Packing unequal circles into a strip of minimal length with a jump algorithm

The paper considers a problem of packing unequal circles into a rectangular strip with fixed width and minimal length. We develop the idea of increasing the dimension of the solution space by assuming radii of circles to be variables. A mathematical model of the problem is constructed and its charac...

Full description

Saved in:
Bibliographic Details
Published inOptimization letters Vol. 8; no. 3; pp. 949 - 970
Main Authors Stoyan, Yu, Yaskov, G.
Format Journal Article
LanguageEnglish
Published Berlin/Heidelberg Springer Berlin Heidelberg 01.03.2014
Subjects
Online AccessGet full text
ISSN1862-4472
1862-4480
DOI10.1007/s11590-013-0646-1

Cover

Abstract The paper considers a problem of packing unequal circles into a rectangular strip with fixed width and minimal length. We develop the idea of increasing the dimension of the solution space by assuming radii of circles to be variables. A mathematical model of the problem is constructed and its characteristics are investigated. Taking into account the characteristics we offer a solution strategy of the problem including a number of non-linear programming subproblems of packing circles of variable radii. The solution strategy involves special ways of construction of starting points, calculation of local minima, jump from one local extremum to another, decrease of the problem dimension and rearrangement of pairs of circles. For calculating local extrema an interior point optimizer together with the concept of active inequalities are used. We compare 146 numerical benchmark examples and give seven new ones for 125, 150, 175, 225, 250, 275 and 300 circles.
AbstractList The paper considers a problem of packing unequal circles into a rectangular strip with fixed width and minimal length. We develop the idea of increasing the dimension of the solution space by assuming radii of circles to be variables. A mathematical model of the problem is constructed and its characteristics are investigated. Taking into account the characteristics we offer a solution strategy of the problem including a number of non-linear programming subproblems of packing circles of variable radii. The solution strategy involves special ways of construction of starting points, calculation of local minima, jump from one local extremum to another, decrease of the problem dimension and rearrangement of pairs of circles. For calculating local extrema an interior point optimizer together with the concept of active inequalities are used. We compare 146 numerical benchmark examples and give seven new ones for 125, 150, 175, 225, 250, 275 and 300 circles.
Author Stoyan, Yu
Yaskov, G.
Author_xml – sequence: 1
  givenname: Yu
  surname: Stoyan
  fullname: Stoyan, Yu
  email: ystoyan@mail.ru, stoyan@ipmach.kharkov.ua
  organization: Institute for Mechanical Engineering Problems, National Academy of Sciences of Ukraine
– sequence: 2
  givenname: G.
  surname: Yaskov
  fullname: Yaskov, G.
