Multi-material inverse design of soft deformable bodies via functional optimization

Controlling the deformation of a soft body has potential applications in fields requiring precise control over the shape of the body. Areas such as medical robotics can use the shape control of soft robots to repair aneurysms in humans, deliver medicines within the body, among other applications. Ho...

Full description

Saved in:
Bibliographic Details
Published inInverse problems Vol. 39; no. 3; pp. 35006 - 35039
Main Authors Awasthi, Chaitanya, Lamperski, Andrew, Kowalewski, Timothy M
Format Journal Article
LanguageEnglish
Published IOP Publishing 01.03.2023
Subjects
Online AccessGet full text
ISSN0266-5611
1361-6420
1361-6420
DOI10.1088/1361-6420/acaa31

Cover

Abstract Controlling the deformation of a soft body has potential applications in fields requiring precise control over the shape of the body. Areas such as medical robotics can use the shape control of soft robots to repair aneurysms in humans, deliver medicines within the body, among other applications. However, given known external loading, it is usually not possible to deform a soft body into arbitrary shapes if it is fabricated using only a single material. In this work, we propose a new physics-based method for the computational design of soft hyperelastic bodies to address this problem. The method takes as input an undeformed shape of a body, a specified external load, and a user desired final shape. It then solves an inverse problem in design using nonlinear optimization subject to physics constraints. The nonlinear program is solved using a gradient-based interior-point method. Analytical gradients are computed for efficiency. The method outputs fields of material properties which can be used to fabricate a soft body. A body fabricated to match this material field is expected to deform into a user-desired shape, given the same external loading input. Two regularizers are used to ascribe a priori characteristics of smoothness and contrast, respectively, to the spatial distribution of material fields. The performance of the method is tested on three example cases in silico.
AbstractList Controlling the deformation of a soft body has potential applications in fields requiring precise control over the shape of the body. Areas such as medical robotics can use the shape control of soft robots to repair aneurysms in humans, deliver medicines within the body, among other applications. However, given known external loading, it is usually not possible to deform a soft body into arbitrary shapes if it is fabricated using only a single material. In this work, we propose a new physics-based method for the computational design of soft hyperelastic bodies to address this problem. The method takes as input an undeformed shape of a body, a specified external load, and a user desired final shape. It then solves an inverse problem in design using nonlinear optimization subject to physics constraints. The nonlinear program is solved using a gradient-based interior-point method. Analytical gradients are computed for efficiency. The method outputs fields of material properties which can be used to fabricate a soft body. A body fabricated to match this material field is expected to deform into a user-desired shape, given the same external loading input. Two regularizers are used to ascribe a priori characteristics of smoothness and contrast, respectively, to the spatial distribution of material fields. The performance of the method is tested on three example cases in silico.
