Massively parallel numerical simulation using up to 36,000 CPU cores of an industrial-scale polydispersed reactive pressurized fluidized bed with a mesh of one billion cells

For the last 30 years, experimental and modeling studies have been carried out on fluidized bed reactors from laboratory up to industrial scales. The application of developed models for predictive simulations has however been strongly limited by the available computational power and the capability o...

Celý popis

Uloženo v:

Podrobná bibliografie
Vydáno v:	Powder technology Ročník 366; s. 906 - 924
Hlavní autoři:	Neau, Hervé, Pigou, Maxime, Fede, Pascal, Ansart, Renaud, Baudry, Cyril, Mérigoux, Nicolas, Laviéville, Jérome, Fournier, Yvan, Renon, Nicolas, Simonin, Olivier
Médium:	Journal Article
Jazyk:	angličtina
Vydáno:	Lausanne Elsevier B.V 15.04.2020 Elsevier BV Elsevier
Témata:	Chemical and Process Engineering Chemical engineering Chemical Sciences Computation fluid dynamics Computational fluid dynamics Computer applications Computer simulation computer software computers Cores Engineering Sciences Finite element method Fluid dynamics fluid mechanics Fluidized bed Fluidized bed reactors Fluidized beds Fluids mechanics Heat transfer High performance computing HPC Hydrodynamics Industrial scale Massively parallel Mathematical models Mechanics MPI olefin Olefin polymerization reactor Polydispersed polymerization porous media Post-production processing Reactors Simulation Sub-grid model Supercomputers Computation fluid dynamics Sub-grid model High performance computing Polydispersed MPI Industrial scale HPC Olefin polymerization reactor Massively parallel Heat transfer Fluidized bed
ISSN:	0032-5910, 1873-328X
On-line přístup:	Získat plný text
Tagy:	Přidat tag Žádné tagy, Buďte první, kdo vytvoří štítek k tomuto záznamu!

Abstract	For the last 30 years, experimental and modeling studies have been carried out on fluidized bed reactors from laboratory up to industrial scales. The application of developed models for predictive simulations has however been strongly limited by the available computational power and the capability of computational fluid dynamics software to handle large enough simulations. In recent years, both aspects have made significant advances and we thus now demonstrate the feasibility of a massively parallel simulation, on whole supercomputers using NEPTUNE_CFD, of an industrial-scale polydispersed fluidized-bed reactor. This simulation of an olefin polymerization reactor makes use of an unsteady Eulerian multi-fluid approach and relies on a billion cells meshing. This is a worldwide premiere as the obtained accuracy is yet unmatched for such a large-scale system. The interest of this work is two-fold. In terms of High Performance Computation (HPC), all steps of setting-up the simulation, running it with NEPTUNE_CFD, and post-processing results induce multiple challenges due to the scale of the simulation. The simulation ran using 1260 up to 36,000 cores on supercomputers, used 15 millions of CPU hours and generated 200 TB of raw data for a simulated physical time of 25s. This article details the methodology applied to handle this simulation, and also focuses on computation performances in terms of profiling, code efficiency and partitioning method suitability. Though being by itself interesting, the HPC challenge is not the only goal of this work as performing this highly-resolved simulation will benefit chemical engineering and CFD communities. Indeed, this computation enables the possibility to account, in a realistic way, for complex flows in an industrial-scale reactor. The predicted behavior is described, and results are post-processed to develop sub-grid models. These will allow for lower-cost simulations with coarser meshes while still encompassing local phenomenon. [Display omitted] •An industrial-scale reactive polydispersed gas-solid fluidized bed is simulated.•The mesh reaches a size of a billion cells; the simulation ran on 36,000 CPU cores.•Focus is made on HPC challenges at all steps: simulation setup, run, post-processing.•Massively parallel performances of NEPTUNE_CFD are evaluated on two supercomputers.•Sub-grid models are developed from the highly resolved simulation.
AbstractList	For the last 30 years, experimental and modeling studies have been carried out on fluidized bed reactors from laboratory up to industrial scales. The application of developed models for predictive simulations has however been strongly limited by the available computational power and the capability of computational fluid dynamics software to handle large enough simulations. In recent years, both aspects have made significant advances and we thus now demonstrate the feasibility of a massively parallel simulation, on whole supercomputers using NEPTUNE_CFD, of an industrial-scale polydispersed fluidized-bed reactor. This simulation of an olefin polymerization reactor makes use of an unsteady Eulerianmulti-fluid approach and relies on a billion cellsmeshing. This is a worldwide premiere as the obtained accuracy is yet unmatched for such a large-scale system. The interest of this work is two-fold. In terms of High Performance Computation (HPC), all steps of setting-up the simulation, running it with NEPTUNE_CFD, and post-processing results induce multiple challenges due to the scale of the simulation. The simulation ran using 1260 up to 36,000 cores on supercomputers, used 15 millions of CPU hours and generated 200 TB of rawdata for a simulated physical time of 25s. This article details the methodology applied to handle this simulation, and also focuses on computation performances in terms of profiling, code efficiency and partitioning method suitability. Though being by itself interesting, the HPC challenge is not the only goal of this work as performing this highly-resolved simulation will benefit chemical engineering and CFD communities.Indeed, this computation enables the possibility to account, in a realistic way, for complex flows in an industrial-scale reactor. The predicted behavior is described, and results are post-processed to develop sub-grid models. These will allow for lower-cost simulations with coarser meshes while still encompassing local phenomenon. For the last 30 years, experimental and modeling studies have been carried out on fluidized bed reactors from laboratory up to industrial scales. The application of developed models for predictive simulations has however been strongly limited by the available computational power and the capability of computational fluid dynamics software to handle large enough simulations. In recent years, both aspects have made significant advances and we thus now demonstrate the feasibility of a massively parallel simulation, on whole supercomputers using NEPTUNE_CFD, of an industrial-scale polydispersed fluidized-bed reactor. This simulation of an olefin polymerization reactor makes use of an unsteady Eulerian multi-fluid approach and relies on a billion cells meshing. This is a worldwide premiere as the obtained accuracy is yet unmatched for such a large-scale system. The interest of this work is two-fold. In terms of High Performance Computation (HPC), all steps of setting-up the simulation, running it with NEPTUNE_CFD, and post-processing results induce multiple challenges due to the scale of the simulation. The simulation ran using 1260 up to 36,000 cores on supercomputers, used 15 millions of CPU hours and generated 200 TB of raw data for a simulated physical time of 25s. This article details the methodology applied to handle this simulation, and also focuses on computation performances in terms of profiling, code efficiency and partitioning method suitability. Though being by itself interesting, the HPC challenge is not the only goal of this work as performing this highly-resolved simulation will benefit chemical engineering and CFD communities. Indeed, this computation enables the possibility to account, in a realistic way, for complex flows in an industrial-scale reactor. The predicted behavior is described, and results are post-processed to develop sub-grid models. These will allow for lower-cost simulations with coarser meshes while still encompassing local phenomenon. For the last 30 years, experimental and modeling studies have been carried out on fluidized bed reactors from laboratory up to industrial scales. The application of developed models for predictive simulations has however been strongly limited by the available computational power and the capability of computational fluid dynamics software to handle large enough simulations. In recent years, both aspects have made significant advances and we thus now demonstrate the feasibility of a massively parallel simulation, on whole supercomputers using NEPTUNE_CFD, of an industrial-scale polydispersed fluidized-bed reactor. This simulation of an olefin polymerization reactor makes use of an unsteady Eulerian multi-fluid approach and relies on a billion cells meshing. This is a worldwide premiere as the obtained accuracy is yet unmatched for such a large-scale system. The interest of this work is two-fold. In terms of High Performance Computation (HPC), all steps of setting-up the simulation, running it with NEPTUNE_CFD, and post-processing results induce multiple challenges due to the scale of the simulation. The simulation ran using 1260 up to 36,000 cores on supercomputers, used 15 millions of CPU hours and generated 200 TB of raw data for a simulated physical time of 25s. This article details the methodology applied to handle this simulation, and also focuses on computation performances in terms of profiling, code efficiency and partitioning method suitability. Though being by itself interesting, the HPC challenge is not the only goal of this work as performing this highly-resolved simulation will benefit chemical engineering and CFD communities. Indeed, this computation enables the possibility to account, in a realistic way, for complex flows in an industrial-scale reactor. The predicted behavior is described, and results are post-processed to develop sub-grid models. These will allow for lower-cost simulations with coarser meshes while still encompassing local phenomenon. [Display omitted] •An industrial-scale reactive polydispersed gas-solid fluidized bed is simulated.•The mesh reaches a size of a billion cells; the simulation ran on 36,000 CPU cores.•Focus is made on HPC challenges at all steps: simulation setup, run, post-processing.•Massively parallel performances of NEPTUNE_CFD are evaluated on two supercomputers.•Sub-grid models are developed from the highly resolved simulation. For the last 30 years, experimental and modeling studies have been carried out on fluidized bed reactors from laboratory up to industrial scales. The application of developed models for predictive simulations has however been strongly limited by the available computational power and the capability of computational fluid dynamics software to handle large enough simulations. In recent years, both aspects have made significant advances and we thus now demonstrate the feasibility of a massively parallel simulation, on whole supercomputers using NEPTUNE_CFD, of an industrial-scale polydispersed fluidized-bed reactor. This simulation of an olefin polymerization reactor makes use of an unsteady Eulerian multi-fluid approach and relies on a billion cells meshing. This is a worldwide premiere as the obtained accuracy is yet unmatched for such a large-scale system. The interest of this work is two-fold. In terms of High Performance Computation (HPC), all steps of setting-up the simulation, running it with NEPTUNE_CFD, and post-processing results induce multiple challenges due to the scale of the simulation. The simulation ran using 1260 up to 36,000 cores on supercomputers, used 15 millions of CPU hours and generated 200 TB of raw data for a simulated physical time of 25 s. This article details the methodology applied to handle this simulation, and also focuses on computation performances in terms of profiling, code efficiency and partitioning method suitability. Though being by itself interesting, the HPC challenge is not the only goal of this work as performing this highly-resolved simulation will benefit chemical engineering and CFD communities. Indeed, this computation enables the possibility to account, in a realistic way, for complex flows in an industrial-scale reactor. The predicted behavior is described, and results are post-processed to develop sub-grid models. These will allow for lower-cost simulations with coarser meshes while still encompassing local phenomenon.