  organization: Institute for Mechanical Engineering Problems, National Academy of Sciences of Ukraine
BookMark eNp9kEtLAzEQgINUsK3-AG_5A9HMPpLdoxQfhYIe9BzSPNbU3aQmu4j_3pSKBw-9zIOZb2C-BZr54A1C10BvgFJ-mwDqlhIKJaGsYgTO0BwaVpCqaujsr-bFBVqktKOUAbTtHG1epPpwvsOTN5-T7LFyUfUmYefHgCVOY3R7HCwenHdDnvfGd-M7_nI5SLybhj2WfRdi7odLdG5ln8zVb16it4f719UT2Tw_rld3G6KKphkJL0FvW2WrWmkNNWjLecsY49IaS7UpSlVKXdS1slvNt6opawkSdENNaxsF5RLx410VQ0rRWKHcKEcX_Bil6wVQcZAijlJEliIOUsSBhH_kPua34vdJpjgyKe_6zkSxC1P0-cET0A9JgHd-
CitedBy_id crossref_primary_10_1016_j_micrna_2024_207983
crossref_primary_10_1007_s10559_017_9974_y
crossref_primary_10_1080_23799927_2020_1861105
crossref_primary_10_15407_dopovidi2017_09_026
crossref_primary_10_1080_03772063_2024_2423263
crossref_primary_10_1007_s10559_016_9842_1
crossref_primary_10_15407_pmach2019_01_067
crossref_primary_10_1016_j_asoc_2017_11_051
crossref_primary_10_1016_j_ecoinf_2022_101934
crossref_primary_10_1111_itor_12107
crossref_primary_10_1016_j_chaos_2016_02_030
crossref_primary_10_1007_s11590_021_01800_6
crossref_primary_10_1016_j_ejor_2021_08_044
crossref_primary_10_15407_pmach2018_02_045
crossref_primary_10_1007_s10898_018_0724_0
crossref_primary_10_15807_jorsj_66_153
crossref_primary_10_1016_j_ejor_2015_10_062
crossref_primary_10_1016_j_compgeo_2021_104232
crossref_primary_10_1016_j_physa_2019_02_007
crossref_primary_10_1016_j_cor_2017_09_013
Cites_doi 10.1016/j.cie.2011.02.009
10.1016/S0305-0548(03)00020-0
10.1016/S0166-218X(01)00359-6
10.1111/1475-3995.00404
10.1016/j.ejor.2005.12.047
10.1016/j.cor.2009.09.017
10.1111/j.1475-3995.2008.00655.x
10.1007/s10107-004-0559-y
10.1057/palgrave.jors.2601836
10.1016/0377-2217(95)00032-L
10.1016/j.ejor.2007.01.054
10.1007/s10100-009-0103-5
10.1007/s10898-011-9716-z
10.1155/2009/150624
10.1007/BF01071258
10.1007/s10898-012-9948-6
10.1007/BF01885707
ContentType Journal Article
Copyright Springer-Verlag Berlin Heidelberg 2013
Copyright_xml – notice: Springer-Verlag Berlin Heidelberg 2013
DBID AAYXX
CITATION
DOI 10.1007/s11590-013-0646-1
DatabaseName CrossRef
DatabaseTitle CrossRef
DatabaseTitleList
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
Mathematics
EISSN 1862-4480
EndPage 970
ExternalDocumentID 10_1007_s11590_013_0646_1
GroupedDBID -5D
-5G
-BR
-EM
-Y2
-~C
.VR
06D
0R~
0VY
123
1N0
203
2J2
2JN
2JY
2KG
2KM
2LR
2VQ
2~H
30V
4.4
406
408
409
40D
40E
5VS
67Z
6NX
8TC
8UJ
95-
95.
95~
96X
AAAVM
AABHQ
AACDK
AAHNG
AAIAL
AAJBT
AAJKR
AANZL
AARHV
AARTL
AASML
AATNV
AATVU
AAUYE
AAWCG
AAYIU
AAYQN
AAYTO
AAYZH
ABAKF
ABBXA
ABDZT
ABECU
ABFTV
ABHQN
ABJNI
ABJOX
ABKCH
ABMNI
ABMQK
ABNWP
ABQBU
ABSXP
ABTEG
ABTHY
ABTKH
ABTMW
ABULA
ABWNU
ABXPI
ACAOD
ACBXY
ACDTI
ACGFS
ACHSB
ACHXU
ACKNC
ACMDZ
ACMLO
ACOKC
ACOMO
ACPIV
ACSNA
ACZOJ
ADHHG
ADHIR
ADINQ
ADKNI
ADKPE
ADRFC
ADTPH
ADURQ
ADYFF
ADZKW
AEBTG
AEFQL
AEGAL
AEGNC
AEJHL
AEJRE
AEMSY
AENEX
AEOHA
AEPYU
AESKC
AETLH
AEVLU
AEXYK
AFBBN
AFGCZ
AFLOW
AFQWF
AFWTZ
AFZKB
AGAYW
AGDGC
AGJBK
AGMZJ
AGQEE
AGQMX
AGRTI
AGWIL
AGWZB
AGYKE
AHAVH
AHBYD
AHKAY
AHSBF
AHYZX
AIAKS
AIGIU
AIIXL
AILAN
AITGF
AJBLW
AJRNO
AJZVZ
ALMA_UNASSIGNED_HOLDINGS
ALWAN
AMKLP
AMXSW
AMYLF
AMYQR
AOCGG
ARMRJ
AXYYD
AYJHY
B-.
