Process schemes of ethanol coupling to C4 olefins based on a genetic algorithm for back propagation neural network optimization
C4 olefin is an important feedstock for the chemical industry. Designing an effective and stable industrial process for preparing C4 olefin from renewable ethanol is crucial for further sustainable chemical production. In this study, a comprehensive evaluation system of an experimental scheme was co...
Saved in:
Published in | Heliyon Vol. 8; no. 12; p. e12301 |
---|---|
Main Authors | , , , , , |
Format | Journal Article |
Language | English |
Published |
England
Elsevier Ltd
01.12.2022
Elsevier |
Subjects | |
Online Access | Get full text |
Cover
Loading…
Abstract | C4 olefin is an important feedstock for the chemical industry. Designing an effective and stable industrial process for preparing C4 olefin from renewable ethanol is crucial for further sustainable chemical production. In this study, a comprehensive evaluation system of an experimental scheme was constructed based on the Analytic Hierarchy Process/Entropy Weight Method-Technique for Order Preference by Similarity to Ideal Solution (AHP/EWM-TOPSIS) and Chemical production indicators. Using this evaluation system, a Back Propagation Neural Network (BPNN) based on a Genetic Algorithm (GA) was constructed after simulating C4 olefin production conditions using the Improved Mixed Congruential method. Subsequently, the production scheme with the highest evaluation score was determined when the temperature was not limited and when the temperature was lower than 350°C through a series of mathematical models. Overall, our mathematical models provide guidance for the commercial production of ethanol to butene and effectively reduce the risk of scaling up the chemical process to pilot or industrial scale.
•A scientific evaluation system for evaluating the production of C4 olefins.•Construction of neural network and prediction of C4 olefin yield based on production indicators.•Mixed Congruential method was improved and used to simulate experimental parameters.•The yield of C4 olefin produced by ethanol under different experimental conditions was analyzed.
Ethanol to C4 olefins; TOPSIS; BPNN optimizes chemical process; Improved mixed congruential method |
---|---|
AbstractList | C4 olefin is an important feedstock for the chemical industry. Designing an effective and stable industrial process for preparing C4 olefin from renewable ethanol is crucial for further sustainable chemical production. In this study, a comprehensive evaluation system of an experimental scheme was constructed based on the Analytic Hierarchy Process/Entropy Weight Method-Technique for Order Preference by Similarity to Ideal Solution (AHP/EWM-TOPSIS) and Chemical production indicators. Using this evaluation system, a Back Propagation Neural Network (BPNN) based on a Genetic Algorithm (GA) was constructed after simulating C4 olefin production conditions using the Improved Mixed Congruential method. Subsequently, the production scheme with the highest evaluation score was determined when the temperature was not limited and when the temperature was lower than 350°C through a series of mathematical models. Overall, our mathematical models provide guidance for the commercial production of ethanol to butene and effectively reduce the risk of scaling up the chemical process to pilot or industrial scale.
•A scientific evaluation system for evaluating the production of C4 olefins.•Construction of neural network and prediction of C4 olefin yield based on production indicators.•Mixed Congruential method was improved and used to simulate experimental parameters.•The yield of C4 olefin produced by ethanol under different experimental conditions was analyzed.
Ethanol to C4 olefins; TOPSIS; BPNN optimizes chemical process; Improved mixed congruential method C4 olefin is an important feedstock for the chemical industry. Designing an effective and stable industrial process for preparing C4 olefin from renewable ethanol is crucial for further sustainable chemical production. In this study, a comprehensive evaluation system of an experimental scheme was constructed based on the Analytic Hierarchy Process/Entropy Weight Method-Technique for Order Preference by Similarity to Ideal Solution (AHP/EWM-TOPSIS) and Chemical production indicators. Using this evaluation system, a Back Propagation Neural Network (BPNN) based on a Genetic Algorithm (GA) was constructed after simulating C4 olefin production conditions using the Improved Mixed Congruential method. Subsequently, the production scheme with the highest evaluation score was determined when the temperature was not limited and when the temperature was lower than 350°C through a series of mathematical models. Overall, our mathematical models provide guidance for the commercial production of ethanol to butene and effectively reduce the risk of scaling up the chemical process to pilot or industrial scale. C4 olefin is an important feedstock for the chemical industry. Designing an effective and stable industrial process for preparing C4 olefin from renewable ethanol is crucial for further sustainable chemical production. In this study, a comprehensive evaluation system of an experimental scheme was constructed based on the Analytic Hierarchy Process/Entropy Weight Method-Technique for Order Preference by Similarity to Ideal Solution (AHP/EWM-TOPSIS) and Chemical production indicators. Using this evaluation system, a Back Propagation Neural Network (BPNN) based on a Genetic Algorithm (GA) was constructed after simulating C4 olefin production conditions using the Improved Mixed Congruential method. Subsequently, the production scheme with the highest evaluation score was determined when the temperature was not limited and when the temperature was lower than 350°C through a series of mathematical models. Overall, our mathematical models provide guidance for the commercial production of ethanol to butene and effectively reduce the risk of scaling up the chemical process to pilot or industrial scale. • A scientific evaluation system for evaluating the production of C4 olefins. • Construction of neural network and prediction of C4 olefin yield based on production indicators. • Mixed Congruential method was improved and used to simulate experimental parameters. • The yield of C4 olefin produced by ethanol under different experimental conditions was analyzed. Ethanol to C4 olefins; TOPSIS; BPNN optimizes chemical process; Improved mixed congruential method |