Author Kowalewski, Timothy M
Awasthi, Chaitanya
Lamperski, Andrew
Author_xml – sequence: 1
  givenname: Chaitanya
  orcidid: 0000-0002-6641-1967
  surname: Awasthi
  fullname: Awasthi, Chaitanya
  organization: University of Minnesota Department of Electrical and Computer Engineering, Minneapolis, MN 55455, United States of America
– sequence: 2
  givenname: Andrew
  surname: Lamperski
  fullname: Lamperski, Andrew
  organization: University of Minnesota Department of Electrical and Computer Engineering, Minneapolis, MN 55455, United States of America
– sequence: 3
  givenname: Timothy M
  surname: Kowalewski
  fullname: Kowalewski, Timothy M
  organization: University of Minnesota Department of Mechanical Engineering, Minneapolis, MN 55455, United States of America
BookMark eNqNkE1LxDAQhoOs4O7q3WN-gHUzSZt2j7L4BYoH9RymaSJZ2qYk7cr6622peBM8vbzDPAPzrMii9a0h5BLYNbCi2ICQkMiUsw1qRAEnZPk7WpAl41ImmQQ4I6sY94wBFJAvyevzUPcuabA3wWFNXXswIRpameg-Wuotjd72Y7U-NFjWhpa-cibSg0Nqh1b3zrcj57veNe4Lp3pOTi3W0Vz85Jq8392-7R6Sp5f7x93NU6J5nvUJVpnFQjBdGrBlJgQTAvmW56bkgudpXmJqCi7FloHgVqKuKgtSC5NlLB1zTWC-O7QdHj-xrlUXXIPhqICpyYqaFKhJgZqtjAybGR18jMHY_yBXM-J8p_Z-COO_8e_1b3ocdkI
CODEN INPEEY
Cites_doi 10.1109/LRA.2017.2662060
10.1137/130928261
10.1080/17415977.2019.1603222
10.1007/s00158-020-02619-y
10.1137/S105262349426722X
10.1038/natrevmats.2017.66
10.1146/annurev-matsci-070115-031624
10.1073/pnas.1615140114
10.1115/1.1467094
10.1364/OE.22.022632
10.1088/0266-5611/24/4/045010
10.1515/JIIP.2008.019
10.1088/0266-5611/19/2/304
10.1002/adma.201706311
10.1016/j.jmps.2021.104598
10.1103/PhysRevMaterials.3.095201
10.1016/j.matdes.2021.110178
10.1007/s00158-019-02421-5
10.1063/1.1712836
10.1016/j.cma.2010.12.018
10.1007/BF01601214
10.1109/TRO.2015.2409452
10.1115/1.4040705
10.1002/sapm1955341126
10.1007/s12541-012-0099-y
10.1080/17415977.2014.993984
10.1007/s10659-022-09906-3
10.1016/j.jmps.2018.09.038
10.1137/S1052623497325107
10.1364/OE.27.021988
10.1002/aisy.202100086
10.1016/j.ijmecsci.2021.106791
10.1177/1081286505055758
10.1016/j.ijmecsci.2018.03.004
10.1093/imanum/11.3.325
10.1089/soro.2020.0004
10.1007/s10107-004-0560-5
10.1007/BF00293046
10.1098/rspa.2021.0547
10.1016/j.addma.2020.101710
10.1073/pnas.1720171115
ContentType Journal Article
Copyright 2023 The Author(s). Published by IOP Publishing Ltd
Copyright_xml – notice: 2023 The Author(s). Published by IOP Publishing Ltd
DBID O3W
TSCCA
AAYXX
CITATION
ADTOC
UNPAY
DOI 10.1088/1361-6420/acaa31
DatabaseName Institute of Physics Open Access Journal Titles
IOPscience (Open Access)
CrossRef
Unpaywall for CDI: Periodical Content
Unpaywall
DatabaseTitle CrossRef
DatabaseTitleList CrossRef
Database_xml – sequence: 1
  dbid: O3W
  name: Institute of Physics Open Access Journal Titles
  url: http://iopscience.iop.org/
  sourceTypes: Publisher
– sequence: 2
  dbid: UNPAY
  name: Unpaywall
  url: https://proxy.k.utb.cz/login?url=https://unpaywall.org/
  sourceTypes: Open Access Repository
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
Mathematics
EISSN 1361-6420
ExternalDocumentID 10.1088/1361-6420/acaa31
10_1088_1361_6420_acaa31
ipacaa31
GrantInformation_xml – fundername: National Science Foundation
  grantid: 1830950
  funderid: http://dx.doi.org/10.13039/100000001
GroupedDBID -~X
.DC
1JI
4.4
5B3
5GY
5PX
5VS
5ZH
7.M
7.Q
AAGCD
AAGID
AAJIO
AAJKP
AATNI
ABCXL
ABHFT
ABHWH
ABJNI
ABQJV
ABVAM
ACAFW
ACBEA
ACGFO
ACGFS
ACHIP
AEFHF
AENEX
AFYNE
AKPSB
ALMA_UNASSIGNED_HOLDINGS
AOAED
ASPBG
ATQHT
AVWKF
AZFZN
CBCFC
CEBXE
CJUJL
CRLBU
CS3
DU5
EBS
EDWGO
EMSAF
EPQRW
EQZZN
F5P
HAK
IHE
IJHAN
IOP
IZVLO
KOT
KZ1
LAP
LMP
M45
N5L
N9A
O3W
P2P
PJBAE
R4D
RIN
RNS
RO9
ROL
RPA
SY9
TN5
TSCCA
UCJ
W28
XPP
ZMT
~02
AAYXX
ADACN
ADEQX
AEINN
CITATION
02O
1WK
29J
5ZI
9BW
AAGCF
AALHV
ACARI
ACWPO
ADTOC
AERVB
AETNG
AFFNX
AGQPQ
AHSEE
AI.