Author	Fournier, Yvan Pigou, Maxime Ansart, Renaud Renon, Nicolas Simonin, Olivier Fede, Pascal Neau, Hervé Baudry, Cyril Mérigoux, Nicolas Laviéville, Jérome
Author_xml	– sequence: 1 givenname: Hervé surname: Neau fullname: Neau, Hervé email: neau@imft.fr organization: Institut de Mécanique des Fluides de Toulouse (IMFT), Université de Toulouse, CNRS, Toulouse, France – sequence: 2 givenname: Maxime orcidid: 0000-0001-6997-2500 surname: Pigou fullname: Pigou, Maxime organization: Institut de Mécanique des Fluides de Toulouse (IMFT), Université de Toulouse, CNRS, Toulouse, France – sequence: 3 givenname: Pascal orcidid: 0000-0002-0368-4829 surname: Fede fullname: Fede, Pascal organization: Institut de Mécanique des Fluides de Toulouse (IMFT), Université de Toulouse, CNRS, Toulouse, France – sequence: 4 givenname: Renaud orcidid: 0000-0003-3224-9321 surname: Ansart fullname: Ansart, Renaud organization: Laboratoire de Génie Chimique, Université de Toulouse, CNRS, INPT, UPS, Toulouse, France – sequence: 5 givenname: Cyril surname: Baudry fullname: Baudry, Cyril organization: Délégation technologies et syst` emes d'information, EDF R&D, Palaiseau, France – sequence: 6 givenname: Nicolas surname: Mérigoux fullname: Mérigoux, Nicolas organization: Fluid Mechanics, Energy and Environment Dpt., EDF R&D, Chatou, France – sequence: 7 givenname: Jérome surname: Laviéville fullname: Laviéville, Jérome organization: Fluid Mechanics, Energy and Environment Dpt., EDF R&D, Chatou, France – sequence: 8 givenname: Yvan surname: Fournier fullname: Fournier, Yvan organization: Fluid Mechanics, Energy and Environment Dpt., EDF R&D, Chatou, France – sequence: 9 givenname: Nicolas surname: Renon fullname: Renon, Nicolas organization: UMS CALMIP 3667 Université de Toulouse, CNRS, INPT, INSA, ISAE, UPS, Toulouse, France – sequence: 10 givenname: Olivier surname: Simonin fullname: Simonin, Olivier organization: Institut de Mécanique des Fluides de Toulouse (IMFT), Université de Toulouse, CNRS, Toulouse, France
BackLink	https://hal.science/hal-02735376$$DView record in HAL
BookMark	eNqFkcGKFDEQhhtZwdnVN_AQ8KKwPVaS7k6PB2EZ1BVW9OCCt5BJVzsZMp02lZ5lfCff0fSOeNiDHkJC8f1_VeU_L86GMGBRPOew5MCb17vlGO4S2qUAAUuQS-DwqFjwVslSivbbWbEAkKKsVxyeFOdEOwBoJIdF8euTIXIH9Ec2mmi8R8-GaY_RWeMZuf3kTXJhYBO54TubRpYCk81lNmDrL7fMhojEQs_MwNzQTZSiM76krEY2Bn_sHI0YCTsW0diUW7ExS2iK7mcu9n5y3f1rk8-dS1tm2B5pO3vmLdnGeT_3t-g9PS0e98YTPvtzXxS37999XV-XN58_fFxf3ZS2qlQqV1bZRkrZCdNWKDayVXazEdCj4pXAuhOtaVowDYJoemnaXvVWgeJtJxTylbwoXp18t8brMbq9iUcdjNPXVzd6roFQspaqOfDMvjyxYww_JqSk947mac2AYSItKsnbWshVldEXD9BdmOKQN5kpUdcrqFSmqhNlYyCK2P-dgIOe89Y7fcpbz3lrkDrnnWVvHsisS_fZpWic_5_47UmM-VcPDqMm63Cw2LmINukuuH8b_AYV2syA
CitedBy_id	crossref_primary_10_1002_aic_18360 crossref_primary_10_1016_j_powtec_2024_119776 crossref_primary_10_1016_j_powtec_2025_120789 crossref_primary_10_1016_j_powtec_2025_120763 crossref_primary_10_1016_j_compfluid_2024_106523 crossref_primary_10_1016_j_powtec_2025_121076 crossref_primary_10_1007_s11831_024_10150_2 crossref_primary_10_1016_j_ijmultiphaseflow_2021_103970 crossref_primary_10_1002_cjce_24406 crossref_primary_10_1016_j_ces_2024_120805 crossref_primary_10_1016_j_icheatmasstransfer_2025_109093 crossref_primary_10_1017_jfm_2024_36 crossref_primary_10_1016_j_ces_2021_117104 crossref_primary_10_1016_j_cej_2021_129376 crossref_primary_10_1016_j_ces_2022_117547 crossref_primary_10_1016_j_powtec_2024_119454 crossref_primary_10_1016_j_ces_2020_116235 crossref_primary_10_1007_s00707_024_04104_9 crossref_primary_10_1016_j_cej_2025_167398 crossref_primary_10_1016_j_powtec_2024_119505 crossref_primary_10_1016_j_cherd_2025_04_019 crossref_primary_10_1002_aic_17161 crossref_primary_10_3390_pr12020386 crossref_primary_10_1016_j_powtec_2024_120018 crossref_primary_10_1007_s10586_024_05057_3 crossref_primary_10_1016_j_ces_2024_119770 crossref_primary_10_1016_j_cej_2023_141813 crossref_primary_10_1051_matecconf_202540705003 crossref_primary_10_1016_j_pecs_2021_100930 crossref_primary_10_1016_j_ces_2022_117653 crossref_primary_10_1016_j_powtec_2020_10_052 crossref_primary_10_1016_j_powtec_2022_118092 crossref_primary_10_1016_j_powtec_2020_10_014 crossref_primary_10_1016_j_powtec_2022_117181 crossref_primary_10_1016_j_powtec_2024_119720 crossref_primary_10_1051_epjconf_202430205005 crossref_primary_10_1002_mren_202000059 crossref_primary_10_1016_j_ces_2022_117835
Cites_doi	10.1016/j.ces.2014.12.022 10.1002/fld.542 10.1016/j.ces.2013.01.023 10.1002/aic.12486 10.1016/j.ijmultiphaseflow.2013.04.002 10.1016/0032-5910(73)80037-3 10.1016/j.cej.2014.11.058 10.1002/aic.14130 10.1109/MC.2007.445 10.1016/j.apt.2012.09.001 10.1002/aic.12647 10.1016/j.ces.2013.03.017 10.1016/j.cherd.2015.07.016 10.1016/j.compfluid.2011.01.028 10.1017/S0022112092001733 10.1016/j.ces.2006.08.014 10.1016/j.ijmultiphaseflow.2009.05.007 10.1016/S0032-5910(02)00132-8 10.1016/j.powtec.2011.09.021 10.1016/j.cherd.2017.01.028 10.1002/aic.16218 10.1002/apj.2265 10.1016/j.jiec.2014.01.044 10.1002/aic.14155 10.1016/j.ces.2015.11.016 10.1021/ie501155h 10.1016/bs.ache.2018.01.003 10.1017/S0022112001005663 10.1111/cgf.12930 10.1016/j.jcp.2012.12.015 10.1002/aic.11481 10.1016/j.ces.2018.02.032 10.1016/j.powtec.2015.11.011 10.1016/j.powtec.2016.11.064 10.1016/j.ces.2019.06.006 10.1146/annurev.fluid.40.111406.102130 10.1016/j.ces.2013.12.037 10.1002/aic.15684
ContentType	Journal Article
Copyright	2020 Elsevier B.V. Copyright Elsevier BV Apr 15, 2020 Distributed under a Creative Commons Attribution 4.0 International License
Copyright_xml	– notice: 2020 Elsevier B.V. – notice: Copyright Elsevier BV Apr 15, 2020 – notice: Distributed under a Creative Commons Attribution 4.0 International License
DBID	AAYXX CITATION 7SR 7ST 8BQ 8FD C1K JG9 SOI 7S9 L.6 1XC VOOES
DOI	10.1016/j.powtec.2020.03.010
DatabaseName	CrossRef Engineered Materials Abstracts Environment Abstracts METADEX Technology Research Database Environmental Sciences and Pollution Management Materials Research Database Environment Abstracts AGRICOLA AGRICOLA - Academic Hyper Article en Ligne (HAL) Hyper Article en Ligne (HAL) (Open Access)
DatabaseTitle	CrossRef Materials Research Database Engineered Materials Abstracts Technology Research Database Environment Abstracts METADEX Environmental Sciences and Pollution Management AGRICOLA AGRICOLA - Academic
DatabaseTitleList	AGRICOLA Materials Research Database
DeliveryMethod	fulltext_linktorsrc
Discipline	Engineering
EISSN	1873-328X
EndPage	924
ExternalDocumentID	oai:HAL:hal-02735376v1 10_1016_j_powtec_2020_03_010 S0032591020301996
GroupedDBID	--- --K --M -~X .DC .~1 0R~ 123 1B1 1~. 1~5 4.4 457 4G. 5VS 7-5 71M 8P~ 9JN AABNK AABXZ AACTN AAEDT AAEDW AAEPC AAIAV AAIKC AAIKJ AAKOC AALRI AAMNW AAOAW AAQFI AARLI AAXUO ABJNI ABMAC ABNUV ABXRA ABYKQ ACDAQ ACGFS ACIWK ACRLP ADBBV ADEWK ADEZE AEBSH AEKER AENEX AEZYN AFKWA AFRAH AFRZQ AFTJW AGHFR AGUBO AGYEJ AHHHB AHPOS AIEXJ AIKHN AITUG AJOXV AKURH ALMA_UNASSIGNED_HOLDINGS AMFUW AMRAJ AXJTR BKOJK BLXMC CS3 DU5 EBS EFJIC EFLBG ENUVR EO8 EO9 EP2 EP3 FDB FIRID FLBIZ FNPLU FYGXN G-Q GBLVA IHE J1W KOM LX7 M41 MAGPM MO0 N9A O-L O9- OAUVE OZT P-8 P-9 P2P PC. Q38 ROL RPZ SDF SDG SDP SES SPC SPCBC SSG SSM SSZ T5K ~02 ~G- 29O 8WZ 9DU A6W AAHBH AAQXK AATTM AAXKI AAYWO AAYXX ABFNM ABWVN ABXDB ACLOT ACNNM ACRPL ACVFH ADCNI ADMUD ADNMO AEIPS AEUPX AFJKZ AFPUW AGQPQ AIGII AIIUN AKBMS AKRWK AKYEP ANKPU APXCP ASPBG AVWKF AZFZN BBWZM CITATION EFKBS EJD FEDTE FGOYB HLY HVGLF HZ~ NDZJH R2- SCB SCE SEW T9H WUQ XPP ZY4 ~HD 7SR 7ST 8BQ 8FD AGCQF C1K JG9 SOI 7S9 L.6 1XC VOOES
