Reduced-order model of optimal temperature control for the automated fibre placement process

Industrialising manufacturing processes for aeronautic composite parts is a challenging issue. Among the existing techniques, the Automated Fibre Placement (AFP) is a promising one, since it allows the making of large and complex pieces with good productivity and repeatability. However, in order to...

Full description

Saved in:
Bibliographic Details
Published inComptes rendus. Mecanique Vol. 346; no. 7; pp. 556 - 570
Main Authors Bur, Nicolas, Joyot, Pierre, Villon, Pierre
Format Journal Article
LanguageEnglish
Published Elsevier Masson SAS 01.07.2018
Académie des sciences (Paris)
Subjects
Online AccessGet full text
ISSN1631-0721
1873-7234
1873-7234
DOI10.1016/j.crme.2018.04.007

Cover

Abstract Industrialising manufacturing processes for aeronautic composite parts is a challenging issue. Among the existing techniques, the Automated Fibre Placement (AFP) is a promising one, since it allows the making of large and complex pieces with good productivity and repeatability. However, in order to ensure the regulatory requirements, the process must be controlled efficiently. In this paper, we propose the off-line computation of a parametric solution to a minimisation problem subject to heat equation. To solve this saddle-point problem with the so-called PGD method, we considered using Uzawa's technique or the Ideal Minimal Residual-based formulation, the aim being real-time control of the heat source within the AFP process.
AbstractList Industrialising manufacturing processes for aeronautic composite parts is a challenging issue. Among the existing techniques, the Automated Fibre Placement (AFP) is a promising one, since it allows the making of large and complex pieces with good productivity and repeatability. However, in order to ensure the regulatory requirements, the process must be controlled efficiently. In this paper, we propose the off-line computation of a parametric solution to a minimisation problem subject to heat equation. To solve this saddle-point problem with the so-called PGD method, we considered using Uzawa's technique or the Ideal Minimal Residual-based formulation, the aim being real-time control of the heat source within the AFP process.
Author Joyot, Pierre
Bur, Nicolas
Villon, Pierre
Author_xml – sequence: 1
  givenname: Nicolas
  surname: Bur
  fullname: Bur, Nicolas
  email: n.bur@estia.fr
  organization: ESTIA-Recherche, Technopôle Izarbel, 64210 Bidart, France
– sequence: 2
  givenname: Pierre
  surname: Joyot
  fullname: Joyot, Pierre
  email: p.joyot@estia.fr
  organization: ESTIA, CNRS, I2M Bordeaux, Technopôle Izarbel, 64210 Bidart, France
– sequence: 3
  givenname: Pierre
  surname: Villon
  fullname: Villon, Pierre
  email: pierre.villon@utc.fr
  organization: Université de technologie de Compiègne, Département “Génie des systèmes mécaniques”, Centre de recherches de Royallieu, CS 60319, 60203 Compiègne cedex, France
BackLink https://hal.science/hal-01929123$$DView record in HAL