ARNYC
BBWZM
EJD
FEDTE
HVGLF
JCGBZ
NT-
NT.
Q02
RKQ
S3P
T37
UNPAY
VH1
XOL
ZY4
ID FETCH-LOGICAL-c275t-ad5fa830cbe1fb533033a2927eb232747ba4e826390132f6acddf16c3e55046c3
IEDL.DBID IOP
ISSN 0266-5611
1361-6420
IngestDate Tue Aug 19 18:25:01 EDT 2025
Wed Oct 01 01:10:42 EDT 2025
Wed Aug 21 03:34:23 EDT 2024
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 3
Language English
License Original content from this work may be used under the terms of the Creative Commons Attribution 4.0 license. Any further distribution of this work must maintain attribution to the author(s) and the title of the work, journal citation and DOI.
cc-by
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c275t-ad5fa830cbe1fb533033a2927eb232747ba4e826390132f6acddf16c3e55046c3
Notes IP-103582.R1
ORCID 0000-0002-6641-1967
OpenAccessLink https://proxy.k.utb.cz/login?url=https://iopscience.iop.org/article/10.1088/1361-6420/acaa31
PageCount 34
ParticipantIDs iop_journals_10_1088_1361_6420_acaa31
unpaywall_primary_10_1088_1361_6420_acaa31
crossref_primary_10_1088_1361_6420_acaa31
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2023-03-01
PublicationDateYYYYMMDD 2023-03-01
PublicationDate_xml – month: 03
  year: 2023
  text: 2023-03-01
  day: 01
PublicationDecade 2020
PublicationTitle Inverse problems
PublicationTitleAbbrev ip
PublicationTitleAlternate Inverse Problems
PublicationYear 2023
Publisher IOP Publishing
Publisher_xml – name: IOP Publishing
References Kumar (ipacaa31bib51) 2016; 6
Schaedler (ipacaa31bib36) 2016; 46
Oberai (ipacaa31bib39) 2003; 19
Ericksen (ipacaa31bib55) 1954; 5
Mei (ipacaa31bib7) 2018; 140
Wriggers (ipacaa31bib10) 2008
Tadmor (ipacaa31bib48) 2012
Hadamard (ipacaa31bib62) 1902; 13
Vabishchevich (ipacaa31bib1) 2016; 24
Yuan (ipacaa31bib60) 1991; 11
Jadamba (ipacaa31bib3) 2014; 74
Byrd (ipacaa31bib44) 1999; 9
Bishop-Moser (ipacaa31bib33) 2015; 31
Waltz (ipacaa31bib45) 2006; 107
Goenezen (ipacaa31bib41) 2011; 200
Haftka (ipacaa31bib37) 1989; 4
Mooney (ipacaa31bib49) 1940; 11
Lyu (ipacaa31bib14) 2021; 212
Yavari (ipacaa31bib57) 2021; 477
Zhang (ipacaa31bib24) 2018
Connolly (ipacaa31bib28) 2017; 114
Upadhyay (ipacaa31bib64) 2019; 124
Zheng (ipacaa31bib18) 2021; 211
Seidl (ipacaa31bib8) 2020; 28
Gilbertson (ipacaa31bib31) 2017
(ipacaa31bib53) 2017
Gilbertson (ipacaa31bib34) 2017; 2
Herber (ipacaa31bib43) 2019; 141