ID	FETCH-LOGICAL-c447t-9c7c6333d2a84e2b387cbb20fe7142e5d28a680a6e026f3a8f7fc70718d27e193
ISICitedReferencesCount	41
ISICitedReferencesURI	http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000528488000081&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN	0032-5910
IngestDate	Sat Oct 25 06:41:59 EDT 2025 Sun Sep 28 00:53:31 EDT 2025 Wed Aug 13 06:29:30 EDT 2025 Sat Nov 29 07:30:03 EST 2025 Tue Nov 18 21:52:35 EST 2025 Fri Feb 23 02:47:36 EST 2024
IsDoiOpenAccess	true
IsOpenAccess	true
IsPeerReviewed	true
IsScholarly	true
Keywords	Computation fluid dynamics Sub-grid model High performance computing Polydispersed MPI Industrial scale HPC Olefin polymerization reactor Massively parallel Heat transfer Fluidized bed
Language	English
License	Distributed under a Creative Commons Attribution 4.0 International License: http://creativecommons.org/licenses/by/4.0
LinkModel	OpenURL
MergedId	FETCHMERGED-LOGICAL-c447t-9c7c6333d2a84e2b387cbb20fe7142e5d28a680a6e026f3a8f7fc70718d27e193
Notes	ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 content type line 23
ORCID	0000-0003-3224-9321 0000-0002-0368-4829 0000-0001-6997-2500 0000-0001-8672-1527 0000-0002-2794-7662
OpenAccessLink	https://hal.science/hal-02735376
PQID	2432559047
PQPubID	2045415
PageCount	19
ParticipantIDs	hal_primary_oai_HAL_hal_02735376v1 proquest_miscellaneous_2431852394 proquest_journals_2432559047 crossref_primary_10_1016_j_powtec_2020_03_010 crossref_citationtrail_10_1016_j_powtec_2020_03_010 elsevier_sciencedirect_doi_10_1016_j_powtec_2020_03_010
PublicationCentury	2000
PublicationDate	2020-04-15
PublicationDateYYYYMMDD	2020-04-15
PublicationDate_xml	– month: 04 year: 2020 text: 2020-04-15 day: 15
PublicationDecade	2020
PublicationPlace	Lausanne
PublicationPlace_xml	– name: Lausanne
PublicationTitle	Powder technology
PublicationYear	2020
Publisher	Elsevier B.V Elsevier BV Elsevier
Publisher_xml	– name: Elsevier B.V – name: Elsevier BV – name: Elsevier
References	Code Saturne Version 5.0.4 User Guide (bb0330) 2017 Hui, Yuan-Xing, Zheng-Hong (bb0020) 2018; 14 Igci, Sundaresan (bb0145) 2011; 57 Pepiot, Desjardins (bb0050) 2012; 220 Milioli, Milioli, Holloway, Agrawal, Sundaresan (bb0160) 2013; 59 Boëlle, Balzer, Simonin (bb0250) 1995 Morioka, Nakajima (bb0205) 1987; 6 Wen, Yu (bb0215) 1965; 62 Cloete, Johansen, Amini (bb0185) 2016; 289 Schneiderbauer, Puttinger, Pirker, Aguayo, Kanellopoulos (bb0175) 2015; 264 Laviéville, Deutsch, Simonin (bb0270) 1995; 228 Fede, Simonin (bb0235) 2005 Khan, Hussain, Mansourpour, Mostoufi, Ghasem, Abdullah (bb0010) 2014; 20 Ahrens, Geveci, Law (bb0310) 2005 Fotovat, Ansart, Hemati, Simonin, Chaouki (bb0095) 2015; 126 Van der Hoef, van Sint Annaland, Deen, Kuipers (bb0045) 2008; 40 Holloway, Sundaresan (bb0170) 2014; 108 Özel, Fede, Simonin (bb0140) 2013; 55 Lavieville, Quemerais, Mimouni, Boucker, Mechitoua (bb0285) 2004 Fournier, Bonelle, Le Coupanec, Ribes, Lorendeau, Moulinec (bb0295) 2015 Fede, Simonin, Ingram (bb0100) 2016; 142 Agrawal, Holloway, Milioli, Milioli, Sundaresan (bb0155) 2013; 95 Feng, Cameron (bb0365) 2007; 40 Parmentier, Simonin, Delsart (bb0150) 2012; 58 Méchitoua, Boucker, Laviéville, Hérard, Pigny, Serre (bb0280) 2003 Ozel, Sarthou, Zeren, Fede, Simonin, Ghouila, Chamayou (bb0085) 2013 Fournier, Bonelle, Moulinec, Shang, Sunderland, Uribe (bb0290) 2011; 45 Benoit, Ansart, Neau, Garcia Triñanes, Flamant, Simonin (bb0110) 2018; 64 Z. Hamidouche, E. Masi, P. Fede, R. Ansart, H. Neau, M. Hemati, O. Simonin, Numerical simulation of multiphase reactive flows, in: Bridging Scales in Modelling and Simulation of Non-Reacting and Reacting Flows. Part I, Elsevier, 51–124 Schneiderbauer, Puttinger, Pirker (bb0165) 2013; 59 Fede, Simonin, Ghouila (bb0080) 2011 (bb0125) 2019 Cloete, Cloete, Municchi, Radl, Amini (bb0190) 2017; 316 Cloete, Cloete, Radl, Amini (bb0200) 2019; 207 Neau, Fede, Laviéville, Simonin (bb0325) 2010 2018. Ribés, Lorendeau, Jomier, Fournier (bb0315) 2015 Méchitoua, Fournier, Hülsemann (bb0320) 2009 Fede, Neau, Simonin, Ghouila (bb0075) 2010 (bb0300) 2016 Konan, Neau, Simonin, Dupoizat, Le Goaziou (bb0070) 2009 Cloete, Cloete, Amini (bb0195) 2018; 182 Jenkins, Richman (bb0245) 1986; 647–669 Shamiri, Hussain, Mjalli, Shafeeyan, Mostoufi (bb0005) 2014; 53 Srivastava, Sundaresan (bb0260) 2003; 129 Capecelatro, Desjardins (bb0055) 2013; 238 Zeren, Ozel, Sarthou, Fede, Neau, Simonin, Chamayou, Ghouila (bb0090) 2013 Ranz, Marshall (bb0275) 1952; 48 Batrak, Patino, Simonin, Flour, Guevel, Perez (bb0035) 2005 Vermorel, Bedat, Simonin, Poinsot (bb0265) 2019; 4 Igci, Andrews, Sundaresan, Pannala, OBrien (bb0115) 2008; 54 Gourdel, Simonin, Brunier (bb0230) 1999 Deen, Annaland, Van der Hoef, Kuipers (bb0040) 2007; 62 Bennani, Neau, Baudry, Laviéville, Fede, Simonin (bb0105) 2017; 120 Parmentier, Simonin, Delsart (bb0120) 2008 NEPTUNE CFD Version 4.0.1 User Guide (bb0135) 2017 Bauer, Abbasi, Ahrens, Childs, Geveci, Klasky, Moreland, O'Leary, Vishwanath, Whitlock, Bethel (bb0360) 2016; 35 D. SAS (bb0335) 2015 Gobin, Neau, Simonin, Llinas, Reiling, Sélo (bb0030) 2003; 43 Simonin, Chevrier, Audard, Fede (bb0225) 2016 Akbari, Borhani, Shamiri, Aramesh, Hussain, Hamid (bb0015) 2015; 104 Geldart (bb0025) 1973; 7 Schneiderbauer (bb0180) 2017; 63 Simonin (bb0210) 2000 Agrawal, Loezos, Syamlal, Sundaresan (bb0350) 2001; 445 Germano (bb0355) 1992; 238 Rokkam, Sowinski, Fox, Mehrani, Muhle (bb0060) 2013; 92 Zaichik, Fede, Simonin, Alipchenkov (bb0240) 2009; 35 Xie, Zhong, Jin, Shao, Huang (bb0065) 2013; 24 Fournier, Bonelle, Vezolle, Moulinec, Sunderland (bb0305) 2011 Ergun (bb0220) 1952; 48 Karypis, Schloegel (bb0345) 2013 Fede, Simonin, Ansart, Neau, Ghouila (bb0255) 2011 Pellegrini (bb0340) 2014 (10.1016/j.powtec.2020.03.010_bb0300) 2016 Fotovat (10.1016/j.powtec.2020.03.010_bb0095) 2015; 126 Bennani (10.1016/j.powtec.2020.03.010_bb0105) 2017; 120 Cloete (10.1016/j.powtec.2020.03.010_bb0200) 2019; 207 Khan (10.1016/j.powtec.2020.03.010_bb0010) 2014; 20 Ribés (10.1016/j.powtec.2020.03.010_bb0315) 2015 Igci (10.1016/j.powtec.2020.03.010_bb0145) 2011; 57 Zaichik (10.1016/j.powtec.2020.03.010_bb0240) 2009; 35 Deen (10.1016/j.powtec.2020.03.010_bb0040) 2007; 62 Vermorel (10.1016/j.powtec.2020.03.010_bb0265) 2019; 4 Lavieville (10.1016/j.powtec.2020.03.010_bb0285) 2004 Karypis (10.1016/j.powtec.2020.03.010_bb0345) 2013 Fede (10.1016/j.powtec.2020.03.010_bb0235) 2005 Schneiderbauer (10.1016/j.powtec.2020.03.010_bb0180) 2017; 63 Fournier (10.1016/j.powtec.2020.03.010_bb0290) 2011; 45 Schneiderbauer (10.1016/j.powtec.2020.03.010_bb0175) 2015; 264 Simonin (10.1016/j.powtec.2020.03.010_bb0225) 2016 Zeren (10.1016/j.powtec.2020.03.010_bb0090) 2013 Fede (10.1016/j.powtec.2020.03.010_bb0080) 2011 Pepiot (10.1016/j.powtec.2020.03.010_bb0050) 2012; 220 Gourdel (10.1016/j.powtec.2020.03.010_bb0230) 1999 Code Saturne Version 5.0.4 User Guide (10.1016/j.powtec.2020.03.010_bb0330) 2017 10.1016/j.powtec.2020.03.010_bb0130 Holloway (10.1016/j.powtec.2020.03.010_bb0170) 2014; 108 Ranz (10.1016/j.powtec.2020.03.010_bb0275) 