BookMark eNp9kEFLwzAUgINMcE7_gKdcPbQmTZp24GUMdcJAkB2FkKYvLKNtSpIN_PemTC8eBoEX8t738t53i2aDGwChB0pySqh4OuTa95AXhNY54Tkh1RWa07piWVUwPkt3wWhGqoLeoNsQDoTQStTVHH19QnvU0GbOt-Bx71rosDPYjdH2qsMR-hG8ikcPWLshetdh4zyOe8DqGF2vIrTY2Cblx05p6GGIePROQwh36NqoLsD9b1yg3evLbr3Jth9v7-vVNtOciZjBsqZQmhKoSKdMU3PRkiXXhleNAMMEb4BrYJo1RtQ1UKPKotIgFGsazhbo8dx2rzo5-jS3_5ZOWblZbeX0RuiyWNKCnWiqrc-12rsQPBipbVTRTqsp20lK5CRUHuQkVE5CJeEyCU1o8Q_9--si9HyGIO1_suBl0BaGZNx60FG2zl7CfwCxJJL4
CitedBy_id crossref_primary_10_1016_j_compositesa_2022_107179
crossref_primary_10_1080_20550340_2020_1859253
Cites_doi 10.1016/j.cma.2011.11.018
10.1007/978-3-642-65024-6
10.1007/s12289-016-1319-2
10.1016/j.cma.2014.01.019
10.1090/S0002-9904-1964-11105-8
10.1016/j.matcom.2010.07.015
10.1007/s11831-013-9080-x
10.1016/0017-9310(95)00271-5
10.1186/s40323-016-0056-x
10.1007/978-3-319-02865-1
10.1016/j.compositesa.2011.05.001
10.1007/s12289-012-1112-9
10.1016/j.jnnfm.2006.07.007
10.1016/j.jnnfm.2007.03.009
10.1016/j.jnnfm.2010.12.012
10.1016/j.compositesb.2011.12.003
10.1007/978-1-4612-6387-6
10.1177/0892705702015006207
10.1016/j.cma.2011.08.025
10.1007/s11831-011-9064-7
10.1007/BF01386067
10.1016/S0266-3538(03)00108-8
10.1051/m2an/2014019
10.1007/s11831-010-9049-y
ContentType Journal Article
Copyright 2018 Académie des sciences
Distributed under a Creative Commons Attribution 4.0 International License
Copyright_xml – notice: 2018 Académie des sciences
– notice: Distributed under a Creative Commons Attribution 4.0 International License
DBID 6I.
AAFTH
AAYXX
CITATION
1XC
DOI 10.1016/j.crme.2018.04.007
DatabaseName ScienceDirect Open Access Titles
Elsevier:ScienceDirect:Open Access
CrossRef
Hyper Article en Ligne (HAL)
DatabaseTitle CrossRef
DatabaseTitleList
DeliveryMethod fulltext_linktorsrc
Discipline Applied Sciences
Chemistry
EISSN 1873-7234
EndPage 570
ExternalDocumentID oai_HAL_hal_01929123v1
10_1016_j_crme_2018_04_007
S1631072118300767
GroupedDBID --K
--M
-~X
.~1
0R~
1B1
1RT
1~.
1~5
29F
4.4
457
4G.
5GY
5VS
6I.
7-5
71M
8P~
AACTN
AAEDT
AAEDW
AAFTH
AAFWJ
AAIKJ
AAKOC
AALRI
AAOAW
AAQFI
AAXUO
ABAOU
ABMAC
ABXDB
ABXRA
ABYKQ
ACDAQ
ACGFS
ACNCT
ADBBV
ADEZE
ADMUD
ADTZH
AECPX
AEKER
AENEX
AFFNX
AFPKN
AFTJW
AGHFR
AGUBO
AGYEJ
AI.
AIGVJ
AITUG
AJBFU
AJOXV
ALMA_UNASSIGNED_HOLDINGS
AMFUW
AMRAJ
ARUGR
BLXMC
DU5
EBS
EFLBG
EJD
EO8
EO9
EP2
EP3
FDB
FEDTE
FIRID
FNPLU
G-Q
GBLVA
GROUPED_DOAJ
HVGLF
HZ~
IHE
J1W
JJJVA
L7B
LN9
M41
MAGPM
MHUIS
MO0
N9A
NCXOZ
O-L
O9-
OAUVE
OK1
OZT
P-8
P-9
PC.
Q38
RIG
ROL
RPZ
SDF
SDG
SEM
SES
SEW
SSZ
T5K
VH1
~G-
AAYXX
ACVFH
ADCNI
ADRWJ
ADVLN
AEUPX
AEXTA
AFPUW
AIGII
AKBMS
AKRWK
AKYEP
CITATION
~HD
1XC
AAYWO
ABWVN
ACRPL
ADNMO
ID FETCH-LOGICAL-c436t-e981e5f5e16e16587346d094cf47b6ef364be4ce3c3bf688e1fa527ce6a3bb43
IEDL.DBID .~1
ISSN 1631-0721
1873-7234
IngestDate Fri Sep 12 12:45:47 EDT 2025
Thu Apr 24 23:08:22 EDT 2025
Wed Oct 01 01:40:38 EDT 2025
Fri Feb 23 02:20:54 EST 2024
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 7
Keywords Composites
Simulation based control
Optimal control
Proper Generalized Decomposition
Automated Fibre Placement
Numerical simulation
Model order reduction
Language English
License This is an open access article under the CC BY-NC-ND license.