BA0
BAPOH
BDATZ
BGNMA
BSONS
CAG
COF
CS3
CSCUP
DDRTE
DNIVK
DPUIP
DU5
EBLON
EBS
EIOEI
EJD
ESBYG
FERAY
FFXSO
FIGPU
FINBP
FNLPD
FRRFC
FSGXE
FWDCC
GGCAI
GGRSB
GJIRD
GNWQR
GQ6
GQ7
GQ8
GXS
H13
HF~
HG5
HG6
HLICF
HMJXF
HQYDN
HRMNR
HZ~
IJ-
IKXTQ
IWAJR
IXC
IXD
IXE
IZIGR
IZQ
I~X
I~Z
J-C
J0Z
J9A
JBSCW
JCJTX
JZLTJ
KDC
KOV
LLZTM
M4Y
MA-
N9A
NPVJJ
NQJWS
NU0
O9-
O93
O9J
OAM
P2P
P9M
PF0
PT4
QOS
R89
R9I
ROL
RPX
RSV
S16
S1Z
S27
S3B
SAP
SDH
SHX
SISQX
SJYHP
SMT
SNE
SNPRN
SNX
SOHCF
SOJ
SPISZ
SRMVM
SSLCW
STPWE
SZN
T13
TSG
TSK
TSV
TUC
U2A
UG4
UOJIU
UTJUX
UZXMN
VC2
VFIZW
W23
W48
WK8
YLTOR
Z45
Z7R
Z7Y
Z83
Z88
ZMTXR
~A9
AAPKM
AAYXX
ABBRH
ABDBE
ABFSG
ABRTQ
ACSTC
AEZWR
AFDZB
AFHIU
AFOHR
AHPBZ
AHWEU
AIXLP
ATHPR
AYFIA
CITATION
ID FETCH-LOGICAL-c288t-731db9cf45cdd151df7796667afef0de23c3ad255cfbd7bc835a1a1d80e9f8c13
IEDL.DBID U2A
ISSN 1862-4472
IngestDate Wed Oct 01 02:11:59 EDT 2025
Thu Apr 24 23:05:57 EDT 2025
Fri Feb 21 02:42:30 EST 2025
IsPeerReviewed true
IsScholarly true
Issue 3
Keywords Rectangle
Circle
Jump algorithm
Packing
Optimization
Language English
License http://www.springer.com/tdm
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c288t-731db9cf45cdd151df7796667afef0de23c3ad255cfbd7bc835a1a1d80e9f8c13
PageCount 22
ParticipantIDs crossref_citationtrail_10_1007_s11590_013_0646_1
crossref_primary_10_1007_s11590_013_0646_1
springer_journals_10_1007_s11590_013_0646_1
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 20140300
2014-3-00
PublicationDateYYYYMMDD 2014-03-01
PublicationDate_xml – month: 3
  year: 2014
  text: 20140300
PublicationDecade 2010
PublicationPlace Berlin/Heidelberg
PublicationPlace_xml – name: Berlin/Heidelberg
PublicationTitle Optimization letters
PublicationTitleAbbrev Optim Lett
PublicationYear 2014
Publisher Springer Berlin Heidelberg
Publisher_xml – name: Springer Berlin Heidelberg
References Rudnev (CR13) 2009; 16
CR14
Stoyan, Yaskov (CR22) 2004; 156
CR10
Birgin, Gentil (CR19) 2010; 37
Wächter, Biegler (CR28) 2006; 106
Szabó, Markót, Csendes, Specht, Casado, García (CR25) 2007; 6
Huang, Li, Akeb, Li (CR4) 2005; 56
Hifi, M’Hallah (CR12) 2004; 31
Hifi, M’Hallah (CR3) 2003; 10
Akeb, Hifi (CR5) 2008; 15
CR2
CR6
Wäscher, Hausner, Schumann (CR1) 2007; 183
CR8
CR7
George, George, Lamar (CR11) 1995; 84
CR9
Stoyan, Yaskov (CR27) 2012; 52
Hifi, Paschos, Zissimopoulos (CR15) 2004; 159
CR24
Locatelli, Raber (CR26) 2002; 122
CR23
CR21
Stoyan, Yaskov (CR20) 1998; 5
Akeb, Hifi, Negre (CR17) 2011; 61
Castillo, Kampas, Pintér (CR18) 2008; 191
Kubach, Bortfeldt, Gehring (CR16) 2009; 17
JA George (646_CR11) 1995; 84
PG Szabó (646_CR25) 2007; 6
WQ Huang (646_CR4) 2005; 56
H Akeb (646_CR17) 2011; 61
646_CR7