Duriez (ipacaa31bib29) 2016
Yavari (ipacaa31bib59) 2022
(ipacaa31bib61) 2020
Wang (ipacaa31bib25) 2020; 62
Gokhale (ipacaa31bib40) 2008; 24
Bertoldi (ipacaa31bib12) 2017; 2
Spencer (ipacaa31bib47) 2004
Bergström (ipacaa31bib50) 2015
Gockenbach (ipacaa31bib2) 2007; 12
Seo (ipacaa31bib4) 2012
Caasenbrood (ipacaa31bib23) 2020
Gilbertson (ipacaa31bib35) 2019
Zhai (ipacaa31bib13) 2018; 115
de Souza (ipacaa31bib27) 2020; 61
Morzadec (ipacaa31bib22) 2019
Crisfield (ipacaa31bib52) 1997
Yavari (ipacaa31bib58) 2021; 156
Kim (ipacaa31bib11) 2012; 13
Kim (ipacaa31bib54) 2002; 69
Choi (ipacaa31bib38) 2012
Zhang (ipacaa31bib26) 2017
Men (ipacaa31bib19) 2014; 22
Ericksen (ipacaa31bib56) 1955; 34
Kim (ipacaa31bib9) 2014
Vogel (ipacaa31bib5) 2002
Pinskier (ipacaa31bib21) 2021; 4
Hu (ipacaa31bib30) 2019
Fang (ipacaa31bib15) 2018; 30
Boggs (ipacaa31bib46) 1999; 9
Joyee (ipacaa31bib32) 2022; 9
Wang (ipacaa31bib16) 2021; 37
Kabanikhin (ipacaa31bib63) 2008; 16
Udupa (ipacaa31bib20) 2019; 27
Tanaka (ipacaa31bib6) 1998
Ronellenfitsch (ipacaa31bib17) 2019; 3
Sundarrajan (ipacaa31bib42) 2021
References_xml – start-page: pp 111
  year: 2016
  ident: ipacaa31bib29
  article-title: Framework for online simulation of soft robots with optimization-based inverse model
– volume: 2
  start-page: 1140
  year: 2017
  ident: ipacaa31bib34
  publication-title: IEEE Robot. Autom. Lett.
  doi: 10.1109/LRA.2017.2662060
– volume: 74
  start-page: 1486
  year: 2014
  ident: ipacaa31bib3
  publication-title: SIAM J. Appl. Math.
  doi: 10.1137/130928261
– volume: 28
  start-page: 256
  year: 2020
  ident: ipacaa31bib8
  publication-title: Inverse Probl. Sci. Eng.
  doi: 10.1080/17415977.2019.1603222
– volume: 62
  start-page: 2749
  year: 2020
  ident: ipacaa31bib25
  publication-title: Struct. Multidiscip. Optim.
  doi: 10.1007/s00158-020-02619-y
– volume: 9
  start-page: 755
  year: 1999
  ident: ipacaa31bib46
  publication-title: SIAM J. Optim.
  doi: 10.1137/S105262349426722X
– volume: 2
  start-page: 1
  year: 2017
  ident: ipacaa31bib12
  publication-title: Nat. Rev. Mater.
  doi: 10.1038/natrevmats.2017.66
– volume: 46
  start-page: 187
  year: 2016
  ident: ipacaa31bib36
  publication-title: Annu. Rev. Mater. Res.
  doi: 10.1146/annurev-matsci-070115-031624
– volume: 114
  start-page: 51
  year: 2017
  ident: ipacaa31bib28
  publication-title: Proc. Natl Acad. Sci.