1952; 48 Méchitoua (10.1016/j.powtec.2020.03.010_bb0320) 2009 Akbari (10.1016/j.powtec.2020.03.010_bb0015) 2015; 104 Laviéville (10.1016/j.powtec.2020.03.010_bb0270) 1995; 228 Morioka (10.1016/j.powtec.2020.03.010_bb0205) 1987; 6 Feng (10.1016/j.powtec.2020.03.010_bb0365) 2007; 40 Milioli (10.1016/j.powtec.2020.03.010_bb0160) 2013; 59 D. SAS (10.1016/j.powtec.2020.03.010_bb0335) 2015 Fournier (10.1016/j.powtec.2020.03.010_bb0305) 2011 Van der Hoef (10.1016/j.powtec.2020.03.010_bb0045) 2008; 40 Gobin (10.1016/j.powtec.2020.03.010_bb0030) 2003; 43 Ozel (10.1016/j.powtec.2020.03.010_bb0085) 2013 Konan (10.1016/j.powtec.2020.03.010_bb0070) 2009 Simonin (10.1016/j.powtec.2020.03.010_bb0210) 2000 Fede (10.1016/j.powtec.2020.03.010_bb0100) 2016; 142 Srivastava (10.1016/j.powtec.2020.03.010_bb0260) 2003; 129 Fournier (10.1016/j.powtec.2020.03.010_bb0295) 2015 Igci (10.1016/j.powtec.2020.03.010_bb0115) 2008; 54 Benoit (10.1016/j.powtec.2020.03.010_bb0110) 2018; 64 Capecelatro (10.1016/j.powtec.2020.03.010_bb0055) 2013; 238 Agrawal (10.1016/j.powtec.2020.03.010_bb0350) 2001; 445 Ergun (10.1016/j.powtec.2020.03.010_bb0220) 1952; 48 Özel (10.1016/j.powtec.2020.03.010_bb0140) 2013; 55 Wen (10.1016/j.powtec.2020.03.010_bb0215) 1965; 62 Shamiri (10.1016/j.powtec.2020.03.010_bb0005) 2014; 53 Parmentier (10.1016/j.powtec.2020.03.010_bb0120) 2008 Boëlle (10.1016/j.powtec.2020.03.010_bb0250) 1995 Hui (10.1016/j.powtec.2020.03.010_bb0020) 2018; 14 Fede (10.1016/j.powtec.2020.03.010_bb0075) 2010 Cloete (10.1016/j.powtec.2020.03.010_bb0185) 2016; 289 Méchitoua (10.1016/j.powtec.2020.03.010_bb0280) 2003 Neau (10.1016/j.powtec.2020.03.010_bb0325) 2010 Parmentier (10.1016/j.powtec.2020.03.010_bb0150) 2012; 58 Rokkam (10.1016/j.powtec.2020.03.010_bb0060) 2013; 92 NEPTUNE CFD Version 4.0.1 User Guide (10.1016/j.powtec.2020.03.010_bb0135) 2017 Ahrens (10.1016/j.powtec.2020.03.010_bb0310) 2005 Bauer (10.1016/j.powtec.2020.03.010_bb0360) 2016; 35 Xie (10.1016/j.powtec.2020.03.010_bb0065) 2013; 24 Schneiderbauer (10.1016/j.powtec.2020.03.010_bb0165) 2013; 59 Fede (10.1016/j.powtec.2020.03.010_bb0255) 2011 Batrak (10.1016/j.powtec.2020.03.010_bb0035) 2005 Jenkins (10.1016/j.powtec.2020.03.010_bb0245) 1986; 647–669 Cloete (10.1016/j.powtec.2020.03.010_bb0190) 2017; 316 Agrawal (10.1016/j.powtec.2020.03.010_bb0155) 2013; 95 Geldart (10.1016/j.powtec.2020.03.010_bb0025) 1973; 7 Cloete (10.1016/j.powtec.2020.03.010_bb0195) 2018; 182 Pellegrini (10.1016/j.powtec.2020.03.010_bb0340) 2014 Germano (10.1016/j.powtec.2020.03.010_bb0355) 1992; 238
References_xml	– volume: 129 start-page: 72 year: 2003 end-page: 85 ident: bb0260 article-title: Analysis of a frictional kinetic model for gas/particle ows publication-title: Powder Technol. – year: 2011 ident: bb0305 article-title: An automatic joining mesh approach for computational fluid dynamics to reach a billion cell simulations publication-title: Proceedings of the Second International Conference on Parallel, Distributed, Grid and Cloud Computing for Engineering – year: 2009 ident: bb0070 article-title: 3D unsteady polydispersed simulation of uranium tetrafluoride particles in fluidized bed pilot publication-title: Proc. 20th International Conference On Fluidized Bed Combustion, FBC – volume: 59 start-page: 4077 year: 2013 end-page: 4099 ident: bb0165 article-title: Comparative analysis of subgrid drag modifications for dense gas-particle flows in bubbling fluidized beds publication-title: AICHE J. – volume: 228 start-page: 347 year: 1995 end-page: 358 ident: bb0270 article-title: Large eddy simulation of interactions between colliding particles and a homogeneous isotropic turbulence field publication-title: ASME Publ. FED – volume: 45 start-page: 103 year: 2011 end-page: 108 ident: bb0290 article-title: Optimizing code Saturne computations on petascale systems publication-title: Comput. Fluids – volume: 207 start-page: 379 year: 2019 end-page: 396 ident: bb0200 article-title: On the choice of closure complexity in anisotropic drag closures for filtered two fluid models publication-title: Chem. Eng. Sci. – volume: 14 year: 2018 ident: bb0020 article-title: Computational uid dynamics simulation of gas–liquid–solid polyethylene fluidized bed reactors incorporating with a dynamic polymerization kinetic model publication-title: Asia Pac. J. Chem. Eng. – year: 2013 ident: bb0090 article-title: 3D numerical simulation of catalyst injection into a dense fluidized bed publication-title: Proc. 8th International Conference on Multiphase Flow, Jeju (Korea) – year: 2000 ident: bb0210 article-title: Theoretical and Experimental Modeling of Particulate Flows, Lecture Series 2000–06 – volume: 35 start-page: 577 year: 2016 end-page: 597 ident: bb0360 article-title: In SituMethods, infrastructures, and applications on high performance computing platforms publication-title: Computer Graphics Forum – volume: 43 start-page: 1199 year: 2003 end-page: 1220 ident: bb0030 article-title: Fluid dynamic numerical simulation of a gas phase polymerization reactor publication-title: Int. J. Numer. Methods Fluids – year: 2003 ident: bb0280 article-title: An unstructured finite volume solver for two-phase water/vapor flows modelling based on an elliptic-oriented fractional step method publication-title: Proc. of NURETH-10, Seoul, Korea – year: 2011 ident: bb0080 article-title: 3D numerical simulation of polydisperse pressurized gas-solid fluidized bed publication-title: Proc. of AJK2011-FED, ASME-JSME-KSME Joint Fluids Engineering Conference, Hamamatsu, Shizuoka (Japan) – volume: 92 start-page: 146 year: 2013 end-page: 156 ident: bb0060 article-title: Computational and experimental study of electrostatics in gas–solid polymerization fluidized beds publication-title: Chem. Eng. Sci. – year: 2015 ident: bb0335 article-title: SIMAIL version 8.0 manuel utilisateur, DISTENE, Campus Teratec, 2 rue de la Piquetterie, F-91680 Bruyères-le-Châtel, FRANCE – year: 2005 ident: bb0310 article-title: ParaView: an end-user tool for large data visualization publication-title: Visualization Handbook – year: 2004 ident: bb0285 article-title: NEPTUNE CFD V1.0 theory manual, Rapport interne EDF H-I81–2006-04377-EN publication-title: Rapport NEPTUNE Nept – year: 2013 ident: bb0345 article-title: ParMETIS Version 4.0.2 Manual – year: 2017 ident: bb0330 article-title: EDF R&D; Fluid Dynamics, Power Generation and Environment Department Multi-Phase and Reactive Flow Group, 6 quai Watier, 78401 Chatou CEDEX, France – volume: 95 start-page: 291 year: 2013 end-page: 300 ident: bb0155 article-title: Filtered models for scalar transport in gas–particle flows publication-title: Chem. Eng. Sci. – year: 2010 ident: bb0325 article-title: High performance computing (HPC) for the fluidization of particle–laden reactive flows publication-title: Proc. 7th International Conference on Multiphase Flow – volume: 120 start-page: 333 year: 2017 end-page: 347 ident: bb0105 article-title: Numerical simulation of unsteady dense granular flows with rotating geometries publication-title: Chem. Eng. Res. Des. – volume: 445 start-page: 151 year: 2001 end-page: 185 ident: bb0350 article-title: The role of mesoscale structures in rapid gas-solid flows publication-title: J. Fluid Mech. – volume: 220 start-page: 104 