G Wäscher (646_CR1) 2007; 183
646_CR6
646_CR9
646_CR8
646_CR23
646_CR22
646_CR21
646_CR20
I Castillo (646_CR18) 2008; 191
646_CR24
M Hifi (646_CR3) 2003; 10
M Hifi (646_CR12) 2004; 31
Yu Stoyan (646_CR27) 2012; 52
EG Birgin (646_CR19) 2010; 37
646_CR2
A Wächter (646_CR28) 2006; 106
T Kubach (646_CR16) 2009; 17
H Akeb (646_CR5) 2008; 15
646_CR10
646_CR15
646_CR14
646_CR13
M Locatelli (646_CR26) 2002; 122
References_xml – volume: 5
  start-page: 45
  issue: 1
  year: 1998
  end-page: 57
  ident: CR20
  article-title: Mathematical model and solution method of optimization problem of placement of rectangles and circles taking into account special constraints
  publication-title: Int. Trans. Oper. Res.
– volume: 61
  start-page: 373
  issue: 2
  year: 2011
  end-page: 381
  ident: CR17
  article-title: An augmented beam search-based algorithm for the circular open dimension problem
  publication-title: Comput. Ind. Eng.
  doi: 10.1016/j.cie.2011.02.009
– ident: CR14
– ident: CR2
– volume: 6
  start-page: 238
  year: 2007
  ident: CR25
  article-title: New approaches to circle packing in a square
  publication-title: Springer Optim. Appl.
– volume: 31
  start-page: 675
  year: 2004
  end-page: 694
  ident: CR12
  article-title: Approximate algorithms for constrained circular cutting problems
  publication-title: Comput. Oper. Res.
  doi: 10.1016/S0305-0548(03)00020-0
– volume: 122
  start-page: 139
  issue: 1–3
  year: 2002
  end-page: 166
  ident: CR26
  article-title: Packing equal circles in a square: a deterministic global optimization approach
  publication-title: Discrete Appl. Math.
  doi: 10.1016/S0166-218X(01)00359-6
– ident: CR10
– volume: 10
  start-page: 195
  issue: 3
  year: 2003
  end-page: 216
  ident: CR3
  article-title: A hybrid algorithm for the two-dimensional layout problem: the cases of regular and irregular shapes
  publication-title: Int. Trans. Oper. Res.
  doi: 10.1111/1475-3995.00404
– volume: 183
  start-page: 1109
  year: 2007
  end-page: 1130
  ident: CR1
  article-title: An improved typology of cutting and packing problems
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/j.ejor.2005.12.047
– ident: CR6
– volume: 37
  start-page: 1318
  issue: 7
  year: 2010
  end-page: 1327
  ident: CR19
  article-title: New and improved results for packing identical unitary radius circles within triangles, rectangles and strips
  publication-title: Comput. Oper. Res.
  doi: 10.1016/j.cor.2009.09.017
– volume: 15
  start-page: 685
  issue: 6
  year: 2008
  end-page: 704
  ident: CR5
  article-title: Algorithms for the circular two-dimensional open dimension problem
  publication-title: Int. Trans. Oper. Res.