Distributed under a Creative Commons Attribution 4.0 International License: http://creativecommons.org/licenses/by/4.0
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c436t-e981e5f5e16e16587346d094cf47b6ef364be4ce3c3bf688e1fa527ce6a3bb43
ORCID 0000-0002-6608-7343
OpenAccessLink https://www.sciencedirect.com/science/article/pii/S1631072118300767
PageCount 15
ParticipantIDs hal_primary_oai_HAL_hal_01929123v1
crossref_citationtrail_10_1016_j_crme_2018_04_007
crossref_primary_10_1016_j_crme_2018_04_007
elsevier_sciencedirect_doi_10_1016_j_crme_2018_04_007
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2018-07-01
PublicationDateYYYYMMDD 2018-07-01
PublicationDate_xml – month: 07
  year: 2018
  text: 2018-07-01
  day: 01
PublicationDecade 2010
PublicationTitle Comptes rendus. Mecanique
PublicationYear 2018
Publisher Elsevier Masson SAS
Académie des sciences (Paris)
Publisher_xml – name: Elsevier Masson SAS
– name: Académie des sciences (Paris)
References Lynch, Rice, Thomas (br0170) 1964; 6
Halmos (br0190) 1974
Billaud-Friess, Nouy, Zahm (br0260) 2014; 48
Chinesta, Ammar, Leygue, Keunings (br0220) 2011; 166
Ammar, Mokdad, Chinesta, Keunings (br0080) 2007; 144
Marcus (br0180) 1960
Chinesta, Leygue, Bognet, Ghnatios, Poulhaon, Bordeu, Barasinski, Poitou, Chatel, Maison-Le-Poec (br0060) 2014; 7
Lukaszewicz, Ward, Potter (br0010) 2012; 43
Lynch, Rice, Thomas (br0160) 1964; 70
Schledjewski, Latrille (br0040) 2003; 63
Chinesta, Ladevèze, Cueto (br0230) 2011; 18
Pitchumani, Ranganathan, Don, Gillespie, Lamontia (br0030) 1996; 39
Dedieu, Barasinski, Chinesta, Dupillier (br0140) 2017; 10
Boucinha, Ammar, Gravouil, Nouy (br0270) 2014; 273
Ammar, Mokdad, Chinesta, Keunings (br0070) 2006; 139
Lions (br0250) 1971
Lamontia, Gruber, Tierney, Gillespie, Jensen, Cano (br0050) 2009
Chinesta, Ammar, Cueto (br0210) 2010; 17
Simon (br0290) 2008
Chinesta, Leygue, Bordeu, Aguado, Cueto, González, Alfaro, Ammar, Huerta (br0130) 2013; 20
Uzawa (br0280) 1958
Ghnatios, Chinesta, Cueto, Leygue, Poitou, Breitkopf, Villon (br0110) 2011; 42
Prulière, Chinesta, Ammar (br0090) 2010; 81
Ghnatios, Masson, Huerta, Leygue, Cueto, Chinesta (br0120) 2012; 213–216
Chinesta, Keunings, Leygue (br0240) 2014
Bognet, Bordeu, Chinesta, Leygue, Poitou (br0100) 2012; 201–204
Bur, Joyot, Ghnatios, Villon, Cueto, Chinesta (br0150) 2016; 3
Sonmez, Hahn, Akbulut (br0020) 2002; 15
Bur (br0200) 2015
Halmos, P.R. (key2024021916521990714_19) 1974
Schledjewski, R. (key2024021916521990714_4) 2003; 63
Lynch, R.E. (key2024021916521990714_17) 1964; 6
Bognet, B. (key2024021916521990714_10) 2012; 201–204
Lions, J.-L. (key2024021916521990714_25) 1971
Ghnatios, C. (key2024021916521990714_11) 2011; 42
Lukaszewicz, D.H.-J.A. (key2024021916521990714_1) 2012; 43
Lamontia, M.A. (key2024021916521990714_5) 2009
Chinesta, F. (key2024021916521990714_22) 2011; 166
Bur, N. (key2024021916521990714_20) 2015
Boucinha, L. (key2024021916521990714_27) 2014; 273
Pitchumani, R. (key2024021916521990714_3) 1996; 39
Marcus, M. (key2024021916521990714_18) 1960
Billaud-Friess, M. (key2024021916521990714_26) 2014; 48
Chinesta, F. (key2024021916521990714_13) 2013; 20
Lynch, R.E. (key2024021916521990714_16) 1964; 70
Sonmez, F.O. (key2024021916521990714_2) 2002; 15
Ghnatios, C. (key2024021916521990714_12) 2012; 213–216