ArticleNumber | e12301 |
Author | Zhao, Lingling Jin, Shuo Li, Danlu Liu, Jiaxin Li, Minghan Huang, Jingyi |
Author_xml | – sequence: 1 givenname: Minghan orcidid: 0000-0002-3718-2210 surname: Li fullname: Li, Minghan organization: School of Life and Pharmaceutical Sciences, Dalian University of Technology, 2 Dagong Road, Panjin, Liaoning 124221, PR China – sequence: 2 givenname: Lingling surname: Zhao fullname: Zhao, Lingling organization: Panjin Campus, Dalian University of Technology, 2 Dagong Road, Panjin, Liaoning 124221, PR China – sequence: 3 givenname: Shuo surname: Jin fullname: Jin, Shuo organization: School of Life and Pharmaceutical Sciences, Dalian University of Technology, 2 Dagong Road, Panjin, Liaoning 124221, PR China – sequence: 4 givenname: Danlu surname: Li fullname: Li, Danlu organization: School of Life and Pharmaceutical Sciences, Dalian University of Technology, 2 Dagong Road, Panjin, Liaoning 124221, PR China – sequence: 5 givenname: Jingyi surname: Huang fullname: Huang, Jingyi organization: Panjin Campus, Dalian University of Technology, 2 Dagong Road, Panjin, Liaoning 124221, PR China – sequence: 6 givenname: Jiaxin orcidid: 0000-0002-4454-2472 surname: Liu fullname: Liu, Jiaxin email: glu_jiaxinliu@mail.dlut.edu.cn organization: China Nuclear Power Engineering Co., Ltd., 117 North West Third Ring Road, Beijing 100840, PR China |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/36578395$$D View this record in MEDLINE/PubMed |
BookMark | eNqFUk1v1DAQjVARLaU_AeQjl138ESf2BYRWfFSqBAc4W449znqb2MHOtioX_jreZqnaE6cZed68mXl-L6uTEANU1WuC1wST5t1uvYXB38WwppjSNRDKMHlWndEa85Woa3zyKD-tLnLeYYwJF41s2YvqlDW8FUzys-rP9xQN5Iyy2cIIGUWHYN7qEAdk4n4afOjRHNGmRnEA50NGnc5gUQxIox4CzN4gPfQx-Xk7IhdTAZhrNKU46V7PvgAD7JMeSphvY7pGcZr96H_f115Vz50eMlwc43n18_OnH5uvq6tvXy43H69Wpq4FWWlDGlk7Zlshbds6bDkVmjsuMek4J6zlLbYN67QVGlOQDJgRousYWGIYY-fV5cJro96pKflRpzsVtVf3DzH1SqdyygDK4rYRljjZCl43WHZONpJqWksB3BlZuN4vXNO-G8EaCHM57wnp00rwW9XHGyVbSYrsheDtkSDFX3vIsxp9NjAMOkDcZ0VbLmnDMT_szReoSTHnBO5hDMHq4AW1U0cvqIMX1OKF0vfm8Y4PXf9-vgA-LAAoqt94SCobD8GA9QnMXGTx_xnxF2XLzFE |
CitedBy_id | crossref_primary_10_1016_j_heliyon_2023_e21724 |
Cites_doi | 10.1007/s11164-021-04488-6 10.1021/acscatal.9b02566 10.1016/j.inoche.2020.108197 10.1002/cssc.201100168 10.1186/s13065-014-0053-4 10.1016/j.heliyon.2018.e00516 10.1006/ffta.1999.0257 10.1016/j.enconman.2009.03.013 10.1016/j.rser.2016.07.015 10.1016/j.jcat.2022.07.020 10.1016/j.jece.2021.106152 10.1016/j.cej.2013.08.058 10.1002/adma.201905548 10.1016/j.egyr.2021.10.121 10.1016/j.cej.2021.134485 10.1126/science.aac6368 10.1007/s11237-020-09654-2 10.1016/S0098-1354(01)00714-1 10.1016/j.compchemeng.2016.04.020 10.1252/kakoronbunshu.34.396 10.1016/j.catcom.2012.01.030 10.1021/sc400245s 10.1016/S0926-860X(03)00363-6 10.1016/j.joei.2018.10.013 10.1007/s00706-019-02388-5 10.1016/j.apcata.2011.12.009 10.1016/j.apcata.2018.11.010 10.3390/catal7100306 10.1016/j.cej.2017.07.020 10.1021/acssuschemeng.0c02678 10.1016/j.jiec.2020.12.014 10.1016/j.apenergy.2014.10.056 10.1016/S1872-2067(14)60077-2 10.1016/j.ijhydene.2020.09.136 10.1016/S2095-4956(13)60008-X 10.1016/j.jcat.2016.08.024 10.1039/C5CY01261A 10.1016/j.fuel.2015.02.063 10.1016/j.cej.2015.03.008 10.1016/S1004-9541(14)60027-6 10.1016/j.cattod.2010.10.003 10.1039/C9GC01290G 10.1039/D1GC02854E 10.1016/S0255-2701(00)00092-1 10.1016/j.cjche.2015.11.027 10.1016/j.compchemeng.2021.107295 10.1016/j.ijhydene.2021.07.060 |
ContentType | Journal Article |
Copyright | 2022 The Author(s) 2022 The Author(s). 2022 The Author(s) 2022 |
Copyright_xml | – notice: 2022 The Author(s) – notice: 2022 The Author(s). – notice: 2022 The Author(s) 2022 |
DBID | 6I. AAFTH NPM AAYXX CITATION 7X8 5PM DOA |
DOI | 10.1016/j.heliyon.2022.e12301 |
DatabaseName | ScienceDirect Open Access Titles Elsevier:ScienceDirect:Open Access PubMed CrossRef MEDLINE - Academic PubMed Central (Full Participant titles) DOAJ Directory of Open Access Journals |
DatabaseTitle | PubMed CrossRef MEDLINE - Academic |
DatabaseTitleList | PubMed |
Database_xml | – sequence: 1 dbid: DOA name: DAOJ: Directory of Open Access Journals url: https://www.doaj.org/ sourceTypes: Open Website – sequence: 2 dbid: NPM name: PubMed url: https://proxy.k.utb.cz/login?url=http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed sourceTypes: Index Database |
DeliveryMethod | fulltext_linktorsrc |
Discipline | Medicine |
EISSN | 2405-8440 |
EndPage | e12301 |
ExternalDocumentID | oai_doaj_org_article_d0768d1f97854609bf9692a2498e5fc9 10_1016_j_heliyon_2022_e12301 36578395 S2405844022035897 |
Genre | Journal Article |
GroupedDBID | 0R~ 0SF 457 53G 5VS 6I. AACTN AAEDW AAFTH AAFWJ AALRI ABMAC ACGFS ACLIJ ADBBV ADEZE ADVLN AEXQZ AFPKN AFTJW AGHFR AITUG AKRWK ALMA_UNASSIGNED_HOLDINGS AMRAJ AOIJS BAWUL BCNDV DIK EBS EJD FDB GROUPED_DOAJ HYE IPNFZ KQ8 M~E NCXOZ O9- OK1 RIG ROL RPM SSZ AFJKZ NPM AAYXX CITATION 7X8 5PM |
ID | FETCH-LOGICAL-c4481-ac1694f3d789d77f0d528a5f5901b55137570d63bad8a02e93e3c88bb3ed1c333 |
IEDL.DBID | RPM |
ISSN | 2405-8440 |
IngestDate | Tue Oct 22 15:14:55 EDT 2024 Tue Sep 17 21:31:46 EDT 2024 Wed Jul 24 16:33:08 EDT 2024 Thu Sep 26 20:35:52 EDT 2024 Wed Oct 16 00:40:23 EDT 2024 Sat Aug 24 15:42:01 EDT 2024 |
IsDoiOpenAccess | true |
IsOpenAccess | true |
IsPeerReviewed | true |
IsScholarly | true |
Issue | 12 |
Keywords | Improved mixed congruential method Ethanol to C4 olefins TOPSIS BPNN optimizes chemical process |
Language | English |
License | This is an open access article under the CC BY-NC-ND license. 2022 The Author(s). This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
LinkModel | DirectLink |
MergedId | FETCHMERGED-LOGICAL-c4481-ac1694f3d789d77f0d528a5f5901b55137570d63bad8a02e93e3c88bb3ed1c333 |
Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23 |
ORCID | 0000-0002-3718-2210 0000-0002-4454-2472 |
OpenAccessLink | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9791839/ |
PMID | 36578395 |
PQID | 2759265053 |
PQPubID | 23479 |
ParticipantIDs | doaj_primary_oai_doaj_org_article_d0768d1f97854609bf9692a2498e5fc9 pubmedcentral_primary_oai_pubmedcentral_nih_gov_9791839 proquest_miscellaneous_2759265053 crossref_primary_10_1016_j_heliyon_2022_e12301 pubmed_primary_36578395 elsevier_sciencedirect_doi_10_1016_j_heliyon_2022_e12301 |