year: 2012 end-page: 121 ident: bb0050 article-title: Numerical analysis of the dynamics of twoand three-dimensional fluidized bed reactors using an Euler–Lagrange approach publication-title: Powder Technol. – volume: 48 start-page: 141 year: 1952 end-page: 146 ident: bb0275 article-title: Evaporation from drops publication-title: Chem. Eng. Prog. – volume: 59 start-page: 3265 year: 2013 end-page: 3275 ident: bb0160 article-title: Filtered two-fluid models of fluidized gas-particle flows: new constitutive relations publication-title: AICHE J. – start-page: 9 year: 1995 end-page: 18 ident: bb0250 article-title: Second-order prediction of the particlephase stress tensor of inelastic spheres in simple shear dense suspensions publication-title: Gas-Particle ows, ASME FED 28 – year: 2014 ident: bb0340 article-title: PT-Scotch version 6.0.4 user guide, Université Bordeaux 1 & LaBRI, UMR CNRS 5800 Bacchus team, INRIA Bordeaux Sud- Ouest, 351 cours de la Libération, 33405 Talence, France – volume: 55 start-page: 43 year: 2013 end-page: 63 ident: bb0140 article-title: Development of filtered Euler-Euler two-phase model for circulating fluidised bed: high resolution simulation, formulation and a priori analyses publication-title: Int. J. Multiphase Flow – start-page: 731 year: 2016 end-page: 950 ident: bb0300 article-title: chap. 9 - Ensight Data Formats publication-title: Ensight User Manual for Version 10.2 – volume: 57 start-page: 2691 year: 2011 end-page: 2707 ident: bb0145 article-title: Verification of filtered two-fluid models for gas-particle flows in risers publication-title: AICHE J. – volume: 316 start-page: 265 year: 2017 end-page: 277 ident: bb0190 article-title: The sensitivity of filtered two fluid model to the underlying resolved simulation setup publication-title: Powder Technol. – volume: 142 start-page: 215 year: 2016 end-page: 235 ident: bb0100 article-title: 3D numerical simulation of a lab-scale pressurized dense fluidized bed focussing on the effect of the particle-particle restitution coefficient and particle–wall boundary conditions publication-title: Chem. Eng. Sci. – volume: 6 start-page: 77 year: 1987 end-page: 88 ident: bb0205 article-title: Modeling of gas and solid particles 2-phase flow and application to fluidized-bed publication-title: J. Mécanique Théorique et Appliquée – volume: 647–669 year: 1986 ident: bb0245 article-title: Grad's 13-moment system for a dense gas of inelastic spheres publication-title: The Breadth and Depth of Continuum Mechanics – volume: 64 start-page: 3857 year: 2018 end-page: 3867 ident: bb0110 article-title: Three-dimensional numerical simulation of upflow bubbling fluidized bed in opaque tube under high ux solar heating publication-title: AICHE J. – year: 2010 ident: bb0075 article-title: 3D Unsteady Numerical Simulation of the Hydrodynamic of a Gas Phase Polymerization Reactor publication-title: Proc. 7th Int. Conference on Multiphase Flow, Tampa (USA) – year: 2005 ident: bb0235 article-title: Application of a perturbated two-maxwellian approach for the modelling of kinetic stress transfer by collision in non- equilibrium binary mixture of inelastic particles publication-title: Proc. 10th Int. Symp. on Gas-Particle Flows, ASME Fluids Engineering Summer Conference, Houston (USA) – year: 2015 ident: bb0295 article-title: Recent and upcoming changes in code saturne: computational fluid dynamics HPC tools oriented features publication-title: Fourth International Conference on Parallel, Distributed, Grid and Cloud Computing for Engineering, Dubrovnik, Croatia – volume: 20 start-page: 3919 year: 2014 end-page: 3946 ident: bb0010 article-title: CFD simulation of fluidized bed reactors for polyolefin production – a review publication-title: J. Ind. Eng. Chem. – volume: 48 start-page: 89 year: 1952 end-page: 94 ident: bb0220 article-title: Fluid flow through packed columns publication-title: Chem. Eng. Prog. – volume: 104 start-page: 53 year: 2015 end-page: 67 ident: bb0015 article-title: 2D CFD-PBM simulation of hydrodynamic and particle growth in an industrial gas phase fluidized bed polymerization reactor publication-title: Chem. Eng. Res. Des. – year: 2017 ident: bb0135 article-title: EDF R&D; Fluid Dynamics, Power Generation and Environment Department Multi-Phase and Reactive Flow Group, 6 quai Watier, 78401 Chatou CEDEX, France – volume: 63 start-page: 3544 year: 2017 end-page: 3562 ident: bb0180 article-title: A spatially-averaged two-uid model for dense large-scale gas-solid ows publication-title: AICHE J. – year: 2013 ident: bb0085 article-title: Numerical simulation of liquid injection into an anisothermal dense fluidized bed publication-title: Proc. 8th International Conference on Multiphase Flow, Jeju (Korea) – start-page: 331 year: 2008 end-page: 336 ident: bb0120 article-title: A numerical study of fluidization behavior of Geldart B, A/B and A particles using an Eulerian multifluid modeling approach publication-title: Proc. of the 9th Int. Conference on Circulating Fluidized Beds, Circulating Fluidized Bed Technology IX – volume: 7 start-page: 285 year: 1973 end-page: 292 ident: bb0025 article-title: Types of gas fluidization publication-title: Powder Technol. – volume: 62 start-page: 28 year: 2007 end-page: 44 ident: bb0040 article-title: Review of discrete particle modeling of fluidized beds publication-title: Chem. Eng. Sci. – volume: 238 start-page: 1 year: 2013 end-page: 31 ident: bb0055 article-title: An Euler–Lagrange strategy for simulating particle-laden flows publication-title: J. Comput. Phys. – year: 2019 ident: bb0125 article-title: June 2019 — TOP500 Supercomputer Sites – year: 2011 ident: bb0255 article-title: Effect of wall boundary conditions and mesh refinement on the numerical simulation of a pressurized dense fluidized bed for polymerization reactor publication-title: Proc. of the 10th Int. Conference on Circulating Fluidized Beds and Fluidization Technology – volume: 289 start-page: 65 year: 2016 end-page: 70 ident: bb0185 article-title: Grid independence behaviour of fluidized bed reactor simulations using the two fluid model: detailed parametric study publication-title: Powder Technol. – volume: 35 start-page: 868 year: 2009 end-page: 878 ident: bb0240 article-title: Statistical models for predicting the effect of bidisperse particle collisions on particle velocities and stresses in homogeneous anisotropic turbulent flows publication-title: Int. J. Multiphase Flow – volume: 54 start-page: 1431 year: 2008 end-page: 1448 ident: bb0115 article-title: Filtered two-fluid models for fluidized gas-particle suspensions publication-title: AICHE J. – volume: 40 start-page: 50 year: 2007 end-page: 55 ident: bb0365 article-title: The Green500 list: encouraging sustainable supercomputing publication-title: Computer – start-page: 370 year: 2005 end-page: 377 ident: bb0035 article-title: Unlike particles size collision model in 3D unsteady polydispersed simulation of circulating fluidized bed publication-title: Circulating Fluidized Bed Technology VIII: Proceedings of the 8th International Conference on Circulating Fluidized Beds, Circulating Fluidized Bed Technology, Hangzhou, China – volume: 40 start-page: 47 year: 2008 end-page: 70 ident: bb0045 article-title: Numerical