Chinesta, F. (key2024021916521990714_21) 2010; 17
Chinesta, F. (key2024021916521990714_6) 2014; 7
Prulière, É. (key2024021916521990714_9) 2010; 81
Bur, N. (key2024021916521990714_15) 2016; 3
Uzawa, H. (key2024021916521990714_28) 1958
Chinesta, F. (key2024021916521990714_23) 2011; 18
Ammar, A. (key2024021916521990714_7) 2006; 139
Simon, R. (key2024021916521990714_29) 2008
Chinesta, F. (key2024021916521990714_24) 2014
Dedieu, C. (key2024021916521990714_14) 2017; 10
Ammar, A. (key2024021916521990714_8) 2007; 144
References_xml – year: 1960
  ident: br0180
  article-title: Basic Theorems in Matrix Theory
– volume: 6
  start-page: 185
  year: 1964
  end-page: 199
  ident: br0170
  article-title: Direct solution of partial difference equations by tensor product methods
  publication-title: Numer. Math.
– volume: 39
  start-page: 1883
  year: 1996
  end-page: 1897
  ident: br0030
  article-title: Analysis of transport phenomena governing interfacial bonding and void dynamics during thermoplastic tow-placement
  publication-title: Int. J. Heat Mass Transf.
– volume: 10
  start-page: 779
  year: 2017
  end-page: 792
  ident: br0140
  article-title: About the origins of residual stresses in in situ consolidated thermoplastic composite rings
  publication-title: Int. J. Mater. Form.
– year: 2008
  ident: br0290
  article-title: Multigrid Solvers for Saddle Point Problems in PDE-Constrained Optimization Dissertation
– volume: 139
  start-page: 153
  year: 2006
  end-page: 176
  ident: br0070
  article-title: A new family of solvers for some classes of multidimensional partial differential equations encountered in kinetic theory modeling of complex fluids
  publication-title: J. Non-Newton. Fluid Mech.
– volume: 15
  start-page: 525
  year: 2002
  end-page: 544
  ident: br0020
  article-title: Analysis of process-induced residual stresses in tape placement
  publication-title: J. Thermoplast. Compos. Mater.
– year: 1974
  ident: br0190
  article-title: Finite-Dimensional Vector Spaces
  publication-title: Undergrad. Texts Math.
– volume: 48
  start-page: 1777
  year: 2014
  end-page: 1806
  ident: br0260
  article-title: A tensor approximation method based on ideal minimal residual formulations for the solution of high-dimensional problems
  publication-title: ESAIM, Math. Model. Numer. Anal.
– volume: 17
  start-page: 327
  year: 2010
  end-page: 350
  ident: br0210
  article-title: Recent advances and new challenges in the use of the proper generalized decomposition for solving multidimensional models
  publication-title: Arch. Comput. Methods Eng.
– volume: 213–216
  start-page: 29
  year: 2012
  end-page: 41
  ident: br0120
  article-title: Proper Generalized Decomposition based dynamic data-driven control of thermal processes
  publication-title: Comput. Methods Appl. Mech. Eng.
– volume: 18
  start-page: 395
  year: 2011
  end-page: 404
  ident: br0230
  article-title: A short review on model order reduction based on proper generalized decomposition
  publication-title: Arch. Comput. Methods Eng.
– volume: 201–204
  start-page: 1
  year: 2012
  end-page: 12
  ident: br0100
  article-title: Advanced simulation of models defined in plate geometries: 3D solutions with 2D computational complexity
  publication-title: Comput. Methods Appl. Mech. Eng.