PublicationCentury | 2000 |
PublicationDate | 2022-12-01 |
PublicationDateYYYYMMDD | 2022-12-01 |
PublicationDate_xml | – month: 12 year: 2022 text: 2022-12-01 day: 01 |
PublicationDecade | 2020 |
PublicationPlace | England |
PublicationPlace_xml | – name: England |
PublicationTitle | Heliyon |
PublicationTitleAlternate | Heliyon |
PublicationYear | 2022 |
Publisher | Elsevier Ltd Elsevier |
Publisher_xml | – name: Elsevier Ltd – name: Elsevier |
References | Gonzalez, Murciano, Perales, Martinez, Vidal-Barrero, Campoy (br0030) 2019; 570 Demirbas, Balat, Balat (br0060) 2009; 50 Ding, Gulec, Johnson, Schweitzer, Stucky, Marks, Stair (br0180) 2015; 350 Phung, Busca (br0230) 2015; 272 Dahan, Landau, Herskowitz (br0090) 2021; 95 Meng, Mao, Guo, Lu (br0350) 2012; 21 Wang, Weng, Zhou, Lv, Miao, Zhang, Han, Scott, Schüth, Lu (br0250) 2019; 9 Liu, Dong, Liu (br0420) 2014; 22 Jones (br0160) 2014; 8 Li, Gao, Wang, Zhang, Gao, Yang, Sun, Liu, Pan (br0290) 2022; 433 Pedrozo, Rodriguez Reartes, Vecchietti, Diaz, Grossmann (br0190) 2021; 149 Elinson, Vereshchagin, Anisina, Krymov, Fakhrutdinov, Egorov (br0430) 2019; 150 Ndou, Plint, Coville (br0220) 2003; 251 Liu, Liu, Liu, Cao, Han, Xu (br0330) 2001; 25 Gao, Feng, Yin, Wang, Jiang (br0480) 2013; 233 Camacho, Alonso-Fariñas, Perales, Vidal-Barrero, Ollero (br0150) 2020; 8 Pang, Zheng, He, Li, Pan, Wang, Wang, Zhang (br0450) 2016; 344 Wan, Zhang, Lin (br0170) 2020; 32 Katoh, Yamazaki, Kikuchi, Okada, Yoshikawa, Wada (br0110) 2008; 34 Guo, Wang, Guan, Chen, Qin, Mu, Xian (br0260) 2014; 35 Le (br0050) 2018; 4 KhazaiePoul, Soleimani, Salahi (br0370) 2016; 24 Al-Shafei, Albahar, Aljishi, Aljishi (br0440) 2021; 9 Atsonios, Kougioumtzis, Panopoulos, Kakaras (br0080) 2015; 138 Iwamoto, Kasai, Haishi (br0300) 2011; 4 Ogihara, Imai, Kurokawa (br0500) 2020; 45 Fang, Qiu, Chen (br0270) 2016; 91 Abilov, Zeybek (br0320) 2000; 39 Niederreiter, Shparlinski (br0410) 1999; 5 Aditiya, Mahlia, Chong, Nur, Sebayang (br0070) 2016; 66 Melisa, Mauricio, Andrea, Elisa, Alejandro, Nestor, Juan (br0020) 2020; 6 Smith, Dagle, Flake, Ramasamy, Kovarik, Bowden, Onfroy, Dagle (br0140) 2016; 6 Pourpasha, Farshad, Heris (br0310) 2021; 7 Wang, Liu, Luo, Li, Li, Macian-Juan (br0280) 2021; 46 Li, Zhang, Liu (br0380) 2017; 7 Carvalho, de Avillez, Rodrigues, Borges, Appel (br0460) 2012; 415 Mayorov, Asabina, Zhukova, Osaulenko, Pet'kov, Lavrenov, Kovalskii, Fionov (br0130) 2021; 47 Ramasamy, Wang (br0240) 2013; 22 Song, Wang, Yang, Pan, Zheng (br0490) 2020; 121 Leon, Diaz, Ordonez (br0120) 2011; 164 Zhang, Yoo, Davison, Liu, Schaidle, Tao, Li (br0040) 2021; 23 Akubo, Nahil, Williams (br0510) 2019; 92 Fu, Li, Li, Liu, Feng, Wang, Zhao, Liu (br0010) 2022; 413 Eagan, Moore, McClelland, Wittrig, Canales, Lanci, Huber (br0100) 2019; 21 Riera, Roy, Sarkar, Stanica (br0400) 2021; 14 Nobarzad, Tahmasebpoor, Imani, Pevida, Heris (br0200) 2021; 9 Guo, Xiao (br0340) 2002; 17 Zhang, Liu, Xu, Yue, Tian, Feng (br0390) 2013; 1 Cinelli, Castilho, Freire, Castro (br0470) 2015; 150 Chen, Maneerung, Tsang, Ok, Wang (br0360) 2017; 328 Kyriienko, Larina, Soloviev, Orlyk (br0210) 2020; 56 Phung (10.1016/j.heliyon.2022.e12301_br0230) 2015; 272 Abilov (10.1016/j.heliyon.2022.e12301_br0320) 2000; 39 Iwamoto (10.1016/j.heliyon.2022.e12301_br0300) 2011; 4 Demirbas (10.1016/j.heliyon.2022.e12301_br0060) 2009; 50 Wang (10.1016/j.heliyon.2022.e12301_br0250) 2019; 9 Jones (10.1016/j.heliyon.2022.e12301_br0160) 2014; 8 Leon (10.1016/j.heliyon.2022.e12301_br0120) 2011; 164 Chen (10.1016/j.heliyon.2022.e12301_br0360) 2017; 328 Cinelli (10.1016/j.heliyon.2022.e12301_br0470) 2015; 150 Ndou (10.1016/j.heliyon.2022.e12301_br0220) 2003; 251 Riera (10.1016/j.heliyon.2022.e12301_br0400) 2021; 14 Le (10.1016/j.heliyon.2022.e12301_br0050) 2018; 4 Nobarzad (10.1016/j.heliyon.2022.e12301_br0200) 2021; 9 Dahan (10.1016/j.heliyon.2022.e12301_br0090) 2021; 95 Wang (10.1016/j.heliyon.2022.e12301_br0280) 2021; 46 Ramasamy (10.1016/j.heliyon.2022.e12301_br0240) 2013; 22 Al-Shafei (10.1016/j.heliyon.2022.e12301_br0440) 2021; 9 Liu (10.1016/j.heliyon.2022.e12301_br0330) 2001; 25 Li (10.1016/j.heliyon.2022.e12301_br0380) 2017; 7 Pang (10.1016/j.heliyon.2022.e12301_br0450) 2016; 344 Carvalho (10.1016/j.heliyon.2022.e12301_br0460) 2012; 415 Zhang (10.1016/j.heliyon.2022.e12301_br0040) 2021; 23 Kyriienko (10.1016/j.heliyon.2022.e12301_br0210) 2020; 56 Atsonios (10.1016/j.heliyon.2022.e12301_br0080) 2015; 138 Niederreiter (10.1016/j.heliyon.2022.e12301_br0410) 1999; 5 Gonzalez (10.1016/j.heliyon.2022.e12301_br0030) 2019; 570 Mayorov (10.1016/j.heliyon.2022.e12301_br0130) 2021; 47 Fu (10.1016/j.heliyon.2022.e12301_br0010) 2022; 413 Ogihara (10.1016/j.heliyon.2022.e12301_br0500) 2020; 45 Fang (10.1016/j.heliyon.2022.e12301_br0270) 2016; 91 Akubo (10.1016/j.heliyon.2022.e12301_br0510) 2019; 92 Zhang (10.1016/j.heliyon.2022.e12301_br0390) 2013; 1 KhazaiePoul (10.1016/j.heliyon.2022.e12301_br0370) 2016; 24 Li (10.1016/j.heliyon.2022.e12301_br0290) 2022; 433 Eagan (10.1016/j.heliyon.2022.e12301_br0100) 2019; 21 Gao (10.1016/j.heliyon.2022.e12301_br0480) 2013; 233 Guo (10.1016/j.heliyon.2022.e12301_br0340) 2002; 17 Guo (10.1016/j.heliyon.2022.e12301_br0260) 2014; 35 Melisa (10.1016/j.heliyon.2022.e12301_br0020) 2020; 6 Liu (10.1016/j.heliyon.2022.e12301_br0420) 2014; 22 Katoh (10.1016/j.heliyon.2022.e12301_br0110) 2008; 34 Meng (10.1016/j.heliyon.2022.e12301_br0350) 2012; 21 Song (10.1016/j.heliyon.2022.e12301_br0490) 2020; 121 Elinson (10.1016/j.heliyon.2022.e12301_br0430) 2019; 150 Camacho (10.1016/j.heliyon.2022.e12301_br0150) 2020; 8 Pourpasha (10.1016/j.heliyon.2022.e12301_br0310) 2021; 7 Aditiya (10.1016/j.heliyon.2022.e12301_br0070) 2016; 66 Ding (10.1016/j.heliyon.2022.e12301_br0180) 2015; 350 Pedrozo (10.1016/j.heliyon.2022.e12301_br0190) 2021; 149 Wan (10.1016/j.heliyon.2022.e12301_br0170) 2020; 32 Smith (10.1016/j.heliyon.2022.e12301_br0140) 2016; 6 |