  doi: 10.1073/pnas.1615140114
– volume: 69
  start-page: 502
  year: 2002
  ident: ipacaa31bib54
  publication-title: J. Appl. Mech.
  doi: 10.1115/1.1467094
– volume: 22
  start-page: 22632
  year: 2014
  ident: ipacaa31bib19
  publication-title: Opt. Express
  doi: 10.1364/OE.22.022632
– volume: 24
  year: 2008
  ident: ipacaa31bib40
  publication-title: Inverse Problems
  doi: 10.1088/0266-5611/24/4/045010
– volume: 16
  start-page: 317
  year: 2008
  ident: ipacaa31bib63
  publication-title: J. Inverse Ill-Posed Probl.
  doi: 10.1515/JIIP.2008.019
– volume: 19
  start-page: 297
  year: 2003
  ident: ipacaa31bib39
  publication-title: Inverse Problems
  doi: 10.1088/0266-5611/19/2/304
– start-page: pp 358
  year: 2021
  ident: ipacaa31bib42
  article-title: Towards a fair comparison between the nested and simultaneous control co-design methods using an active suspension case study
– year: 2014
  ident: ipacaa31bib9
– volume: 30
  year: 2018
  ident: ipacaa31bib15
  publication-title: Adv. Mater.
  doi: 10.1002/adma.201706311
– year: 2020
  ident: ipacaa31bib61
  article-title: (R2020b)
– volume: 156
  year: 2021
  ident: ipacaa31bib58
  publication-title: J. Mech. Phys. Solids
  doi: 10.1016/j.jmps.2021.104598
– year: 2019
  ident: ipacaa31bib35
  article-title: Inverse design of soft robotic actuators using nonlinear finite element modeling
– year: 2015
  ident: ipacaa31bib50
– volume: 6
  start-page: 43
  year: 2016
  ident: ipacaa31bib51
  publication-title: MIT Int. J. Mech. Eng.
– volume: 3
  year: 2019
  ident: ipacaa31bib17
  publication-title: Phys. Rev. Mater.
  doi: 10.1103/PhysRevMaterials.3.095201
– volume: 211
  year: 2021
  ident: ipacaa31bib18
  publication-title: Mater. Des.
  doi: 10.1016/j.matdes.2021.110178
– volume: 61
  start-page: 1763
  year: 2020
  ident: ipacaa31bib27
  publication-title: Struct. Multidiscip. Optim.
  doi: 10.1007/s00158-019-02421-5
– volume: 11
  start-page: 582
  year: 1940
  ident: ipacaa31bib49
  publication-title: J. Appl. Phys.
  doi: 10.1063/1.1712836
– year: 2012
  ident: ipacaa31bib4
– year: 1998
  ident: ipacaa31bib6
– start-page: pp 6239
  year: 2017
  ident: ipacaa31bib26
  article-title: Design and development of a soft gripper with topology optimization
– volume: 200
  start-page: 1406
  year: 2011
  ident: ipacaa31bib41
  publication-title: Comput. Methods Appl. Mech. Eng.
  doi: 10.1016/j.cma.2010.12.018
– start-page: pp 521
  year: 2019
  ident: ipacaa31bib22
  article-title: Toward shape optimization of soft robots
– year: 2012
  ident: ipacaa31bib48
– volume: 5
  start-page: 466
  year: 1954
  ident: ipacaa31bib55
  publication-title: Z. Angew. Math. Phys. ZAMP
  doi: 10.1007/BF01601214
– volume: 31
  start-page: 536
  year: 2015
  ident: ipacaa31bib33
  publication-title: IEEE Trans. Robot.
  doi: 10.1109/TRO.2015.2409452
– volume: 141
  year: 2019
  ident: ipacaa31bib43
  publication-title: J. Mech. Des.
  doi: 10.1115/1.4040705
– volume: 34
  start-page: 126
  year: 1955
  ident: ipacaa31bib56
  publication-title: J. Math. Phys.