simulation of dense gas-solid fluidized beds: a multiscale modeling strategy publication-title: Annu. Rev. Fluid Mech. – volume: 182 start-page: 93 year: 2018 end-page: 107 ident: bb0195 article-title: Hydrodynamic validation study of filtered two fluid models publication-title: Chem. Eng. Sci. – reference: , 2018. – volume: 238 start-page: 325 year: 1992 end-page: 336 ident: bb0355 article-title: Turbulence: the filtering approach publication-title: J. Fluid Mech. – reference: Z. Hamidouche, E. Masi, P. Fede, R. Ansart, H. Neau, M. Hemati, O. Simonin, Numerical simulation of multiphase reactive flows, in: Bridging Scales in Modelling and Simulation of Non-Reacting and Reacting Flows. Part I, Elsevier, 51–124, – year: 2016 ident: bb0225 article-title: Drag force modelling in dilute to dense particle-laden flows with mono-disperse or binary mixture of solid particles publication-title: 9 – volume: 126 start-page: 543 year: 2015 end-page: 559 ident: bb0095 article-title: Sand-assited fluidization of large cylindrical and spherical biomass particles: experiments and simulation publication-title: Chem. Eng. Sci. – volume: 53 start-page: 8694 year: 2014 end-page: 8705 ident: bb0005 article-title: Experimental and modeling analysis of propylene polymerization in a pilot-scale fluidized bed reactor publication-title: Ind. Eng. Chem. Res. – volume: 264 start-page: 99 year: 2015 end-page: 112 ident: bb0175 article-title: CFD modeling and simulation of industrial scale olefin polymerization fluidized bed reactors publication-title: Chem. Eng. J. – volume: 108 start-page: 67 year: 2014 end-page: 86 ident: bb0170 article-title: Filtered models for bidisperse gas–particle ows publication-title: Chem. Eng. Sci. – volume: 24 start-page: 382 year: 2013 end-page: 392 ident: bb0065 article-title: Eulerian–Lagrangian method for three-dimensional simulation of fluidized bed coal gasification publication-title: Adv. Powder Technol. – start-page: 205 year: 1999 end-page: 210 ident: bb0230 article-title: Two-Maxwellian equilibrium distribution function for the modelling of a binary mixture of particles publication-title: Circulating Fluidized Bed Technology VI – start-page: 21 year: 2015 end-page: 37 ident: bb0315 article-title: In-situ visualization in computational fluid dynamics using open-source tools: integration of catalyst into code saturne publication-title: Topological and Statistical Methods for Complex Data – year: 2009 ident: bb0320 article-title: Improvements of a finite volume based multigrid method applied to elliptic problems publication-title: International Conference on Mathematics, Computational Methods and Reactor Physics (M&C'09) – volume: 62 start-page: 100 year: 1965 end-page: 111 ident: bb0215 article-title: Mechanics of fluidization publication-title: Chem. Eng. Symp. Ser. – volume: 58 start-page: 1084 year: 2012 end-page: 1098 ident: bb0150 article-title: A functional subgrid drift velocity model for filtered drag prediction in dense fluidized bed publication-title: AICHE J. – volume: 4 start-page: 025 year: 2019 ident: bb0265 article-title: Numerical study and modelling of turbulence modulation in a particle laden slab flow publication-title: J. Turbul. – volume: 4 start-page: 025 year: 2019 ident: 10.1016/j.powtec.2020.03.010_bb0265 article-title: Numerical study and modelling of turbulence modulation in a particle laden slab flow publication-title: J. Turbul. – volume: 126 start-page: 543 year: 2015 ident: 10.1016/j.powtec.2020.03.010_bb0095 article-title: Sand-assited fluidization of large cylindrical and spherical biomass particles: experiments and simulation publication-title: Chem. Eng. Sci. doi: 10.1016/j.ces.2014.12.022 – volume: 48 start-page: 89 year: 1952 ident: 10.1016/j.powtec.2020.03.010_bb0220 article-title: Fluid flow through packed columns publication-title: Chem. Eng. Prog. – year: 2011 ident: 10.1016/j.powtec.2020.03.010_bb0080 article-title: 3D numerical simulation of polydisperse pressurized gas-solid fluidized bed – volume: 647–669 year: 1986 ident: 10.1016/j.powtec.2020.03.010_bb0245 article-title: Grad's 13-moment system for a dense gas of inelastic spheres – volume: 43 start-page: 1199 year: 2003 ident: 10.1016/j.powtec.2020.03.010_bb0030 article-title: Fluid dynamic numerical simulation of a gas phase polymerization reactor publication-title: Int. J. Numer. Methods Fluids doi: 10.1002/fld.542 – year: 2015 ident: 10.1016/j.powtec.2020.03.010_bb0335 – volume: 92 start-page: 146 year: 2013 ident: 10.1016/j.powtec.2020.03.010_bb0060 article-title: Computational and experimental study of electrostatics in gas–solid polymerization fluidized beds publication-title: Chem. Eng. Sci. doi: 10.1016/j.ces.2013.01.023 – volume: 57 start-page: 2691 issue: 10 year: 2011 ident: 10.1016/j.powtec.2020.03.010_bb0145 article-title: Verification of filtered two-fluid models for gas-particle flows in risers publication-title: AICHE J. doi: 10.1002/aic.12486 – volume: 55 start-page: 43 year: 2013 ident: 10.1016/j.powtec.2020.03.010_bb0140 article-title: Development of filtered Euler-Euler two-phase model for circulating fluidised bed: high resolution simulation, formulation and a priori analyses publication-title: Int. J. Multiphase Flow doi: 10.1016/j.ijmultiphaseflow.2013.04.002 – volume: 7 start-page: 285 year: 1973 ident: 10.1016/j.powtec.2020.03.010_bb0025 article-title: Types of gas fluidization publication-title: Powder Technol. doi: 10.1016/0032-5910(73)80037-3 – volume: 264 start-page: 99 year: 2015 ident: 10.1016/j.powtec.2020.03.010_bb0175 article-title: CFD modeling and simulation of industrial scale olefin polymerization fluidized bed reactors publication-title: Chem. Eng. J. doi: 10.1016/j.cej.2014.11.058 – year: 2015 ident: 10.1016/j.powtec.2020.03.010_bb0295 article-title: Recent and upcoming changes in code saturne: computational fluid dynamics HPC tools oriented features – year: 2004 ident: 10.1016/j.powtec.2020.03.010_bb0285 article-title: NEPTUNE CFD V1.0 theory manual, Rapport interne EDF H-I81–2006-04377-EN – year: 2014 ident: 10.1016/j.powtec.2020.03.010_bb0340 – volume: 59 start-page: 3265 issue: 9 year: 2013 ident: 10.1016/j.powtec.2020.03.010_bb0160 article-title: Filtered two-fluid models of fluidized gas-particle flows: new constitutive relations publication-title: AICHE J. doi: 10.1002/aic.14130 – volume: 40 start-page: 50 issue: 12 year: 2007 ident: 10.1016/j.powtec.2020.03.010_bb0365 article-title: The Green500 list: encouraging sustainable supercomputing publication-title: Computer doi: 10.1109/MC.2007.445 – volume: 24 start-page: 382 issue: 1 year: 2013 ident: 10.1016/j.powtec.2020.03.010_bb0065 article-title: Eulerian–Lagrangian method for three-dimensional simulation of fluidized bed coal gasification publication-title: Adv. Powder Technol. doi: 10.1016/j.apt.2012.09.001 – year: 2013 ident: 10.1016/j.powtec.2020.03.010_bb0085 article-title: Numerical simulation of liquid injection into an anisothermal dense fluidized bed – year: 2003 ident: 10.1016/j.powtec.2020.03.010_bb0280 article-title: An unstructured finite volume solver for two-phase water/vapor flows modelling based on an elliptic-oriented fractional step method – year: 2005 ident: 10.1016/j.powtec.2020.03.010_bb0235 article-title: Application of