– volume: 42
  start-page: 1169
  year: 2011
  end-page: 1178
  ident: br0110
  article-title: Methodological approach to efficient modeling and optimization of thermal processes taking place in a die: application to pultrusion
  publication-title: Composites, Part A, Appl. Sci. Manuf.
– volume: 7
  start-page: 81
  year: 2014
  end-page: 92
  ident: br0060
  article-title: First steps towards an advanced simulation of composites manufacturing by automated tape placement
  publication-title: Int. J. Mater. Form.
– volume: 166
  start-page: 578
  year: 2011
  end-page: 592
  ident: br0220
  article-title: An overview of the proper generalized decomposition with applications in computational rheology
  publication-title: J. Non-Newton. Fluid Mech.
– year: 2014
  ident: br0240
  article-title: The Proper Generalized Decomposition for Advanced Numerical Simulations
– start-page: 1
  year: 2009
  end-page: 8
  ident: br0050
  article-title: Modeling the accudyne thermoplastic in situ ATP process
  publication-title: Jec-Sampe
– volume: 144
  start-page: 98
  year: 2007
  end-page: 121
  ident: br0080
  article-title: A new family of solvers for some classes of multidimensional partial differential equations encountered in kinetic theory modelling of complex fluids. Part II: transient simulation using space–time separated representations
  publication-title: J. Non-Newton. Fluid Mech.
– volume: 3
  start-page: 4
  year: 2016
  ident: br0150
  article-title: On the use of model order reduction for simulating automated fibre placement processes
  publication-title: Adv. Model. Simul. Eng. Sci.
– year: 1971
  ident: br0250
  article-title: Optimal Control of Systems Governed by Partial Differential Equations
– volume: 63
  start-page: 2111
  year: 2003
  end-page: 2118
  ident: br0040
  article-title: Processing of unidirectional fiber reinforced tapes—fundamentals on the way to a process simulation tool (ProSimFRT)
  publication-title: Compos. Sci. Technol.
– volume: 273
  start-page: 56
  year: 2014
  end-page: 76
  ident: br0270
  article-title: Ideal minimal residual-based proper generalized decomposition for non-symmetric multi-field models – application to transient elastodynamics in space–time domain
  publication-title: Comput. Methods Appl. Mech. Eng.
– start-page: 154
  year: 1958
  end-page: 165
  ident: br0280
  article-title: Iterative methods in concave programming
  publication-title: Studies in Linear and Nonlinear Programming
– year: 2015
  ident: br0200
  article-title: Développement d'algorithmes de réduction de modèles pour l'optimisation du procédé PFR
– volume: 20
  start-page: 31
  year: 2013
  end-page: 59
  ident: br0130
  article-title: PGD-based computational vademecum for efficient design, optimization and control
  publication-title: Arch. Comput. Methods Eng.
– volume: 43
  start-page: 997
  year: 2012
  end-page: 1009
  ident: br0010
  article-title: The engineering aspects of automated prepreg layup: history, present and future
  publication-title: Composites, Part B, Eng.
– volume: 70
  start-page: 378
  year: 1964
  end-page: 384
  ident: br0160
  article-title: Tensor product analysis of partial difference equations
  publication-title: Bull. Amer. Math. Soc.
– volume: 81
  start-page: 791
  year: 2010
  end-page: 810
  ident: br0090
  article-title: On the deterministic solution of multidimensional parametric models using the Proper Generalized Decomposition
  publication-title: Math. Comput. Simul.
– volume: 213–216
  start-page: 29
  year: 2012
  ident: key2024021916521990714_12
  article-title: Proper Generalized Decomposition based dynamic data-driven control of thermal processes
  publication-title: Comput. Methods Appl. Mech. Eng.
  doi: 10.1016/j.cma.2011.11.018
– year: 2015
  ident: key2024021916521990714_20
  publication-title: Développement d'algorithmes de réduction de modèles pour l'optimisation du procédé PFR
– year: 1971
  ident: key2024021916521990714_25
  publication-title: Optimal Control of Systems Governed by Partial Differential Equations
  doi: 10.1007/978-3-642-65024-6
– year: 1960
  ident: key2024021916521990714_18
  publication-title: Basic Theorems in Matrix Theory
– volume: 10
  start-page: 779
  issue: 5
  year: 2017
  ident: key2024021916521990714_14
  article-title: About the origins of residual stresses in in situ consolidated thermoplastic composite rings
  publication-title: Int. J. Mater. Form.