References_xml | – volume: 32 year: 2020 ident: br0170 article-title: Toward efficient carbon and water cycles: emerging opportunities with single-site catalysts made of 3d transition metals publication-title: Adv. Mater. contributor: fullname: Lin – volume: 7 start-page: 8447 year: 2021 end-page: 8464 ident: br0310 article-title: Modeling and optimization the effective parameters of nanofluid heat transfer performance using artificial neural network and genetic algorithm method publication-title: Energy Rep. contributor: fullname: Heris – volume: 9 start-page: 7204 year: 2019 end-page: 7216 ident: br0250 article-title: Direct, selective production of aromatic alcohols from ethanol using a tailored bifunctional cobalt-hydroxyapatite catalyst publication-title: ACS Catal. contributor: fullname: Lu – volume: 121 year: 2020 ident: br0490 article-title: The transformation strategies between homogeneous and heterogeneous catalysts for the coupling reactions of CO publication-title: Inorg. Chem. Commun. contributor: fullname: Zheng – volume: 233 start-page: 349 year: 2013 end-page: 359 ident: br0480 article-title: Coupling reaction between ethanol dehydrogenation and maleic anhydride hydrogenation catalyzed by Cu/Al publication-title: Chem. Eng. J. contributor: fullname: Jiang – volume: 433 year: 2022 ident: br0290 article-title: In-situ introduction of highly active TiO for enhancing hydrogen storage performance of LiBH4 publication-title: Chem. Eng. J. contributor: fullname: Pan – volume: 164 start-page: 436 year: 2011 end-page: 442 ident: br0120 article-title: Ethanol catalytic condensation over Mg-Al mixed oxides derived from hydrotalcites publication-title: Catal. Today contributor: fullname: Ordonez – volume: 25 start-page: 11 year: 2001 end-page: 12 ident: br0330 article-title: Design of CO2 hydrogenation catalyst by an artificial neural network publication-title: Comput. Chem. Eng. contributor: fullname: Xu – volume: 23 start-page: 9534 year: 2021 end-page: 9548 ident: br0040 article-title: Towards cost-competitive middle distillate fuels from ethanol within a market-flexible biorefinery concept publication-title: Green Chem. contributor: fullname: Li – volume: 47 start-page: 3645 year: 2021 end-page: 3659 ident: br0130 article-title: Catalytic properties of the framework-structured zirconium-containing phosphates in ethanol conversion publication-title: Res. Chem. Intermed. contributor: fullname: Fionov – volume: 350 start-page: 189 year: 2015 end-page: 192 ident: br0180 article-title: Identification of active sites in CO oxidation and water-gas shift over supported Pt catalysts publication-title: Science contributor: fullname: Stair – volume: 34 start-page: 396 year: 2008 end-page: 401 ident: br0110 article-title: Conversion of bio-ethanol into hydrocarbons over HZSM-5 catalyst publication-title: Kagaku Kogaku Ronbunshu contributor: fullname: Wada – volume: 17 start-page: 250 year: 2002 end-page: 253 ident: br0340 article-title: Interval prediction of pseudo-random sequences generated by multiplicative congruential method publication-title: Chin. J. Radio Sci. contributor: fullname: Xiao – volume: 50 start-page: 1746 year: 2009 end-page: 1760 ident: br0060 article-title: Potential contribution of biomass to the sustainable energy development publication-title: Energy Convers. Manag. contributor: fullname: Balat – volume: 138 start-page: 346 year: 2015 end-page: 366 ident: br0080 article-title: Alternative thermochemical routes for aviation biofuels via alcohols synthesis: process modeling, techno-economic assessment and comparison publication-title: Appl. Energy contributor: fullname: Kakaras – volume: 251 start-page: 337 year: 2003 end-page: 345 ident: br0220 article-title: Dimerisation of ethanol to butanol over solid-base catalysts publication-title: Appl. Catal. A, Gen. contributor: fullname: Coville – volume: 344 start-page: 184 year: 2016 end-page: 193 ident: br0450 article-title: Upgrading ethanol to n-butanol over highly dispersed Ni-MgAlO catalysts publication-title: J. Catal. contributor: fullname: Zhang – volume: 24 start-page: 491 year: 2016 end-page: 498 ident: br0370 article-title: Solubility prediction of disperse dyes in supercritical carbon dioxide and ethanol as co-solvent using neural network publication-title: Chin. J. Chem. Eng. contributor: fullname: Salahi – volume: 272 start-page: 92 year: 2015 end-page: 101 ident: br0230 article-title: Diethyl ether cracking and ethanol dehydration: acid catalysis and reaction paths publication-title: Chem. Eng. J. contributor: fullname: Busca – volume: 4 start-page: 1055 year: 2011 end-page: 1058 ident: br0300 article-title: Conversion of ethanol into polyolefin building blocks: reaction pathways on nickel ion-loaded mesoporous silica publication-title: ChemSusChem contributor: fullname: Haishi – volume: 95 start-page: 156 year: 2021 end-page: 169 ident: br0090 article-title: Effect of surface acidity-basicity balance in modified ZnxZryOz catalyst on its performance in the conversion of hydrous ethanol to hydrocarbons publication-title: Ind. Eng. Chem. Res. contributor: fullname: Herskowitz – volume: 5 start-page: 246 year: 1999 end-page: 253 ident: br0410 article-title: On the distribution and lattice structure of nonlinear congruential pseudorandom numbers publication-title: Finite Fields Appl. contributor: fullname: Shparlinski – volume: 7 start-page: 306 year: 2017 ident: br0380 article-title: Application of artificial neural networks for catalysis: a review publication-title: Catalysts contributor: fullname: Liu – volume: 22 start-page: 65 year: 2013 end-page: 71 ident: br0240 article-title: Catalyst activity comparison of alcohols over zeolites publication-title: J. Energy Chem. contributor: fullname: Wang – volume: 150 start-page: 1073 year: 2019 end-page: 1078 ident: br0430 article-title: Selective multicomponent'one-pot' approach to the new 5-(4-hydroxy-6-methyl-2-oxo-2H-pyran-3-yl)chromeno 2, 3-b pyridine scaffold in pyridine-ethanol catalyst/solvent system publication-title: Monatsh. Chem. contributor: fullname: Egorov – volume: 8 start-page: 53 year: 2014 ident: br0160 article-title: Catalytic transformation of ethanol into 1, 3-butadiene publication-title: Cent. Eur. J. Chem. contributor: fullname: Jones – volume: 8 start-page: 10201 year: 2020 end-page: 10211 ident: br0150 article-title: Techno-economic and life-cycle assessment of one-step production of 1, 3-butadiene from bioethanol using reaction data under industrial operating conditions publication-title: ACS Sustain. Chem. Eng. contributor: fullname: Ollero – volume: 415 start-page: 96 year: 2012 end-page: 100 ident: br0460 article-title: Mg and Al mixed oxides and the synthesis of n-butanol from ethanol publication-title: Appl. Catal. A, Gen. contributor: fullname: Appel – volume: 56 start-page: 