  doi: 10.1111/j.1475-3995.2008.00655.x
– ident: CR8
– volume: 106
  start-page: 25
  issue: 1
  year: 2006
  end-page: 57
  ident: CR28
  article-title: On the implementation of a primal-dual interior point filter line search algorithm for large-scale nonlinear programming
  publication-title: Math. Programm.
  doi: 10.1007/s10107-004-0559-y
– volume: 16
  start-page: 61
  issue: 4
  year: 2009
  end-page: 86
  ident: CR13
  article-title: Probabilistic search with prohibition for the circle and rectangle packing problem into a strip
  publication-title: Discrete Anal. Oper. Res.
– ident: CR23
– ident: CR21
– volume: 159
  start-page: 430
  issue: 2
  year: 2004
  end-page: 448
  ident: CR15
  article-title: A simulated annealing approach for the circular cutting problem
  publication-title: Eur. J. Oper. Res.
– volume: 56
  start-page: 539
  issue: 5
  year: 2005
  end-page: 548
  ident: CR4
  article-title: Greedy algorithms for packing unequal circles into a rectangular container
  publication-title: J. Oper. Res. Soc.
  doi: 10.1057/palgrave.jors.2601836
– ident: CR9
– volume: 84
  start-page: 693
  year: 1995
  end-page: 712
  ident: CR11
  article-title: Packing different-sized circles into a rectangular container
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/0377-2217(95)00032-L
– volume: 191
  start-page: 786
  year: 2008
  end-page: 802
  ident: CR18
  article-title: Solving circle packing problems by global optimization: numerical results and industrial applications
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/j.ejor.2007.01.054
– ident: CR7
– volume: 17
  start-page: 461
  issue: 4
  year: 2009
  end-page: 477
  ident: CR16
  article-title: Parallel greedy algorithms for packing unequal circles into a strip or a rectangle
  publication-title: Central Eur. J. Oper. Res.
  doi: 10.1007/s10100-009-0103-5
– volume: 52
  start-page: 855
  issue: 4
  year: 2012
  end-page: 868
  ident: CR27
  article-title: Packing congruent hyperspheres into a hypersphere
  publication-title: J. Global Optim.
  doi: 10.1007/s10898-011-9716-z
– ident: CR24
– volume: 156
  start-page: 590
  year: 2004
  end-page: 600
  ident: CR22
  article-title: A mathematical model and a solution method for the problem of placing various-sized circles into a strip
  publication-title: Eur. J. Oper. Res.
– ident: 646_CR21
– volume: 37
  start-page: 1318
  issue: 7
  year: 2010
  ident: 646_CR19
  publication-title: Comput. Oper. Res.
  doi: 10.1016/j.cor.2009.09.017
– volume: 17
  start-page: 461
  issue: 4
  year: 2009
  ident: 646_CR16
  publication-title: Central Eur. J. Oper. Res.
  doi: 10.1007/s10100-009-0103-5
– volume: 31
  start-page: 675
  year: 2004
  ident: 646_CR12
  publication-title: Comput. Oper. Res.
  doi: 10.1016/S0305-0548(03)00020-0
– volume: 61
  start-page: 373
  issue: 2
  year: 2011
  ident: 646_CR17
  publication-title: Comput. Ind. Eng.
  doi: 10.1016/j.cie.2011.02.009
– ident: 646_CR23
– ident: 646_CR2
  doi: 10.1155/2009/150624
– volume: 183
  start-page: 1109
  year: 2007
  ident: 646_CR1
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/j.ejor.2005.12.047
– ident: 646_CR6
  doi: 10.1007/BF01071258
– volume: 10
  start-page: 195
  issue: 3
  year: 2003
  ident: 646_CR3
  publication-title: Int. Trans. Oper. Res.