  doi: 10.1007/s12289-016-1319-2
– start-page: 1
  year: 2009
  ident: key2024021916521990714_5
  publication-title: Modeling the accudyne thermoplastic in situ ATP process
– volume: 273
  start-page: 56
  year: 2014
  ident: key2024021916521990714_27
  article-title: Ideal minimal residual-based proper generalized decomposition for non-symmetric multi-field models – application to transient elastodynamics in space–time domain
  publication-title: Comput. Methods Appl. Mech. Eng.
  doi: 10.1016/j.cma.2014.01.019
– start-page: 154
  year: 1958
  ident: key2024021916521990714_28
  publication-title: Iterative methods in concave programming
– volume: 70
  start-page: 378
  year: 1964
  ident: key2024021916521990714_16
  article-title: Tensor product analysis of partial difference equations
  publication-title: Bull. Amer. Math. Soc.
  doi: 10.1090/S0002-9904-1964-11105-8
– volume: 81
  start-page: 791
  issue: 4
  year: 2010
  ident: key2024021916521990714_9
  article-title: On the deterministic solution of multidimensional parametric models using the Proper Generalized Decomposition
  publication-title: Math. Comput. Simul.
  doi: 10.1016/j.matcom.2010.07.015
– volume: 20
  start-page: 31
  issue: 1
  year: 2013
  ident: key2024021916521990714_13
  article-title: PGD-based computational vademecum for efficient design, optimization and control
  publication-title: Arch. Comput. Methods Eng.
  doi: 10.1007/s11831-013-9080-x
– volume: 39
  start-page: 1883
  issue: 9
  year: 1996
  ident: key2024021916521990714_3
  article-title: Analysis of transport phenomena governing interfacial bonding and void dynamics during thermoplastic tow-placement
  publication-title: Int. J. Heat Mass Transf.
  doi: 10.1016/0017-9310(95)00271-5
– volume: 3
  start-page: 4
  issue: 1
  year: 2016
  ident: key2024021916521990714_15
  article-title: On the use of model order reduction for simulating automated fibre placement processes
  publication-title: Adv. Model. Simul. Eng. Sci.
  doi: 10.1186/s40323-016-0056-x
– year: 2014
  ident: key2024021916521990714_24
  publication-title: The Proper Generalized Decomposition for Advanced Numerical Simulations
  doi: 10.1007/978-3-319-02865-1
– volume: 42
  start-page: 1169
  issue: 9
  year: 2011
  ident: key2024021916521990714_11
  article-title: Methodological approach to efficient modeling and optimization of thermal processes taking place in a die: application to pultrusion
  publication-title: Composites, Part A, Appl. Sci. Manuf.
  doi: 10.1016/j.compositesa.2011.05.001
– volume: 7
  start-page: 81
  year: 2014
  ident: key2024021916521990714_6
  article-title: First steps towards an advanced simulation of composites manufacturing by automated tape placement
  publication-title: Int. J. Mater. Form.
  doi: 10.1007/s12289-012-1112-9
– volume: 139
  start-page: 153
  issue: 3
  year: 2006
  ident: key2024021916521990714_7
  article-title: A new family of solvers for some classes of multidimensional partial differential equations encountered in kinetic theory modeling of complex fluids
  publication-title: J. Non-Newton. Fluid Mech.
  doi: 10.1016/j.jnnfm.2006.07.007
– volume: 144
  start-page: 98
  issue: 2–3
  year: 2007
  ident: key2024021916521990714_8
  article-title: A new family of solvers for some classes of multidimensional partial differential equations encountered in kinetic theory modelling of complex fluids. Part II: transient simulation using space–time separated representations
  publication-title: J. Non-Newton. Fluid Mech.
  doi: 10.1016/j.jnnfm.2007.03.009
– volume: 166
  start-page: 578
  issue: 11
  year: 2011
  ident: key2024021916521990714_22
  article-title: An overview of the proper generalized decomposition with applications in computational rheology
  publication-title: J. Non-Newton. Fluid Mech.