  doi: 10.1002/sapm1955341126
– volume: 13
  start-page: 759
  year: 2012
  ident: ipacaa31bib11
  publication-title: Int. J. Precis. Eng. Manuf.
  doi: 10.1007/s12541-012-0099-y
– volume: 24
  start-page: 42
  year: 2016
  ident: ipacaa31bib1
  publication-title: Inverse Probl. Sci. Eng.
  doi: 10.1080/17415977.2014.993984
– start-page: 1
  year: 2022
  ident: ipacaa31bib59
  publication-title: J. Elast.
  doi: 10.1007/s10659-022-09906-3
– year: 1997
  ident: ipacaa31bib52
– volume: 124
  start-page: 115
  year: 2019
  ident: ipacaa31bib64
  publication-title: J. Mech. Phys. Solids
  doi: 10.1016/j.jmps.2018.09.038
– year: 2004
  ident: ipacaa31bib47
– start-page: pp 424
  year: 2018
  ident: ipacaa31bib24
  article-title: Topology optimized design, fabrication and evaluation of a multimaterial soft gripper
– volume: 9
  start-page: 877
  year: 1999
  ident: ipacaa31bib44
  publication-title: SIAM J. Optim.
  doi: 10.1137/S1052623497325107
– volume: 27
  start-page: 21988
  year: 2019
  ident: ipacaa31bib20
  publication-title: Opt. Express
  doi: 10.1364/OE.27.021988
– volume: 4
  year: 2021
  ident: ipacaa31bib21
  publication-title: Adv. Intell. Syst.
  doi: 10.1002/aisy.202100086
– volume: 212
  year: 2021
  ident: ipacaa31bib14
  publication-title: Int. J. Mech. Sci.
  doi: 10.1016/j.ijmecsci.2021.106791
– volume: 12
  start-page: 259
  year: 2007
  ident: ipacaa31bib2
  publication-title: Math. Mech. Solids
  doi: 10.1177/1081286505055758
– volume: 140
  start-page: 446
  year: 2018
  ident: ipacaa31bib7
  publication-title: Int. J. Mech. Sci.
  doi: 10.1016/j.ijmecsci.2018.03.004
– start-page: pp 6265
  year: 2019
  ident: ipacaa31bib30
  article-title: Chainqueen: a real-time differentiable physical simulator for soft robotics
– year: 2017
  ident: ipacaa31bib31
  article-title: Inverse Design Methodology for Patient Specific Soft Robotics
– volume: 13
  start-page: 49
  year: 1902
  ident: ipacaa31bib62
  publication-title: Princeton Univ. Bull.
– volume: 11
  start-page: 325
  year: 1991
  ident: ipacaa31bib60
  publication-title: IMA J. Numer. Anal.
  doi: 10.1093/imanum/11.3.325
– volume: 9
  start-page: 1
  year: 2022
  ident: ipacaa31bib32
  publication-title: Soft Robot.
  doi: 10.1089/soro.2020.0004
– start-page: pp 633
  year: 2020
  ident: ipacaa31bib23
  article-title: A computational design framework for pressure-driven soft robots through nonlinear topology optimization
– volume: 107
  start-page: 391
  year: 2006
  ident: ipacaa31bib45
  publication-title: Math. Program.
  doi: 10.1007/s10107-004-0560-5
– volume: 4
  start-page: 409
  year: 1989
  ident: ipacaa31bib37
  publication-title: Comput. Mech.
  doi: 10.1007/BF00293046
– volume: 477
  year: 2021
  ident: ipacaa31bib57
  publication-title: Proc. R. Soc. A
  doi: 10.1098/rspa.2021.0547
– year: 2017
  ident: ipacaa31bib53
  article-title: Hyperelastic behavior of rubberlike materials
– year: 2002
  ident: ipacaa31bib5
– year: 2008
  ident: ipacaa31bib10
– volume: 37
  year: 2021
  ident: ipacaa31bib16
  publication-title: Addit. Manuf.
  doi: 10.1016/j.addma.2020.101710
– volume: 115
  start-page: 2032
  year: 2018
  ident: ipacaa31bib13
  publication-title: Proc. Natl Acad. Sci.
  doi: 10.1073/pnas.1720171115
– year: 2012
  ident: ipacaa31bib38
  article-title: Simultaneous analysis and design in PDE-constrained optimization
SSID ssj0011817
Score 2.3796468
Snippet Controlling the deformation of a soft body has potential applications in fields requiring precise control over the shape of the body. Areas such as medical...
