doi: 10.1016/j.compchemeng.2021.107374 – volume: 8 start-page: 119487 year: 2020 ident: 10.1016/j.ces.2023.119112_b0125 article-title: Two-stage stochastic programming for the refined oil secondary distribution with uncertain demand and limited inventory capacity publication-title: IEEE Access doi: 10.1109/ACCESS.2020.3004849 – volume: 313 start-page: 118771 year: 2022 ident: 10.1016/j.ces.2023.119112_b0245 article-title: Fully integrated CO2 mitigation strategy for an existing refinery: a case study in Colombia publication-title: Appl. Energy doi: 10.1016/j.apenergy.2022.118771 – volume: 92 start-page: 532 issue: 6 year: 2014 ident: 10.1016/j.ces.2023.119112_b0030 article-title: A mathematical approach for retrofit and optimization of total site steam distribution networks publication-title: Process Saf. Environ. Prot. doi: 10.1016/j.psep.2014.08.002 – volume: 61 start-page: 7 issue: 1 year: 2013 ident: 10.1016/j.ces.2023.119112_b0040 article-title: Retrofit of steam power plants in a petroleum refinery publication-title: Appl. Therm. Eng. doi: 10.1016/j.applthermaleng.2013.04.001 – volume: 122 start-page: 150 issue: 1 year: 2000 ident: 10.1016/j.ces.2023.119112_b0225 article-title: The IAPWS Industrial Formulation 1997 for the thermodynamic properties of water and steam publication-title: J. Eng. Gas Turbines Power doi: 10.1115/1.483186 – volume: 23 start-page: 639 issue: 2 year: 2021 ident: 10.1016/j.ces.2023.119112_b0205 article-title: A Pinch analysis approach for minimizing compression energy and capital investment in gas allocation network publication-title: Clean Technol. Environ. Policy doi: 10.1007/s10098-020-01992-y – volume: 65 start-page: 2811 issue: 9 year: 2010 ident: 10.1016/j.ces.2023.119112_b0150 article-title: Modelling the power production of single and multiple extraction steam turbines publication-title: Chem. Eng. Sci. doi: 10.1016/j.ces.2010.01.016 – volume: 168 start-page: 114834 year: 2020 ident: 10.1016/j.ces.2023.119112_b0235 article-title: A MINLP model for multi-period optimization considering couple of gas-steam-electricity and time of use electricity price in steel plant publication-title: Appl. Therm. Eng. doi: 10.1016/j.applthermaleng.2019.114834 – volume: 13 start-page: 468 issue: 1 year: 2020 ident: 10.1016/j.ces.2023.119112_b0060 article-title: Optimal feed-water level control for steam generator in nuclear power plant based on meta-heuristic optimization publication-title: J. Radiat. Res. Appl. Sci. – volume: 175 start-page: 1194 year: 2019 ident: 10.1016/j.ces.2023.119112_b0215 article-title: Modeling of a steam boiler operation using the boiler nonlinear mathematical model publication-title: Energy doi: 10.1016/j.energy.2019.03.160 – volume: 180 start-page: 240 year: 2019 ident: 10.1016/j.ces.2023.119112_b0080 article-title: Production capacity analysis and energy optimization of complex petrochemical industries using novel extreme learning machine integrating affinity propagation publication-title: Energy Conv. Manag. doi: 10.1016/j.enconman.2018.11.001 – volume: 139 start-page: 365 year: 2015 ident: 10.1016/j.ces.2023.119112_b0275 article-title: Energy configuration and operation optimization of refinery fuel gas networks publication-title: Appl. Energy doi: 10.1016/j.apenergy.2014.10.078 – volume: 36 start-page: 3501 issue: 5 year: 2011 ident: 10.1016/j.ces.2023.119112_b0140 article-title: Modeling