  doi: 10.1016/j.jnnfm.2010.12.012
– volume: 43
  start-page: 997
  issue: 3
  year: 2012
  ident: key2024021916521990714_1
  article-title: The engineering aspects of automated prepreg layup: history, present and future
  publication-title: Composites, Part B, Eng.
  doi: 10.1016/j.compositesb.2011.12.003
– year: 1974
  ident: key2024021916521990714_19
  publication-title: Finite-Dimensional Vector Spaces
  doi: 10.1007/978-1-4612-6387-6
– volume: 15
  start-page: 525
  year: 2002
  ident: key2024021916521990714_2
  article-title: Analysis of process-induced residual stresses in tape placement
  publication-title: J. Thermoplast. Compos. Mater.
  doi: 10.1177/0892705702015006207
– volume: 201–204
  start-page: 1
  year: 2012
  ident: key2024021916521990714_10
  article-title: Advanced simulation of models defined in plate geometries: 3D solutions with 2D computational complexity
  publication-title: Comput. Methods Appl. Mech. Eng.
  doi: 10.1016/j.cma.2011.08.025
– year: 2008
  ident: key2024021916521990714_29
  publication-title: Multigrid Solvers for Saddle Point Problems in PDE-Constrained Optimization Dissertation
– volume: 18
  start-page: 395
  issue: 4
  year: 2011
  ident: key2024021916521990714_23
  article-title: A short review on model order reduction based on proper generalized decomposition
  publication-title: Arch. Comput. Methods Eng.
  doi: 10.1007/s11831-011-9064-7
– volume: 6
  start-page: 185
  issue: 1
  year: 1964
  ident: key2024021916521990714_17
  article-title: Direct solution of partial difference equations by tensor product methods
  publication-title: Numer. Math.
  doi: 10.1007/BF01386067
– volume: 63
  start-page: 2111
  issue: 14
  year: 2003
  ident: key2024021916521990714_4
  article-title: Processing of unidirectional fiber reinforced tapes—fundamentals on the way to a process simulation tool (ProSimFRT)
  publication-title: Compos. Sci. Technol.
  doi: 10.1016/S0266-3538(03)00108-8
– volume: 48
  start-page: 1777
  issue: 6
  year: 2014
  ident: key2024021916521990714_26
  article-title: A tensor approximation method based on ideal minimal residual formulations for the solution of high-dimensional problems
  publication-title: ESAIM, Math. Model. Numer. Anal.
  doi: 10.1051/m2an/2014019
– volume: 17
  start-page: 327
  issue: 4
  year: 2010
  ident: key2024021916521990714_21
  article-title: Recent advances and new challenges in the use of the proper generalized decomposition for solving multidimensional models
  publication-title: Arch. Comput. Methods Eng.
  doi: 10.1007/s11831-010-9049-y
SSID ssj0017687
Score 2.1419387
Snippet Industrialising manufacturing processes for aeronautic composite parts is a challenging issue. Among the existing techniques, the Automated Fibre Placement...