213 year: 2020 end-page: 242 ident: br0210 article-title: Catalytic conversion of ethanol into 1, 3-butadiene: achievements and prospects: a review publication-title: Theor. Exp. Chem. contributor: fullname: Orlyk – volume: 150 start-page: 721 year: 2015 end-page: 729 ident: br0470 article-title: A brief review on the emerging technology of ethanol production by cold hydrolysis of raw starch publication-title: Fuel contributor: fullname: Castro – volume: 91 start-page: 182 year: 2016 end-page: 194 ident: br0270 article-title: Improvement of ethylene cracking reaction network with network flow analysis algorithm publication-title: Comput. Chem. Eng. contributor: fullname: Chen – volume: 21 start-page: 52 year: 2012 end-page: 57 ident: br0350 article-title: The effect of crystal sizes of HZSM-5 zeolites in ethanol conversion to propylene publication-title: Catal. Commun. contributor: fullname: Lu – volume: 9 year: 2021 ident: br0200 article-title: Improved CO2 adsorption capacity and fluidization behavior of silica-coated amine-functionalized multi-walled carbon nanotubes publication-title: Chem. Eng. J. contributor: fullname: Heris – volume: 149 year: 2021 ident: br0190 article-title: Optimal design of ethylene and propylene coproduction plants with generalized disjunctive programming and state equipment network models publication-title: Comput. Chem. Eng. contributor: fullname: Grossmann – volume: 35 start-page: 733 year: 2014 end-page: 740 ident: br0260 article-title: Selective hydrogenation of D-glucose to D-sorbitol over Ru/ZSM-5 catalysts publication-title: Chin. J. Catal. contributor: fullname: Xian – volume: 22 start-page: 131 year: 2014 end-page: 135 ident: br0420 article-title: Performance of Ni/Nano-ZrO publication-title: Chin. J. Chem. Eng. contributor: fullname: Liu – volume: 413 start-page: 648 year: 2022 end-page: 657 ident: br0010 article-title: Selective conversion of 2-methylfuran to 3-acetyl-1-propanol in water over Pd@HZSM-5 catalyst with balanced metal-acid cooperation publication-title: J. Catal. contributor: fullname: Liu – volume: 328 start-page: 246 year: 2017 end-page: 273 ident: br0360 article-title: Valorization of biomass to hydroxymethylfurfural, levulinic acid, and fatty acid methyl ester by heterogeneous catalysts publication-title: Chem. Eng. J. contributor: fullname: Wang – volume: 6 start-page: 2325 year: 2016 end-page: 2336 ident: br0140 article-title: Conversion of syngas-derived C-2+ mixed oxygenates to C-3-C-5 olefins over ZnxZryOz mixed oxide catalysts publication-title: Catal. Sci. Technol. contributor: fullname: Dagle – volume: 46 start-page: 31563 year: 2021 end-page: 31585 ident: br0280 article-title: Thermo-economic analysis and optimization of the very high temperature gas-cooled reactor-based nuclear hydrogen production system using copper-chlorine cycle publication-title: Int. J. Hydrog. Energy contributor: fullname: Macian-Juan – volume: 4 year: 2018 ident: br0050 article-title: An assessment of the potential for the development of the shale gas industry in countries outside of North America publication-title: Heliyon contributor: fullname: Le – volume: 39 start-page: 449 year: 2000 end-page: 458 ident: br0320 article-title: Use of neural network for modeling of non-linear process integration technology in chemical engineering publication-title: Chem. Eng. Process. contributor: fullname: Zeybek – volume: 21 start-page: 3300 year: 2019 end-page: 3318 ident: br0100 article-title: Catalytic synthesis of distillate-range ethers and olefins from ethanol through Guerbet coupling and etherification publication-title: Green Chem. contributor: fullname: Huber – volume: 6 year: 2020 ident: br0020 article-title: Catalytic assessment of solid materials for the pyrolytic conversion of low-density polyethylene into fuels publication-title: Heliyon contributor: fullname: Juan – volume: 14 start-page: 1 year: 2021 end-page: 18 ident: br0400 article-title: A hybrid inversive congruential pseudorandom number generator with high period publication-title: Eur. J. Appl. Math. contributor: fullname: Stanica – volume: 92 start-page: 1987 year: 2019 end-page: 1996 ident: br0510 article-title: Pyrolysis-catalytic steam reforming of agricultural biomass wastes and biomass components for production of hydrogen/syngas publication-title: J. Energy Inst. contributor: fullname: Williams – volume: 66 start-page: 631 year: 2016 end-page: 653 ident: br0070 article-title: Second generation bioethanol production: a critical review publication-title: Renew. Sustain. Energy Rev. contributor: fullname: Sebayang – volume: 1 start-page: 1493 year: 2013 end-page: 1497 ident: br0390 article-title: Hydrothermal synthesis of 1-butanol from ethanol catalyzed with commercial cobalt powder publication-title: ACS Sustain. Chem. Eng. contributor: fullname: Feng – volume: 570 start-page: 96 year: 2019 end-page: 106 ident: br0030 article-title: Ethanol conversion into 1, 3-butadiene over a mixed Hf-Zn catalyst: a study of the reaction pathway and catalyst deactivation publication-title: Appl. Catal. A, Gen. contributor: fullname: Campoy – volume: 45 start-page: 33612 year: 2020 end-page: 33622 ident: br0500 article-title: Decomposition and coupling of methane over Pd–Au/Al publication-title: Int. J. Hydrog. Energy contributor: fullname: Kurokawa – volume: 9 year: 2021 ident: br0440 article-title: CO2 coupling reaction with methane by using trimetallic catalysts publication-title: J. Environ. Chem. Eng. contributor: fullname: Aljishi – volume: 47 start-page: 3645 year: 2021 ident: 10.1016/j.heliyon.2022.e12301_br0130 article-title: Catalytic properties of the framework-structured zirconium-containing phosphates in ethanol conversion publication-title: Res. Chem. Intermed. doi: 10.1007/s11164-021-04488-6 contributor: fullname: Mayorov – volume: 9 start-page: 7204 year: 2019 ident: 10.1016/j.heliyon.2022.e12301_br0250 article-title: Direct, selective production of aromatic alcohols from ethanol using a tailored bifunctional cobalt-hydroxyapatite catalyst publication-title: ACS Catal. doi: 10.1021/acscatal.9b02566 contributor: fullname: Wang – volume: 17 start-page: 250 year: 2002 ident: 10.1016/j.heliyon.2022.e12301_br0340 article-title: Interval prediction of pseudo-random sequences generated by multiplicative congruential method publication-title: Chin. J. Radio Sci. contributor: fullname: Guo – volume: 121 year: 2020 ident: 10.1016/j.heliyon.2022.e12301_br0490 article-title: The transformation strategies between homogeneous and heterogeneous catalysts for the coupling reactions of CO2 and epoxides/olefins publication-title: Inorg. Chem. Commun. doi: 10.1016/j.inoche.2020.108197 contributor: fullname: Song – volume: 4 start-page: 1055 year: 2011 ident: 10.1016/j.heliyon.2022.e12301_br0300 article-title: Conversion of ethanol into polyolefin building blocks: reaction pathways on nickel ion-loaded mesoporous silica publication-title: ChemSusChem doi: 10.1002/cssc.201100168 contributor: fullname: Iwamoto – volume: 8 start-page: 53 year: 2014 ident: 10.1016/j.heliyon.2022.e12301_br0160 article-title: Catalytic transformation of ethanol into 1, 3-butadiene publication-title: Cent. Eur. J. Chem. doi: 10.1186/s13065-014-0053-4 contributor: fullname: Jones – volume: 4 year: 2018 ident: 10.1016/j.heliyon.2022.e12301_br0050 article-title: An assessment of the potential for the development of the shale gas industry in countries outside of North America publication-title: Heliyon doi: 10.1016/j.heliyon.2018.e00516 contributor: fullname: Le – volume: 5 start-page: 246 year: 1999 ident: 10.1016/j.heliyon.2022.e12301_br0410 article-title: On the distribution and lattice structure of nonlinear congruential pseudorandom numbers publication-title: Finite Fields Appl. doi: 10.1006/ffta.1999.0257 contributor: fullname: Niederreiter – volume: 50 start-page: 1746 year: 2009 ident: 10.1016/j.heliyon.2022.e12301_br0060 article-title: Potential contribution of biomass to the sustainable energy development publication-title: Energy Convers. Manag. doi: 10.1016/j.enconman.2009.03.013 contributor: fullname: Demirbas – volume: 66 start-page: 631 year: 2016 ident: 10.1016/j.heliyon.2022.e12301_br0070 article-title: Second generation bioethanol production: a critical review publication-title: Renew. Sustain. Energy Rev. doi: 10.1016/j.rser.2016.07.015 contributor: fullname: Aditiya – volume: 413 start-page: 648 year: 2022 ident: 10.1016/j.heliyon.2022.e12301_br0010 article-title: Selective conversion of 2-methylfuran to 3-acetyl-1-propanol in water over Pd@HZSM-5 catalyst with balanced metal-acid cooperation publication-title: J. Catal. doi: 10.1016/j.jcat.2022.07.020 contributor: fullname: Fu – volume: 9 year: 2021 ident: 10.1016/j.heliyon.2022.e12301_br0440 article-title: CO2 coupling reaction with methane by using trimetallic catalysts publication-title: J. Environ. Chem. Eng. doi: 10.1016/j.jece.2021.106152 contributor: fullname: Al-Shafei – volume: 233 start-page: 349 year: 2013 ident: 10.1016/j.heliyon.2022.e12301_br0480 article-title: Coupling reaction between ethanol dehydrogenation and maleic anhydride hydrogenation catalyzed by Cu/Al2O3, Cu/ZrO2, and Cu/ZnO catalysts publication-title: Chem. Eng. J. doi: 10.1016/j.cej.2013.08.058 contributor: fullname: Gao – volume: 9 year: 2021 ident: 10.1016/j.heliyon.2022.e12301_br0200 article-title: Improved CO2 adsorption capacity and fluidization behavior of silica-coated amine-functionalized multi-walled carbon nanotubes publication-title: Chem. Eng. J. contributor: fullname: Nobarzad – volume: 32 year: 2020 ident: 10.1016/j.heliyon.2022.e12301_br0170 article-title: Toward efficient carbon and water cycles: emerging opportunities with single-site catalysts made of 3d transition metals publication-title: Adv. Mater. doi: 10.1002/adma.201905548 contributor: fullname: Wan – volume: 7 start-page: 8447 year: 2021 ident: 10.1016/j.heliyon.2022.e12301_br0310 article-title: Modeling and optimization the effective parameters of nanofluid heat transfer performance using artificial neural network and genetic algorithm method publication-title: Energy Rep. doi: 10.1016/j.egyr.2021.10.121 contributor: fullname: Pourpasha – volume: 433 year: 2022 ident: 10.1016/j.heliyon.2022.e12301_br0290 article-title: In-situ introduction of highly active TiO for enhancing hydrogen storage performance of LiBH4 publication-title: Chem. Eng. J. doi: 10.1016/j.cej.2021.134485 contributor: fullname: Li – volume: 350 start-page: 189 year: 2015 ident: 10.1016/j.heliyon.2022.e12301_br0180 article-title: Identification of active sites in CO oxidation and water-gas shift over supported Pt catalysts publication-title: Science doi: 10.1126/science.aac6368 contributor: fullname: Ding – volume: 56 start-page: 213 year: 2020 ident: 10.1016/j.heliyon.2022.e12301_br0210 article-title: Catalytic conversion of ethanol into 1, 3-butadiene: achievements and prospects: a review publication-title: Theor. Exp. Chem. doi: 10.1007/s11237-020-09654-2 contributor: fullname: Kyriienko – volume: 25 start-page: 11 year: 2001 ident: 10.1016/j.heliyon.2022.e12301_br0330 article-title: Design of CO2 hydrogenation catalyst by an artificial neural network publication-title: Comput. Chem. Eng. doi: 10.1016/S0098-1354(01)00714-1 contributor: fullname: Liu – volume: 91 start-page: 182 year: 2016 ident: 10.1016/j.heliyon.2022.e12301_br0270 article-title: Improvement of ethylene cracking reaction network with network flow analysis algorithm publication-title: Comput. Chem. Eng. doi: 10.1016/j.compchemeng.2016.04.020 contributor: fullname: Fang – volume: 34 start-page: 396 year: 2008 ident: 10.1016/j.heliyon.2022.e12301_br0110 article-title: Conversion of bio-ethanol into hydrocarbons over HZSM-5 catalyst publication-title: Kagaku Kogaku Ronbunshu doi: 10.1252/kakoronbunshu.34.396 contributor: fullname: Katoh – volume: 21 start-page: 52 year: 2012 ident: 10.1016/j.heliyon.2022.e12301_br0350 article-title: The effect of crystal sizes of HZSM-5 zeolites in ethanol conversion to propylene publication-title: Catal. Commun. doi: 10.1016/j.catcom.2012.01.030 contributor: fullname: Meng – volume: 1 start-page: 1493 year: 2013 ident: 10.1016/j.heliyon.2022.e12301_br0390 article-title: Hydrothermal synthesis of 1-butanol from ethanol catalyzed with commercial cobalt powder publication-title: ACS Sustain. Chem. Eng. doi: 10.1021/sc400245s contributor: fullname: Zhang – volume: 251 start-page: 337 year: 2003 ident: 10.1016/j.heliyon.2022.e12301_br0220 article-title: Dimerisation of ethanol to butanol over solid-base catalysts publication-title: Appl. Catal. A, Gen. doi: 10.1016/S0926-860X(03)00363-6 contributor: fullname: Ndou – volume: 92 start-page: 1987 year: 2019 ident: 10.1016/j.heliyon.2022.e12301_br0510 