and optimization of a utility system containing multiple extractions steam turbines publication-title: Energy doi: 10.1016/j.energy.2011.03.056 – volume: 167 start-page: 235 issue: 2 year: 2018 ident: 10.1016/j.ces.2023.119112_b0015 article-title: Data-driven robust optimization publication-title: Math. Program. doi: 10.1007/s10107-017-1125-8 – volume: 65 start-page: e16500 year: 2019 ident: 10.1016/j.ces.2023.119112_b0270 publication-title: Operational optimization of industrial steam systems under uncertainty using data-D riven adaptive robust optimization. – volume: 36 start-page: 6581 issue: 12 year: 2022 ident: 10.1016/j.ces.2023.119112_b0135 article-title: Modified hybrid strategy integrating online adjustable oil property characterization and data-driven robust optimization under uncertainty: application in gasoline blending publication-title: Energy Fuels doi: 10.1021/acs.energyfuels.2c00195 – volume: 90 start-page: 264 year: 2018 ident: 10.1016/j.ces.2023.119112_b0045 article-title: Pinch point analysis of heat exchange for liquid nature gas (LNG) cryogenic energy using in air separation unit publication-title: Int. J. Refrig. doi: 10.1016/j.ijrefrig.2017.12.015 – volume: 344 start-page: 131072 year: 2022 ident: 10.1016/j.ces.2023.119112_b0210 article-title: Design optimization of industrial energy systems with energy consumption relaxation models for coupling process units and utility streams publication-title: J. Clean. Prod. doi: 10.1016/j.jclepro.2022.131072 – volume: 207 start-page: 112526 year: 2020 ident: 10.1016/j.ces.2023.119112_b0120 article-title: Improving operational flexibility of integrated energy system with uncertain renewable generations considering thermal inertia of buildings publication-title: Energy Conv. Manag. doi: 10.1016/j.enconman.2020.112526 – volume: 106 start-page: 663 year: 2017 ident: 10.1016/j.ces.2023.119112_b0145 article-title: MINLP model and two-stage algorithm for the simultaneous synthesis of heat exchanger networks, utility systems and heat recovery cycles publication-title: Chem. Eng. Comput. doi: 10.1016/j.compchemeng.2017.01.043 – volume: 60 start-page: 4593 issue: 5 year: 2021 ident: 10.1016/j.ces.2023.119112_b0095 article-title: Refining plant energy optimization publication-title: Alex. Eng. J. doi: 10.1016/j.aej.2021.03.064 – volume: 19 start-page: 1967 issue: 7 year: 2017 ident: 10.1016/j.ces.2023.119112_b0170 article-title: Energy sector planning using multiple-index pinch analysis publication-title: Clean Technol. Environ. Policy doi: 10.1007/s10098-017-1365-6 – volume: 143 start-page: 881 year: 2018 ident: 10.1016/j.ces.2023.119112_b0260 article-title: A novel multi-period mixed-integer linear optimization model for optimal distribution of byproduct gases, steam and power in an iron and steel plant publication-title: Energy doi: 10.1016/j.energy.2017.10.122 – volume: 253 start-page: 117533 year: 2022 ident: 10.1016/j.ces.2023.119112_b0160 article-title: An interval two-stage robust stochastic programming approach for steam power systems design and operation optimization under complex uncertainties publication-title: Chem. Eng. Sci. doi: 10.1016/j.ces.2022.117533 – year: 2022 ident: 10.1016/j.ces.2023.119112_b0035 article-title: Data-driven chance constrained programs over wasserstein balls publication-title: Oper. Res. – volume: 306 start-page: 121647 year: 2021 ident: 