SourceID hal
crossref
elsevier
SourceType Open Access Repository
Enrichment Source
Index Database
Publisher
StartPage 556
SubjectTerms Automated Fibre Placement
Composites
Engineering Sciences
Mechanics
Model order reduction
Numerical simulation
Optimal control
Proper Generalized Decomposition
Simulation based control
Structural mechanics
Title Reduced-order model of optimal temperature control for the automated fibre placement process
URI https://dx.doi.org/10.1016/j.crme.2018.04.007
https://hal.science/hal-01929123
Volume 346
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVESC
  databaseName: Baden-Württemberg Complete Freedom Collection (Elsevier)
  customDbUrl:
  eissn: 1873-7234
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0017687
  issn: 1631-0721
  databaseCode: GBLVA
  dateStart: 20110101
  isFulltext: true
  titleUrlDefault: https://www.sciencedirect.com
  providerName: Elsevier
– providerCode: PRVESC
  databaseName: Elsevier SD Freedom Collection
  customDbUrl:
  eissn: 1873-7234
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0017687
  issn: 1631-0721
  databaseCode: .~1
  dateStart: 20021001
  isFulltext: true
  titleUrlDefault: https://www.sciencedirect.com
  providerName: Elsevier
– providerCode: PRVLSH
  databaseName: Elsevier Journals
  customDbUrl:
  mediaType: online
  eissn: 1873-7234
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0017687
  issn: 1631-0721
  databaseCode: AKRWK
  dateStart: 20020101
  isFulltext: true
  providerName: Library Specific Holdings
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV07T8MwELZKGWDhUUCUR2UhNuS2qR03GauKqqKIoRTRAcmKHVsU0YdKy8hv5y5xKjHAgJQllu1E58vdZ-fuO0KuQx1ykcacaeM0A4PnGLLOMXBHScKTpuZ5lO-D7D-Ju3E4LpFukQuDYZXe9uc2PbPWvqXhpdlYTCaNR0ASAbJ7gVLi_yTMKEf2L9Dp-tcmzCMAOJ0VWIHODHv7xJk8xsssp0iVGUT1nET7N-e09Vocs2Zup3dA9jxepJ38lQ5Jyc4qZN9jR-q_zI8K2ekWlduOyMsQ-VhtyjJeTZoVu6FzR-dgHqYwGdJReS5l6kPVKWBXCliQJuvVHEAszO1gI21pFrOFJ4h0kacUHJNR73bU7TNfRYEZweWK2TgKbOhCG0i4wqjNhUxhU2ecaGtpHZdCW2EsN1w7GUU2cEnYahsrE6614CekPJvP7CmhadM1WybRadQ2AjZikY2tcc7FgKIiqW2VBIX0lPEM41jo4l0VoWRvCiWuUOKqKRRIvEpuNmMWOb_Gn73DYlHUDy1R4AD-HHcFK7h5AFJq9zv3CtsQ4sbgvj-Ds39Ofk528S6P4b0g5dVybS8Bqax0LVPFGtnuDIbPg2-ej-iY
linkProvider Elsevier
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV09T8MwED1BGWDhG_GNhdiQaYMdJxlRBSpQGKBIDEhW7NiiCNoKWkZ-O3eJU4kBBqRMjuNEl8vds_P8DuAoNrGQRSa4sd5wDHiek-ocx3SU5yJvGVGxfG9V50FePcaPM9Cu98IQrTLE_iqml9E6tDSDNZujfr95j0giInUvdEr6n5TMwpwkj0KnPvma8jwixNNlhRXszal72DlTkbzs-xtpZUbpSaWi_Vt2mn2u11nLvHOxDIsBMLKz6plWYMYNVmEpgEcWPs2PVZhv16Xb1uDpjgRZXcFLYU1WVrthQ8-GGB_ecDDSowpiyixw1RmCV4ZgkOWT8RBRLI7tcSbtWEnaoiVENqr2FKxD7-K81-7wUEaBWynUmLssjVzsYxcpPOI0EVIVOKuzXiZGOS-UNE5aJ6wwXqWpi3wenybWqVwYI8UGNAbDgdsEVrR869TmpkgTK3EmlrrMWe99hjAqVcZtQVRbT9sgMU6VLl51zSV70WRxTRbXLanR4ltwPL1mVAls_Nk7rl-K_uEmGjPAn9cd4huc3oA0tTtnXU1thHEzzN-f0fY_Bz-A-U7vpqu7l7fXO7BAZypC7y40xu8Tt4ewZWz2S7f8BgG56hM
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=Reduced-order+model+of+optimal+temperature+control+for+the+automated+fibre+placement+process&rft.jtitle=Comptes+rendus.+Mecanique&rft.au=Bur%2C+Nicolas&rft.au=Joyot%2C+Pierre&rft.au=Villon%2C+Pierre&rft.date=2018-07-01&rft.pub=Acad%C3%A9mie+des+sciences+%28Paris%29&rft.issn=1631-0721&rft.eissn=1873-7234&rft.volume=346&rft.issue=7&rft.spage=556&rft.epage=570&rft_id=info:doi/10.1016%2Fj.crme.2018.04.007&rft.externalDBID=HAS_PDF_LINK&rft.externalDocID=oai_HAL_hal_01929123v1
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1631-0721&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1631-0721&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1631-0721&client=summon