  doi: 10.1111/1475-3995.00404
– volume: 84
  start-page: 693
  year: 1995
  ident: 646_CR11
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/0377-2217(95)00032-L
– ident: 646_CR9
– ident: 646_CR13
– ident: 646_CR15
– ident: 646_CR20
– volume: 56
  start-page: 539
  issue: 5
  year: 2005
  ident: 646_CR4
  publication-title: J. Oper. Res. Soc.
  doi: 10.1057/palgrave.jors.2601836
– volume: 15
  start-page: 685
  issue: 6
  year: 2008
  ident: 646_CR5
  publication-title: Int. Trans. Oper. Res.
  doi: 10.1111/j.1475-3995.2008.00655.x
– volume: 52
  start-page: 855
  issue: 4
  year: 2012
  ident: 646_CR27
  publication-title: J. Global Optim.
  doi: 10.1007/s10898-011-9716-z
– volume: 6
  start-page: 238
  year: 2007
  ident: 646_CR25
  publication-title: Springer Optim. Appl.
– ident: 646_CR24
– ident: 646_CR14
  doi: 10.1007/s10898-012-9948-6
– ident: 646_CR22
– ident: 646_CR10
– ident: 646_CR7
  doi: 10.1007/BF01885707
– volume: 106
  start-page: 25
  issue: 1
  year: 2006
  ident: 646_CR28
  publication-title: Math. Programm.
  doi: 10.1007/s10107-004-0559-y
– volume: 191
  start-page: 786
  year: 2008
  ident: 646_CR18
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/j.ejor.2007.01.054
– ident: 646_CR8
– volume: 122
  start-page: 139
  issue: 1–3
  year: 2002
  ident: 646_CR26
  publication-title: Discrete Appl. Math.
  doi: 10.1016/S0166-218X(01)00359-6
SSID ssj0061199
Score 2.0706244
Snippet The paper considers a problem of packing unequal circles into a rectangular strip with fixed width and minimal length. We develop the idea of increasing the...
SourceID crossref
springer
SourceType Enrichment Source
Index Database
Publisher
StartPage 949
SubjectTerms Computational Intelligence
Mathematics
Mathematics and Statistics
Numerical and Computational Physics
Operations Research/Decision Theory
Optimization
Original Paper
Simulation
Title Packing unequal circles into a strip of minimal length with a jump algorithm
URI https://link.springer.com/article/10.1007/s11590-013-0646-1
Volume 8
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVLSH
  databaseName: SpringerLink Journals
  customDbUrl:
  mediaType: online
  eissn: 1862-4480
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0061199
  issn: 1862-4472
  databaseCode: AFBBN
  dateStart: 20070101
  isFulltext: true
  providerName: Library Specific Holdings
– providerCode: PRVAVX
  databaseName: SpringerLINK - Czech Republic Consortium
  customDbUrl:
  eissn: 1862-4480
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0061199
  issn: 1862-4472
  databaseCode: AGYKE
  dateStart: 20070101
  isFulltext: true
  titleUrlDefault: http://link.springer.com
  providerName: Springer Nature
– providerCode: PRVAVX
  databaseName: SpringerLink Journals (ICM)
  customDbUrl:
  eissn: 1862-4480
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0061199
  issn: 1862-4472
  databaseCode: U2A
  dateStart: 20070101
  isFulltext: true
  titleUrlDefault: http://www.springerlink.com/journals/
  providerName: Springer Nature
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1JTwIxFG4MXPRgXONKevCkmYRZOi1HMCBRIR4kwdOk00UxMENg-P--NwtIoiaeJk1f5_C6vP17hNwwbryQG-mw0JdOIGzLESqQjstFKFjIZZiDJA2GYX8UPI7ZuKzjXlbZ7lVIMn-pN8VuIHkxiQq7EQShAyZPnSGaFxzikdeunt_QLZpGugLLgQLuVaHMn36xLYy2I6G5gOkdkP1SM6TtYisPyY5JjsjeN7xAGA3WIKvLY_L8IhU6uukqMVgbSdVkgTludJJkKZUUO3LMaWopwofMYB6bpmQfFF2vMP0JG0nl9D1dwHh2Qka97ut93ymbIzjKEyJzuO_quKVswJTWILa15RxMF-CuNbapjecrX2owGJSNNY8VaFrSla4WTdOyQrn-KaklaWLOCGWMe8KiQ0PqwLYUhhI9WAfSW-mYqXPSrLgUqRI5HBtYTKMN5jEyNgLGRsjYyD0nt-sl8wI24y_iu4r1UXmDlr9TX_yL-pLsgooTFFljV6SWLVbmGtSILG6QervX6Qzx-_D21G3kx-gLrkrAoA
linkProvider Springer Nature
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1LT8MwDI7QdgAOvBHjmQMnUKe1TZv0OKGNwR7isEnjVKV5wGDrpq278Otx1nZjCJA4RnGqyHFjO7Y_I3TtUeX4VHHL811uEaYDiwnCLZsyn3k-5f4CJKnd8Rs98tj3-lkd9yzPds9DkoubelXsBprXJFGZbgTEt8DlKRLwT5wCKlbvn5u1_AL27bRtpM1MQRChTh7M_Okj6-poPRa6UDH1XdTNN5dmlryX50lUFh_fcBv_ufs9tJOZnLiaysg-2lDxAdr-AkQIo_YSvXV2iFpPXJgXdDyPlSm6xGIwNclzeBAnY8yxafUxwWONDS7JCOZNN5bkFZs3XZh-AwnBfPgynsJ4dIR69Vr3rmFlXRcs4TCWWNS1ZRQITTwhJdgDUlMKPhEcm1a6IpXjCpdL8ESEjiSNBJhw3Oa2ZBUVaCZs9xgV4nGsThD2POowbV5KuCQ6ECZG6cA6MAuEjDxRQpWc-aHIIMlNZ4xhuAJTNmwLgW2hYVtol9DNcskkxeP4i_g2P4ww-zVnv1Of_ov6Cm02uu1W2HroNM_QFthRJE1NO0eFZDpXF2CrJNFlJpuf_FTdOA
linkToPdf http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV3LT8IwGG8MJkYPxmfEZw-eNAts69ZyJCpBBcJBEm5L14diYCMw_n-_j20giZp4bNru8LXd9_79CLkNuPFCbqQThL50mLANRygmHZeLUAQhl-ESJKnbC9sD9jIMhgXP6bysdi9TknlPA6I0JVltqm1t3fgGWhgLqpCZgIUOuD_bDHES4EIPvGb5Kw7dnEDSFdgaxLhXpjV_-sSmYtrMii6VTeuA7BdWIm3mx3pItkxyRPa-YQfCqLsCXJ0fk05fKgx600VisE-SqtEM693oKMlSKimyc0xpailCiUxgHglUsg-KYViY_oRDpXL8ns5gPDkhg9bT20PbKYgSHOUJkTncd3XcUJYFSmtQ4dpyDm4MSNoaW9fG85UvNTgPysaaxwqsLulKV4u6aVihXP-UVJI0MWeEBgH3hMXghtTMNhSmFT3YB5pc6ThQVVIvpRSpAkUcySzG0Rr_GAUbgWAjFGzkVsndass0h9D4a_F9KfqoeE3z31ef_2v1DdnpP7aiznPv9YLsguXD8mKyS1LJZgtzBdZFFl8vb9AXOFHEuA
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=Packing+unequal+circles+into+a+strip+of+minimal+length+with+a+jump+algorithm&rft.jtitle=Optimization+letters&rft.au=Stoyan%2C+Yu&rft.au=Yaskov%2C+G.&rft.date=2014-03-01&rft.pub=Springer+Berlin+Heidelberg&rft.issn=1862-4472&rft.eissn=1862-4480&rft.volume=8&rft.issue=3&rft.spage=949&rft.epage=970&rft_id=info:doi/10.1007%2Fs11590-013-0646-1&rft.externalDocID=10_1007_s11590_013_0646_1
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1862-4472&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1862-4472&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1862-4472&client=summon