SourceID unpaywall
crossref
iop
SourceType Open Access Repository
Index Database
Publisher
StartPage 35006
SubjectTerms hyperelasticity
inverse design problem
nonlinear elasticity
nonlinear optimization
SummonAdditionalLinks – databaseName: Unpaywall
  dbid: UNPAY
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV3dSxwxEB_q-aA-2FYtfrQlD-2DQu5Msl_3KFKRglJoD-zTOvkC8dw9eneK_vVONlFskUrp0yaQZLOTbOYjv5kB-GRzXQhTGY7EfXhmJJWkNby0TmiLyoosOCefnBbHo-zrWX6W8px2vjDtJB39fSrGQMGRhAkQVw2EKgQnsXl_gAZRicHE-gVYLMINUw8WR6ffDn5Gy0rBSTpInlexS7qofG6Y3xjTAr18BZbmzQRvb3A8fsJzjl7D-cNsI9Tksj-f6b65-yOQ4398zhtYTfIoO4jN38Ir16zBypMohVQ7eQztOl2H753LLqdqt3fZRROAHY7ZDgrCWs-mdLJTtZOG9dgx3QakIru-QBa4aDQ-spbOqqvkBLoBo6MvPw6PecrMwI0s8xlHm3us1L7RTngdAKpKoRzKkvR0FfRcjZkjxSUYVJT0BRprvSiMcqQQZfR8B72mbdwmsCEK70rvRBX65DjMci2lK4dGScw8bsHuw7LUkxiAo-4uzquqDqSrA-nqSLot-ExUrtNfOP1Lu73HlX1x0O1_abwDyyEffQSpvYfe7NfcfSCpZaY_pp15D9qO5vs
  priority: 102
  providerName: Unpaywall
Title Multi-material inverse design of soft deformable bodies via functional optimization
URI https://iopscience.iop.org/article/10.1088/1361-6420/acaa31
https://iopscience.iop.org/article/10.1088/1361-6420/acaa31/pdf
UnpaywallVersion publishedVersion
Volume 39
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVIOP
  databaseName: IOPscience platform
  customDbUrl:
  eissn: 1361-6420
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0011817
  issn: 1361-6420
  databaseCode: IOP
  dateStart: 19850101
  isFulltext: true
  titleUrlDefault: https://iopscience.iop.org/
  providerName: IOP Publishing
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1ZSyQxEC48HtQH1_Vg1VXysD4oZJwkfQ0-ybIigge4gwpCUzkaxNnuwZlR3F-_lU47uCIqvnQnkK50V9KpI19VAH7YWCfCZIYjSR8eGUklaQ1PrRPaorIi8sHJxyfJYTc6uowvJ2BvHAtT9Zulv0XFkCg4sLABxGW7QiWCk9rc3kWD6GOop1VGdoWP3js9G28hkOhKg4Ml4aQkiGaP8jUK_8mkSep3DmZGZR8fH7DXeyZuDr7A9dOLBpTJbWs01C3z90UOx09-yQLMN2oo2w9Nv8KEKxdh7llyQqodjzO6DpbgvI7U5VStpyy7KT2ewzFbI0BYVbABLehUrZVg3XNMVx6gyO5vkHnhGXyOrKIl6k8T-7kM3YNfv38e8uZABm5kGg852rjATLWNdqLQHpeqFMqOTMk8V9681Rg5sle8H0XJIkFjbSESoxzZQRHdV2CqrEr3DVgHReHSwonMPxNjJ4q1lC7tGCUxKnAVtp-GJO-HvBt5vV-eZblnW-7Zlge2rcIWcThvfr7BG-12xqP6LtG1DxJdh1l_An2ApX2HqeHdyG2QnjLUm_V8pOuputiE6e7J2f7VPxr35D8