article-title: Pyrolysis-catalytic steam reforming of agricultural biomass wastes and biomass components for production of hydrogen/syngas publication-title: J. Energy Inst. doi: 10.1016/j.joei.2018.10.013 contributor: fullname: Akubo – volume: 150 start-page: 1073 year: 2019 ident: 10.1016/j.heliyon.2022.e12301_br0430 article-title: Selective multicomponent'one-pot' approach to the new 5-(4-hydroxy-6-methyl-2-oxo-2H-pyran-3-yl)chromeno 2, 3-b pyridine scaffold in pyridine-ethanol catalyst/solvent system publication-title: Monatsh. Chem. doi: 10.1007/s00706-019-02388-5 contributor: fullname: Elinson – volume: 415 start-page: 96 year: 2012 ident: 10.1016/j.heliyon.2022.e12301_br0460 article-title: Mg and Al mixed oxides and the synthesis of n-butanol from ethanol publication-title: Appl. Catal. A, Gen. doi: 10.1016/j.apcata.2011.12.009 contributor: fullname: Carvalho – volume: 570 start-page: 96 year: 2019 ident: 10.1016/j.heliyon.2022.e12301_br0030 article-title: Ethanol conversion into 1, 3-butadiene over a mixed Hf-Zn catalyst: a study of the reaction pathway and catalyst deactivation publication-title: Appl. Catal. A, Gen. doi: 10.1016/j.apcata.2018.11.010 contributor: fullname: Gonzalez – volume: 7 start-page: 306 year: 2017 ident: 10.1016/j.heliyon.2022.e12301_br0380 article-title: Application of artificial neural networks for catalysis: a review publication-title: Catalysts doi: 10.3390/catal7100306 contributor: fullname: Li – volume: 328 start-page: 246 year: 2017 ident: 10.1016/j.heliyon.2022.e12301_br0360 article-title: Valorization of biomass to hydroxymethylfurfural, levulinic acid, and fatty acid methyl ester by heterogeneous catalysts publication-title: Chem. Eng. J. doi: 10.1016/j.cej.2017.07.020 contributor: fullname: Chen – volume: 8 start-page: 10201 year: 2020 ident: 10.1016/j.heliyon.2022.e12301_br0150 article-title: Techno-economic and life-cycle assessment of one-step production of 1, 3-butadiene from bioethanol using reaction data under industrial operating conditions publication-title: ACS Sustain. Chem. Eng. doi: 10.1021/acssuschemeng.0c02678 contributor: fullname: Camacho – volume: 95 start-page: 156 year: 2021 ident: 10.1016/j.heliyon.2022.e12301_br0090 article-title: Effect of surface acidity-basicity balance in modified ZnxZryOz catalyst on its performance in the conversion of hydrous ethanol to hydrocarbons publication-title: Ind. Eng. Chem. Res. doi: 10.1016/j.jiec.2020.12.014 contributor: fullname: Dahan – volume: 138 start-page: 346 year: 2015 ident: 10.1016/j.heliyon.2022.e12301_br0080 article-title: Alternative thermochemical routes for aviation biofuels via alcohols synthesis: process modeling, techno-economic assessment and comparison publication-title: Appl. Energy doi: 10.1016/j.apenergy.2014.10.056 contributor: fullname: Atsonios – volume: 35 start-page: 733 year: 2014 ident: 10.1016/j.heliyon.2022.e12301_br0260 article-title: Selective hydrogenation of D-glucose to D-sorbitol over Ru/ZSM-5 catalysts publication-title: Chin. J. Catal. doi: 10.1016/S1872-2067(14)60077-2 contributor: fullname: Guo – volume: 14 start-page: 1 year: 2021 ident: 10.1016/j.heliyon.2022.e12301_br0400 article-title: A hybrid inversive congruential pseudorandom number generator with high period publication-title: Eur. J. Appl. Math. contributor: fullname: Riera – volume: 45 start-page: 33612 year: 2020 ident: 10.1016/j.heliyon.2022.e12301_br0500 article-title: Decomposition and coupling of methane over Pd–Au/Al2O3 catalysts to form COx-free hydrogen and C2 hydrocarbons publication-title: Int. J. Hydrog. Energy doi: 10.1016/j.ijhydene.2020.09.136 contributor: fullname: Ogihara – volume: 6 year: 2020 ident: 10.1016/j.heliyon.2022.e12301_br0020 article-title: Catalytic assessment of solid materials for the pyrolytic conversion of low-density polyethylene into fuels publication-title: Heliyon contributor: fullname: Melisa – volume: 22 start-page: 65 year: 2013 ident: 10.1016/j.heliyon.2022.e12301_br0240 article-title: Catalyst activity comparison of alcohols over zeolites publication-title: J. Energy Chem. doi: 10.1016/S2095-4956(13)60008-X contributor: fullname: Ramasamy – volume: 344 start-page: 184 year: 2016 ident: 10.1016/j.heliyon.2022.e12301_br0450 article-title: Upgrading ethanol to n-butanol over highly dispersed Ni-MgAlO catalysts publication-title: J. Catal. doi: 10.1016/j.jcat.2016.08.024 contributor: fullname: Pang – volume: 6 start-page: 2325 year: 2016 ident: 10.1016/j.heliyon.2022.e12301_br0140 article-title: Conversion of syngas-derived C-2+ mixed oxygenates to C-3-C-5 olefins over ZnxZryOz mixed oxide catalysts publication-title: Catal. Sci. Technol. doi: 10.1039/C5CY01261A contributor: fullname: Smith – volume: 150 start-page: 721 year: 2015 ident: 10.1016/j.heliyon.2022.e12301_br0470 article-title: A brief review on the emerging technology of ethanol production by cold hydrolysis of raw starch publication-title: Fuel doi: 10.1016/j.fuel.2015.02.063 contributor: fullname: Cinelli – volume: 272 start-page: 92 year: 2015 ident: 10.1016/j.heliyon.2022.e12301_br0230 article-title: Diethyl ether cracking and ethanol dehydration: acid catalysis and reaction paths publication-title: Chem. Eng. J. doi: 10.1016/j.cej.2015.03.008 contributor: fullname: Phung – volume: 22 start-page: 131 year: 2014 ident: 10.1016/j.heliyon.2022.e12301_br0420 article-title: Performance of Ni/Nano-ZrO2 catalysts for CO preferential methanation publication-title: Chin. J. Chem. Eng. doi: 10.1016/S1004-9541(14)60027-6 contributor: fullname: Liu – volume: 164 start-page: 436 year: 2011 ident: 10.1016/j.heliyon.2022.e12301_br0120 article-title: Ethanol catalytic condensation over Mg-Al mixed oxides derived from hydrotalcites publication-title: Catal. Today doi: 10.1016/j.cattod.2010.10.003 contributor: fullname: Leon – volume: 21 start-page: 3300 year: 2019 ident: 10.1016/j.heliyon.2022.e12301_br0100 article-title: Catalytic synthesis of distillate-range ethers and olefins from ethanol through Guerbet coupling and etherification publication-title: Green Chem. doi: 10.1039/C9GC01290G contributor: fullname: Eagan – volume: 23 start-page: 9534 year: 2021 ident: 10.1016/j.heliyon.2022.e12301_br0040 article-title: Towards cost-competitive middle distillate fuels from ethanol within a market-flexible biorefinery concept publication-title: Green Chem. doi: 10.1039/D1GC02854E contributor: fullname: Zhang – volume: 39 start-page: 449 year: 2000 ident: 10.1016/j.heliyon.2022.e12301_br0320 article-title: Use of neural network for modeling of non-linear process integration technology in chemical engineering publication-title: Chem. Eng. Process. doi: 10.1016/S0255-2701(00)00092-1 contributor: fullname: Abilov – volume: 24 start-page: 491 year: 2016 ident: 10.1016/j.heliyon.2022.e12301_br0370 article-title: Solubility prediction of disperse dyes in supercritical carbon dioxide and ethanol as co-solvent using neural network publication-title: Chin. J. Chem. Eng. doi: 10.1016/j.cjche.2015.11.027 contributor: fullname: KhazaiePoul – volume: 149 year: 2021 ident: 10.1016/j.heliyon.2022.e12301_br0190 article-title: Optimal design of ethylene and propylene coproduction plants with generalized disjunctive programming and state equipment network models publication-title: Comput. Chem. Eng. doi: 10.1016/j.compchemeng.2021.107295 contributor: fullname: Pedrozo – volume: 46 start-page: 31563 year: 2021 ident: 10.1016/j.heliyon.2022.e12301_br0280 article-title: Thermo-economic analysis and optimization of the very high temperature gas-cooled reactor-based nuclear hydrogen production system using copper-chlorine cycle publication-title: Int. J. Hydrog. Energy doi: 10.1016/j.ijhydene.2021.07.060 contributor: fullname: Wang |
SSID | ssj0001586973 |
Score | 2.2925084 |
Snippet | C4 olefin is an important feedstock for the chemical industry. Designing an effective and stable industrial process for preparing C4 olefin from renewable... |
SourceID | doaj pubmedcentral proquest crossref pubmed elsevier |
SourceType | Open Website Open Access Repository Aggregation Database Index Database Publisher |
StartPage | e12301 |
SubjectTerms | BPNN optimizes chemical process Ethanol to C4 olefins Improved mixed congruential method TOPSIS |
SummonAdditionalLinks | – databaseName: DOAJ Directory of Open Access Journals dbid: DOA link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1Lb9QwELZQD4gL4k14yUhcs03i9xEqqgqpnKjUm-VnN2U3Rt3dAyf-OuM4Kbtw6IVrEiUez3gemflmEPrQWBYEc7wWlpmaOmlqo0ysaeDWWSebzmaA8_lXfnZBv1yyy71RX7kmrLQHLht37HOqyLcRoh1GeaNsVFx1BqIGGVh0BbrXsr1gquCDJVdjehksFqslpc0f-M7x9WIZVv3PlPufdt0igPaehsLMhmns339gn_71P_8uo9yzS6eP0MPJocQfCyGP0b0wPEH3z6eU-VP0a4ICYAhjwzpscIo45P_laYVd2mVA7hXeJnxCcVqF2A8bnC2bx2nABoN4ZZQjNqurdNNvl2sMTi484L5jWCkoo5GxOHfFhEUMpaYcJ9BD6wng-QxdnH7-dnJWT1MXagehWlsb13JFI_FCKi9EbDzrpGExg1RtHgcjmGg8J9Z4aZouKBKIk9JaEnzrCCHP0dGQhvASYdXm9n8kSmEI9SAItmGBN8ZZZq1vTYUW85brH6W5hp6rzq71xCOdeaQLjyr0KTPm9uHcG3u8ABKjJ4nRd0lMheTMVj25GcV9gFf1d33__SwGGo5hzq2YIaTdRneCqQ68XUYq9KKIxe0qCQe1SBSrkDgQmAMyDu8M_XJs9a2Eyi7sq_9B92v0IJNSanHeoKPtzS68BY9qa9-Nh-c3s8Mf9Q priority: 102 providerName: Directory of Open Access Journals |
Title | Process schemes of ethanol coupling to C4 olefins based on a genetic algorithm for back propagation neural network optimization |
URI | https://dx.doi.org/10.1016/j.heliyon.2022.e12301 https://www.ncbi.nlm.nih.gov/pubmed/36578395 https://search.proquest.com/docview/2759265053 https://pubmed.ncbi.nlm.nih.gov/PMC9791839 https://doaj.org/article/d0768d1f97854609bf9692a2498e5fc9 |
Volume | 8 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1Jb9QwFLbaIiEuiJ2wjIzENZkkjmP7CCOqCmkKByqNuETeMpN2ElezHDj1r_c5cUoHDkhcs77ke36L_b5nhD6milpGdRkzRWVcaC5jKWQdF7ZUWmme5soTnOfn5dlF8XVBF0eIjlyYvmhfqybp1m3SNau-tvK61dOxTmz6fT4TTHjHPj1Gx4yQeyn6QA3mpWDkN1tnepms7Lr55Xy70zxPLBjrsAfM6If6dv0H7ujvcPPPqsl7buj0CXoc4kf8aZDzKTqy3TP0cB5WyJ-jm1D5jyFrta3dYldj66fH3Rprt_f82yXeOTwrsFvbuum22Dsyg12HJQZt8qRGLNdLt2l2qxZDTAsX6CsMkoLt6XHEvgkmCNENJeTYgdlpA5_zBbo4_fJjdhaHTRZiDZlZFkudlaKoiWFcGMbq1NCcS1p7Tqryu78wylJTEiUNl2luBbFEc64UsSbThJCX6KRznX2NMICSgQGpOZOkMIC7SqktU6kVVcpkMkLJ-Mur66GXRjUWmV1WAaPKY1QNGEXoswfm7mLfCrs_4DbLKihEZfxaoslqSIdpUaZC1aIUuYS0kltaaxEhPsJahahiiBbgUc2_3v9hVIMKRp1fSpGddfttlTMqcghuKYnQq0Et7qQkJVhBImiE2IHCHHzG4RlQ9L6zd1DsN_9951v0yMs_1Nu8Qye7zd6-h6hppyb9bMMEPTifLb79nPRj5hb8ACBh |
link.rule.ids | 230,315,733,786,790,870,891,2115,27955,27956,53825,53827 |
linkProvider | National Library of Medicine |
linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1Jb9QwFLZKkYAL-zKsRuKaTBLHsX2EEdUAnYpDi3qzvGUmbSauZjnAhb_Oc5bSKQcE1zjby_v8lvh9zwi9SzR1jJoiYpqqKDdcRUqoMspdoY02PMl0IDjPjorpSf75lJ7uITpwYdqifaOruKmXcVMt2trKi6UZD3Vi46-ziWAiOPbxDXQT5mtGryTpHTmYF4KR33yd8Vm8cHX13YeGp1kWOzDX_S4wgydqG_bvOKQ_A87rdZNXHNHBPfRtEKGrPzmPtxsdmx_Xujv-s4z30d0-NMXvu-EHaM81D9GtWb_4_gj97EkFGBJit3Rr7Evswp93X2Pjt4HaO8cbjyc59rUrq2aNg4-02DdYYQBq4EtiVc_9qtoslhjCZTjBnGMQBcxaCxEc-mvCSzRddTr2YNGWPVX0MTo5-Hg8mUb9_g2RgaQvjZRJC5GXxDIuLGNlYmnGFS0D3VWHjWUYZYktiFaWqyRzgjhiONeaOJsaQsgTtN_4xj1DGL5FCrap5EyR3AKkdEJdkSijqdY2VSMUD7qUF12bDjnUr53JXvkyKF92yh-hD0HjlyeHLtvtAb-ay14P0oZlSpuWkGnTvEiELkUhMgUZK3e0NGKE-IAX2QcsXSACt6r-9vy3A74kTOiwSqMa57drmTEqMoibKRmhpx3eLt-SFGBgiaAjxHaQuCPG7gjgq20a3uPp-X9f-Qbdnh7PDuXhp6MvL9CdIEtX1vMS7W9WW_cKgrONft1OxV_oGT-7 |
linkToPdf | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1Jj9MwFLZgkEZc2BnKaiSuSZM4juMjFKph6WgOjDTiYnltM9PGVZcDXPjrPGcZ2uGANNfEWV78-S3x995D6F2iqGVUFxFTVEa5LmUkuXRRbgullS6TTIUE58lJcXyWfzmn5zutvhrSvlZVXM8XcV3NGm7lcqGHPU9seDoZccaDYR8ujRveRndgzWZsJ1BvE4TLgjPyN2dneBHP7Lz66UPR0yyLLajsrhNMb42aov17Rulfp_M6d3LHGI3vox-9GC0H5TLeblSsf12r8HgjOR-ge52Lit-3Qx6iW7Z-hA4n3Sb8Y_S7Sy7AEBjbhV1j77ANf-D9HGu_DSm-U7zxeJRjP7euqtc42EqDfY0lBsCGvEks51O_qjazBQa3GQboSwzigHproIJDnU14ibplqWMPmm3RpYw-QWfjT99Hx1HXxyHSEPylkdRpwXNHDCu5YcwlhmalpC6kvarQYIZRlpiCKGlKmWSWE0t0WSpFrEk1IeQpOqh9bZ8hDN8jBR3lSiZJbgBaKqG2SKRWVCmTygGK-_kUy7Zch-h5bBeiA4AIABAtAAboQ5j1q8Gh2nZzwK-mopsLYcJ2pUkdRNw0LxKuHC94JiFyLS11mg9Q2WNGdI5L65DArar_Pf9tjzEBCzvs1sja-u1aZIzyDPxnSgboqMXc1VuSAhQt4XSA2B4a98TYPwMYa4qHd5h6fuMr36DD049j8e3zydcX6G4QpWX3vEQHm9XWvgIfbaNeN6vxD7V1Qjs |
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=Process+schemes+of+ethanol+coupling+to+C4+olefins+based+on+a+genetic+algorithm+for+back+propagation+neural+network+optimization&rft.jtitle=Heliyon&rft.au=Li%2C+Minghan&rft.au=Zhao%2C+Lingling&rft.au=Jin%2C+Shuo&rft.au=Li%2C+Danlu&rft.date=2022-12-01&rft.pub=Elsevier+Ltd&rft.issn=2405-8440&rft.eissn=2405-8440&rft.volume=8&rft.issue=12&rft_id=info:doi/10.1016%2Fj.heliyon.2022.e12301&rft.externalDocID=S2405844022035897 |
thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2405-8440&client=summon |
thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2405-8440&client=summon |
thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2405-8440&client=summon |