a perturbated two-maxwellian approach for the modelling of kinetic stress transfer by collision in non- equilibrium binary mixture of inelastic particles – year: 2013 ident: 10.1016/j.powtec.2020.03.010_bb0090 article-title: 3D numerical simulation of catalyst injection into a dense fluidized bed – year: 2017 ident: 10.1016/j.powtec.2020.03.010_bb0135 – year: 2017 ident: 10.1016/j.powtec.2020.03.010_bb0330 – year: 2011 ident: 10.1016/j.powtec.2020.03.010_bb0305 article-title: An automatic joining mesh approach for computational fluid dynamics to reach a billion cell simulations – volume: 58 start-page: 1084 issue: 4 year: 2012 ident: 10.1016/j.powtec.2020.03.010_bb0150 article-title: A functional subgrid drift velocity model for filtered drag prediction in dense fluidized bed publication-title: AICHE J. doi: 10.1002/aic.12647 – year: 2009 ident: 10.1016/j.powtec.2020.03.010_bb0320 article-title: Improvements of a finite volume based multigrid method applied to elliptic problems – start-page: 370 year: 2005 ident: 10.1016/j.powtec.2020.03.010_bb0035 article-title: Unlike particles size collision model in 3D unsteady polydispersed simulation of circulating fluidized bed – volume: 95 start-page: 291 issue: 0 year: 2013 ident: 10.1016/j.powtec.2020.03.010_bb0155 article-title: Filtered models for scalar transport in gas–particle flows publication-title: Chem. Eng. Sci. doi: 10.1016/j.ces.2013.03.017 – volume: 62 start-page: 100 year: 1965 ident: 10.1016/j.powtec.2020.03.010_bb0215 article-title: Mechanics of fluidization publication-title: Chem. Eng. Symp. Ser. – volume: 104 start-page: 53 year: 2015 ident: 10.1016/j.powtec.2020.03.010_bb0015 article-title: 2D CFD-PBM simulation of hydrodynamic and particle growth in an industrial gas phase fluidized bed polymerization reactor publication-title: Chem. Eng. Res. Des. doi: 10.1016/j.cherd.2015.07.016 – volume: 45 start-page: 103 issue: 1 year: 2011 ident: 10.1016/j.powtec.2020.03.010_bb0290 article-title: Optimizing code Saturne computations on petascale systems publication-title: Comput. Fluids doi: 10.1016/j.compfluid.2011.01.028 – volume: 238 start-page: 325 year: 1992 ident: 10.1016/j.powtec.2020.03.010_bb0355 article-title: Turbulence: the filtering approach publication-title: J. Fluid Mech. doi: 10.1017/S0022112092001733 – volume: 48 start-page: 141 issue: 3 year: 1952 ident: 10.1016/j.powtec.2020.03.010_bb0275 article-title: Evaporation from drops publication-title: Chem. Eng. Prog. – year: 2010 ident: 10.1016/j.powtec.2020.03.010_bb0325 article-title: High performance computing (HPC) for the fluidization of particle–laden reactive flows – volume: 62 start-page: 28 issue: 1 year: 2007 ident: 10.1016/j.powtec.2020.03.010_bb0040 article-title: Review of discrete particle modeling of fluidized beds publication-title: Chem. Eng. Sci. doi: 10.1016/j.ces.2006.08.014 – year: 2009 ident: 10.1016/j.powtec.2020.03.010_bb0070 article-title: 3D unsteady polydispersed simulation of uranium tetrafluoride particles in fluidized bed pilot – volume: 35 start-page: 868 issue: 9 year: 2009 ident: 10.1016/j.powtec.2020.03.010_bb0240 article-title: Statistical models for predicting the effect of bidisperse particle collisions on particle velocities and stresses in homogeneous anisotropic turbulent flows publication-title: Int. J. Multiphase Flow doi: 10.1016/j.ijmultiphaseflow.2009.05.007 – year: 2005 ident: 10.1016/j.powtec.2020.03.010_bb0310 article-title: ParaView: an end-user tool for large data visualization – year: 2013 ident: 10.1016/j.powtec.2020.03.010_bb0345 – volume: 129 start-page: 72 year: 2003 ident: 10.1016/j.powtec.2020.03.010_bb0260 article-title: Analysis of a frictional kinetic model for gas/particle ows publication-title: Powder Technol. doi: 10.1016/S0032-5910(02)00132-8 – volume: 220 start-page: 104 year: 2012 ident: 10.1016/j.powtec.2020.03.010_bb0050 article-title: Numerical analysis of the dynamics of twoand three-dimensional fluidized bed reactors using an Euler–Lagrange approach publication-title: Powder Technol. doi: 10.1016/j.powtec.2011.09.021 – volume: 120 start-page: 333 year: 2017 ident: 10.1016/j.powtec.2020.03.010_bb0105 article-title: Numerical simulation of unsteady dense granular flows with rotating geometries publication-title: Chem. Eng. Res. Des. doi: 10.1016/j.cherd.2017.01.028 – volume: 64 start-page: 3857 issue: 11 year: 2018 ident: 10.1016/j.powtec.2020.03.010_bb0110 article-title: Three-dimensional numerical simulation of upflow bubbling fluidized bed in opaque tube under high ux solar heating publication-title: AICHE J. doi: 10.1002/aic.16218 – start-page: 731 year: 2016 ident: 10.1016/j.powtec.2020.03.010_bb0300 article-title: chap. 9 - Ensight Data Formats – year: 2010 ident: 10.1016/j.powtec.2020.03.010_bb0075 article-title: 3D Unsteady Numerical Simulation of the Hydrodynamic of a Gas Phase Polymerization Reactor – volume: 228 start-page: 347 year: 1995 ident: 10.1016/j.powtec.2020.03.010_bb0270 article-title: Large eddy simulation of interactions between colliding particles and a homogeneous isotropic turbulence field publication-title: ASME Publ. FED – start-page: 205 year: 1999 ident: 10.1016/j.powtec.2020.03.010_bb0230 article-title: Two-Maxwellian equilibrium distribution function for the modelling of a binary mixture of particles – volume: 14 issue: 1 year: 2018 ident: 10.1016/j.powtec.2020.03.010_bb0020 article-title: Computational uid dynamics simulation of gas–liquid–solid polyethylene fluidized bed reactors incorporating with a dynamic polymerization kinetic model publication-title: Asia Pac. J. Chem. Eng. doi: 10.1002/apj.2265 – volume: 20 start-page: 3919 issue: 6 year: 2014 ident: 10.1016/j.powtec.2020.03.010_bb0010 article-title: CFD simulation of fluidized bed reactors for polyolefin production – a review publication-title: J. Ind. Eng. Chem. doi: 10.1016/j.jiec.2014.01.044 – volume: 59 start-page: 4077 issue: 11 year: 2013 ident: 10.1016/j.powtec.2020.03.010_bb0165 article-title: Comparative analysis of subgrid drag modifications for dense gas-particle flows in bubbling fluidized beds publication-title: AICHE J. doi: 10.1002/aic.14155 – volume: 142 start-page: 215 year: 2016 ident: 10.1016/j.powtec.2020.03.010_bb0100 article-title: 3D numerical simulation of a lab-scale pressurized dense fluidized bed focussing on the effect of the particle-particle restitution coefficient and particle–wall boundary conditions publication-title: Chem. Eng. Sci. doi: 10.1016/j.ces.2015.11.016 – volume: 53 start-page: 8694 issue: 21 year: 2014 ident: 10.1016/j.powtec.2020.03.010_bb0005 article-title: Experimental and modeling analysis of propylene polymerization in a pilot-scale fluidized bed reactor publication-title: Ind. Eng. Chem. Res. doi: 10.1021/ie501155h – ident: 10.1016/j.powtec.2020.03.010_bb0130 doi: 10.1016/bs.ache.2018.01.003 – volume: 445 start-page: 151 year: 2001 ident: 10.1016/j.powtec.2020.03.010_bb0350 article-title: The role of mesoscale structures in rapid gas-solid flows publication-title: J. Fluid Mech. doi: 10.1017/S0022112001005663 – volume: 35 start-page: 577 issue: 3 year: 2016 ident: 10.1016/j.powtec.2020.03.010_bb0360 article-title: In SituMethods, infrastructures, and applications on high performance computing platforms publication-title: Computer Graphics Forum doi: 10.1111/cgf.12930 – year: 2016 ident: 10.1016/j.powtec.2020.03.010_bb0225 article-title: Drag force modelling in dilute to dense particle-laden flows with mono-disperse or binary mixture of solid particles – start-page: 331 year: 2008 ident: 10.1016/j.powtec.2020.03.010_bb0120 article-title: A numerical study of fluidization behavior of Geldart B, A/B and A particles using an Eulerian multifluid modeling approach – start-page: 21 year: 2015 ident: 10.1016/j.powtec.2020.03.010_bb0315 article-title: In-situ visualization in computational fluid dynamics using open-source tools: integration of catalyst into code saturne – volume: 238 start-page: 1 year: 2013 ident: 10.1016/j.powtec.2020.03.010_bb0055 article-title: An Euler–Lagrange strategy for simulating particle-laden flows publication-title: J. Comput. Phys. doi: 10.1016/j.jcp.2012.12.015 – volume: 54 start-page: 1431 year: 2008 ident: 10.1016/j.powtec.2020.03.010_bb0115 article-title: Filtered two-fluid models for fluidized gas-particle suspensions publication-title: AICHE J. doi: 10.1002/aic.11481 – year: 2011 ident: 10.1016/j.powtec.2020.03.010_bb0255 article-title: Effect of wall boundary conditions and mesh refinement on the numerical simulation of a pressurized dense fluidized bed for polymerization reactor – volume: 182 start-page: 93 year: 2018 ident: 10.1016/j.powtec.2020.03.010_bb0195 article-title: Hydrodynamic validation study of filtered two fluid models publication-title: Chem. Eng. Sci. doi: 10.1016/j.ces.2018.02.032 – volume: 289 start-page: 65 year: 2016 ident: 10.1016/j.powtec.2020.03.010_bb0185 article-title: Grid independence behaviour of fluidized bed reactor simulations using the two fluid model: detailed parametric study publication-title: Powder Technol. doi: 10.1016/j.powtec.2015.11.011 – volume: 316 start-page: 265 year: 2017 ident: 10.1016/j.powtec.2020.03.010_bb0190 article-title: The sensitivity of filtered two fluid model to the underlying resolved simulation setup publication-title: Powder Technol. doi: 10.1016/j.powtec.2016.11.064 – volume: 6 start-page: 77 issue: 1 year: 1987 ident: 10.1016/j.powtec.2020.03.010_bb0205 article-title: Modeling of gas and solid particles 2-phase flow and application to fluidized-bed publication-title: J. Mécanique Théorique et Appliquée – year: 2000 ident: 10.1016/j.powtec.2020.03.010_bb0210 – volume: 207 start-page: 379 year: 2019 ident: 10.1016/j.powtec.2020.03.010_bb0200 article-title: On the choice of closure complexity in anisotropic drag closures for filtered two fluid models publication-title: Chem. Eng. Sci. doi: 10.1016/j.ces.2019.06.006 – start-page: 9 year: 1995 ident: 10.1016/j.powtec.2020.03.010_bb0250 article-title: Second-order prediction of the particlephase stress tensor of inelastic spheres in simple shear dense suspensions – volume: 40 start-page: 47 year: 2008 ident: 10.1016/j.powtec.2020.03.010_bb0045 article-title: Numerical simulation of dense gas-solid fluidized beds: a multiscale modeling strategy publication-title: Annu. Rev. Fluid Mech. doi: 10.1146/annurev.fluid.40.111406.102130 – volume: 108 start-page: 67 issue: 0 year: 2014 ident: 10.1016/j.powtec.2020.03.010_bb0170 article-title: Filtered models for bidisperse gas–particle ows publication-title: Chem. Eng. Sci. doi: 10.1016/j.ces.2013.12.037 – volume: 63 start-page: 3544 issue: 8 year: 2017 ident: 10.1016/j.powtec.2020.03.010_bb0180 article-title: A spatially-averaged two-uid model for dense large-scale gas-solid ows publication-title: AICHE J. doi: 10.1002/aic.15684
SSID	ssj0006310
Score	2.502994
Snippet	For the last 30 years, experimental and modeling studies have been carried out on fluidized bed reactors from laboratory up to industrial scales. The... For the last 30 years, experimental and modeling studies have been carried out on fluidized bed reactors from laboratory up to industrial scales. The...
SourceID	hal proquest crossref elsevier
SourceType	Open Access Repository Aggregation Database Enrichment Source Index Database Publisher
StartPage	906
SubjectTerms	Chemical and Process Engineering Chemical engineering Chemical Sciences Computation fluid dynamics Computational fluid dynamics Computer applications Computer simulation computer software computers Cores Engineering Sciences Finite element method Fluid dynamics fluid mechanics Fluidized bed Fluidized bed reactors Fluidized beds Fluids mechanics Heat transfer High performance computing HPC Hydrodynamics Industrial scale Massively parallel Mathematical models Mechanics MPI olefin Olefin polymerization reactor Polydispersed polymerization porous media Post-production processing Reactors Simulation Sub-grid model Supercomputers
Title	Massively parallel numerical simulation using up to 36,000 CPU cores of an industrial-scale polydispersed reactive pressurized fluidized bed with a mesh of one billion cells
URI	https://dx.doi.org/10.1016/j.powtec.2020.03.010 https://www.proquest.com/docview/2432559047 https://www.proquest.com/docview/2431852394 https://hal.science/hal-02735376
Volume	366
WOSCitedRecordID	wos000528488000081&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: 1873-328X dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0006310 issn: 0032-5910 databaseCode: AIEXJ dateStart: 19950101 isFulltext: true titleUrlDefault: https://www.sciencedirect.com providerName: Elsevier
link	http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV3NbtQwELZKywEOiF-xUJBB3JZU2TgbJ8dVadVCWa2glXqznMRuU22T1WazLbwTb8ZDMBM72bQVajlwsSIntpPMF3s8mfmGkA-uTGIeRr7jh14ChZROmLja0anPYxlEsKSYZBN8PA6Pj6PJ2trvJhZmOeV5Hl5eRrP_KmqoA2Fj6Ow_iLvtFCrgGIQOJYgdyjsJ_iuowzCFodVCzjFTyrSfV-a_zLRfZuc2X1e_qq0E1Qy1T0y4grb__vbkqI_ElrWDh0QvyCazh1NCe4VJHX6kGdKLlwoDX2Q9X_Zrd9pqnv2ESj2tsrQ-ihvfdsxUXZ5inwUotTHaeOAO8KdB2dWOJ8UFUlssbpj7x0pWZpGcL82v_XZKz06KygQdXWbnLUp3laETnki87ZWto5QmROmbymWVdk0eHvqfOibo09jhrNLQndcZbKkj6yBr53UWdGfmyA06i3xkArdvrB_GlHG2NSsu4Fm3cPCaA9f2fIWue2_0XUw-7YqD_fGXq2c7Po57owMoT0FKSByE3DlL2KtveHwYhetkY7S_c_y51RwCNrA0ouZpmlDP2h_x5i39TZW6d4o-vddUi1pfOnxMHtmNDh0ZgD4hayp_Sh526C-fkV8tVGkDVdpCla6gSmuo0mpGFwVlwUd4BgpApTVQaaGpzOl1oNIrQKUNUGkHqLQFKgWgUgQqlRSBin0CUKkFKq2B-pwc7e4cbu85Nn2Ik_g-XzhRwpOAMZZ6MvSVF7OQJ3HsuVrxge-pYeqFMghdGSjXCzSToeY64aByh6nHFWxsXpD1HAZ7SaiGXZ2O1GDAVexrBm18yXSM3JZD7Q5lj7BGEiKx3PqY4mUqGifKM2HkJ1B-wmUC5NcjTttqZrhlbrmeN0IWVj82eq8A-N7S8j1goh0EKeUBmALrVrDskc0GMsLOZ6XwfIZGB9fnPfKuPQ1LEL55mauiqq9BCgYW-a_uMs5r8mD1UW-S9cW8Um_I_WS5yMr5W_tN_AFcqgJa
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=Massively+parallel+numerical+simulation+using+up+to+36%2C000+CPU+cores+of+an+industrial-scale+polydispersed+reactive+pressurized+fluidized+bed+with+a+mesh+of+one+billion+cells&rft.jtitle=Powder+technology&rft.au=Neau%2C+Herv%C3%A9&rft.au=Pigou%2C+Maxime&rft.au=Fede%2C+Pascal&rft.au=Ansart%2C+Renaud&rft.date=2020-04-15&rft.pub=Elsevier&rft.issn=0032-5910&rft.volume=366&rft.spage=906&rft.epage=924&rft_id=info:doi/10.1016%2Fj.powtec.2020.03.010&rft.externalDBID=HAS_PDF_LINK&rft.externalDocID=oai%3AHAL%3Ahal-02735376v1
thumbnail_l	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0032-5910&client=summon
thumbnail_m	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0032-5910&client=summon
thumbnail_s	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0032-5910&client=summon