linkProvider IOP Publishing
linkToPdf http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1ZbxMxEB71kCh5gEKLCFf9AA-t5CS298ojoo160FKprdS37fiSqobdiCQg-PWM19uooAqQeFpb8s7ujr1z2N_MALy1qc6EKQxH0j48MZJa0hqeWye0RWVFEoKTj0-y_Yvk8DK9bOucNrEw9aQV_T1qxkTBkYUtIK7oC5UJTmbzoI8GUYn-xPplWE1VmofaDQefThfHCKS-8rjJknEyFER7TnkflV_00jI9uwNr82qC37_heHxH5Ywew9Xty0akyU1vPtM98-O3PI7_8TXr8Kg1R9n7OPwJLLnqKXTuJCmk3vEis-t0A86aiF1O3Wbpsusq4Docsw0ShNWeTUmwU7cxhvXYMV0HoCL7eo0sKNG498hqElWf2xjQTbgY7Z1_2OdtYQZuZJ7OONrUY6EGRjvhdcCnKoVyKHNy01VwczUmjvyWsJ-ipM_QWOtFZpQjfyih6zNYqerKPQc2ROFd7p0owj0pDpNUS-nyoVESE49d2L6dlnIS82-Uzbl5UZSBdWVgXRlZ14V3xOWy_Qmnfxi3s5jZvxJ98Y9Et-DB6e6o_HhwcvQSHoai9BGp9gpWZl_m7jWZLjP9plmePwHcueb_
linkToUnpaywall http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV3dSxwxEB_q-aA-2FYtfrQlD-2DQu5Msl_3KFKRglJoD-zTOvkC8dw9eneK_vVONlFskUrp0yaQZLOTbOYjv5kB-GRzXQhTGY7EfXhmJJWkNby0TmiLyoosOCefnBbHo-zrWX6W8px2vjDtJB39fSrGQMGRhAkQVw2EKgQnsXl_gAZRicHE-gVYLMINUw8WR6ffDn5Gy0rBSTpInlexS7qofG6Y3xjTAr18BZbmzQRvb3A8fsJzjl7D-cNsI9Tksj-f6b65-yOQ4398zhtYTfIoO4jN38Ir16zBypMohVQ7eQztOl2H753LLqdqt3fZRROAHY7ZDgrCWs-mdLJTtZOG9dgx3QakIru-QBa4aDQ-spbOqqvkBLoBo6MvPw6PecrMwI0s8xlHm3us1L7RTngdAKpKoRzKkvR0FfRcjZkjxSUYVJT0BRprvSiMcqQQZfR8B72mbdwmsCEK70rvRBX65DjMci2lK4dGScw8bsHuw7LUkxiAo-4uzquqDqSrA-nqSLot-ExUrtNfOP1Lu73HlX1x0O1_abwDyyEffQSpvYfe7NfcfSCpZaY_pp15D9qO5vs
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=Multi-material+inverse+design+of+soft+deformable+bodies+via+functional+optimization&rft.jtitle=Inverse+problems&rft.au=Awasthi%2C+Chaitanya&rft.au=Lamperski%2C+Andrew&rft.au=Kowalewski%2C+Timothy+M&rft.date=2023-03-01&rft.pub=IOP+Publishing&rft.issn=0266-5611&rft.eissn=1361-6420&rft.volume=39&rft.issue=3&rft_id=info:doi/10.1088%2F1361-6420%2Facaa31&rft.externalDocID=ipacaa31
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0266-5611&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0266-5611&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0266-5611&client=summon