10.1016/j.ces.2023.119112_b0130 article-title: Diesel blending under property uncertainty: a data-driven robust optimization approach publication-title: Fuel doi: 10.1016/j.fuel.2021.121647 – volume: 182 start-page: 559 year: 2019 ident: 10.1016/j.ces.2023.119112_b0265 article-title: A data-driven approach for industrial utility systems optimization under uncertainty publication-title: Energy doi: 10.1016/j.energy.2019.06.086 – volume: 195 start-page: 116922 year: 2020 ident: 10.1016/j.ces.2023.119112_b0090 article-title: Synthesis and simultaneous MINLP optimization of heat exchanger network, steam Rankine cycle, and organic Rankine cycle publication-title: Energy doi: 10.1016/j.energy.2020.116922 – volume: 48 start-page: 603 issue: 2 year: 2023 ident: 10.1016/j.ces.2023.119112_b0065 article-title: Distributionally robust stochastic optimization with wasserstein distance publication-title: Math. Oper. Res. doi: 10.1287/moor.2022.1275 |
| SSID | ssj0007710 |
| Score | 2.469461 |
| Snippet | •A novel steam system model with periodic process steam demand is established.•The optimized model is proposed according to CO2 emission and outsourced... |
| SourceID | crossref elsevier |
| SourceType | Enrichment Source Index Database Publisher |
| StartPage | 119112 |
| SubjectTerms | CO2 emission Mixed-integer non-linear programming Multi-level optimization Multi-period modeling Refinery steam system Uncertainty |
| Title | Data-driven multi-period modeling and optimization for the industrial steam system of large-scale refineries |
| URI | https://dx.doi.org/10.1016/j.ces.2023.119112 |
| Volume | 282 |
| WOSCitedRecordID | wos001075822500001&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: 1873-4405 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0007710 issn: 0009-2509 databaseCode: AIEXJ dateStart: 19950101 isFulltext: true titleUrlDefault: https://www.sciencedirect.com providerName: Elsevier |
| link | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1LTxsxELZS6KE9oNKHSqGVD5xaOdqX4_UR8VCLEOJApaiXlV-rBoVdFBJEr_xyxrG9a2ip4EAirSLLO7vK92U863wzg9B2MlJFKYUkEiAghRY1ETpRhFIhTCopRBj1stkEOz4ux2N-MhjchFyYqylrmvL6ml88K9QwBmDb1NknwN0ZhQH4DKDDEWCH46OA3xNzQfTMejEnFyS2mHGrXdObkJPYgqs49zmYndRw0vfxsOCf-zrPNqCcWsU4uQREbZ-V2qYMBvlhqHMQSg-YvsThN7_ABljHC8cPgDOi5dEkjP5ZdFOPglY4mvjrt2jdRoLwC67fr8jypfaD3vHBnEDgxWMfnLkORN6L2qJzTlz9l4N3ew1nQ3CiQ2t92M-9W0z73iLXSQ-Dqu2sAhOVNVE5Ey_QasYoB8-4uvNjf3zYreeMpUnox2fvO_w3vlQJ3ruPf0c3UcRy-gat-UcNvOMoso4GpnmLXkcFKN-haUQWHJMFB7JgIAuOyYKBLBjIgnuy4CVZsCMLbmsckQX3ZHmPfh7sn-5-J77_BlEZZ3OScVWoNC-VGBnDcz5itX1DQGoE1bWpGfz8wZ_LXIrCsJxqIUoFD8jCiKTULP-AVpq2MR8RHpVScZPmCmKjQsu65JKqTMALwk2d0g2UhO-tUr44ve2RMq0exGsDfe1OuXCVWf43uQhgVJ75LmSsgFgPn_bpKdfYRK96vm-hlflsYT6jl-pqPrmcffGsugW4YJ5L |
| 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=Data-driven+multi-period+modeling+and+optimization+for+the+industrial+steam+system+of+large-scale+refineries&rft.jtitle=Chemical+engineering+science&rft.au=Xu%2C+Tiantian&rft.au=Li%2C+Tianyue&rft.au=Long%2C+Jian&rft.au=Zhao%2C+Liang&rft.date=2023-12-05&rft.issn=0009-2509&rft.volume=282&rft.spage=119112&rft_id=info:doi/10.1016%2Fj.ces.2023.119112&rft.externalDBID=n%2Fa&rft.externalDocID=10_1016_j_ces_2023_119112 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0009-2509&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0009-2509&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0009-2509&client=summon |