Regenerative exact simulation for multiserver job model

Perfect/exact sampling has been used in situations, where the underlying distribution from which random samples are of interest is unknown or complex, for more than three decades now. However, to apply perfect sampling techniques to specific models, additional techniques are required. In this paper,...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:Cluster computing Jg. 28; H. 14; S. 937
Hauptverfasser: Golovin, Alexander, Rumyantsev, Alexander, Chakravarthy, Srinivas
Format: Journal Article
Sprache:Englisch
Veröffentlicht: New York Springer US 01.11.2025
Springer Nature B.V
Schlagworte:
Algorithms
Computer Communication Networks
Computer Science
Equilibrium
Expected values
Operating Systems
Processor Architectures
Queuing theory
Sampling methods
Simulation
Supercomputers
Workloads
Workload vector
65C20
Perfect sampling
Multiserver job model
Stochastic monotonicity
Kiefer–Wolfowitz recursion
Busy cycle
60K25
ISSN:1386-7857, 1573-7543
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
Abstract Perfect/exact sampling has been used in situations, where the underlying distribution from which random samples are of interest is unknown or complex, for more than three decades now. However, to apply perfect sampling techniques to specific models, additional techniques are required. In this paper, the perfect sampling technique is adapted to study a workload process as well as the per-class waiting times of customers in a computing cluster model (also known as the multiserver job model) by using stochastic comparison to a single-server queue, for the first time. Numerical experiments demonstrate the effectiveness of the method in scenarios when the service times have heavy-tailed (Pareto), phase-type, and exponential distributions.
AbstractList Perfect/exact sampling has been used in situations, where the underlying distribution from which random samples are of interest is unknown or complex, for more than three decades now. However, to apply perfect sampling techniques to specific models, additional techniques are required. In this paper, the perfect sampling technique is adapted to study a workload process as well as the per-class waiting times of customers in a computing cluster model (also known as the multiserver job model) by using stochastic comparison to a single-server queue, for the first time. Numerical experiments demonstrate the effectiveness of the method in scenarios when the service times have heavy-tailed (Pareto), phase-type, and exponential distributions.
ArticleNumber 937
Author Rumyantsev, Alexander
Golovin, Alexander
Chakravarthy, Srinivas
Author_xml – sequence: 1
  givenname: Alexander
  surname: Golovin
  fullname: Golovin, Alexander
  organization: SMITS Lab, Institute of Applied Mathematical Research, Karelian Research Center of RAS, Department of Applied Mathematics and Cybernetics, Petrozavodsk State University
– sequence: 2
  givenname: Alexander
  surname: Rumyantsev
  fullname: Rumyantsev, Alexander
  email: ar0@krc.karelia.ru
  organization: SMITS Lab, Institute of Applied Mathematical Research, Karelian Research Center of RAS, Department of Applied Mathematics and Cybernetics, Petrozavodsk State University
– sequence: 3
  givenname: Srinivas
  surname: Chakravarthy
  fullname: Chakravarthy, Srinivas
  organization: Kettering University
BookMark eNp9kE1LAzEQhoNUsK3-AU8LnqOTZGeTPUrxCwqC6Dmk20nZ0m5qslv03xtdwZun-XrfmeGZsUkXOmLsUsC1ANA3SQCaioNEDlhpw-UJmwrUimss1STnKo-1QX3GZiltAaDWsp4y_UIb6ii6vj1SQR-u6YvU7oddboSu8CEWuejbRPFIsdiGVbEPa9qds1PvdokufuOcvd3fvS4e-fL54Wlxu-SN1LLnfq3KGqWv0TW-KUsQTnphDMna5D89QRa4lVAojDeqqkoUqwqcxho1qLWas6tx7yGG94FSb7dhiF0-aZVEo0sDSmSVHFVNDClF8vYQ272Ln1aA_QZkR0A2A7I_gKzMJjWaUhZ3G4p_q_9xfQEbiWk1
Cites_doi 10.1007/s10479-015-1917-2
10.1016/j.peva.2025.102486
10.1109/ICUMT.2016.7765374
10.1109/mascots64422.2024.10786546
10.1016/j.mcm.2006.06.007
10.1080/03610920701882503
10.1016/j.peva.2023.102378
10.1017/CBO9781139939690
10.1109/TCOM.1965.1089121
10.1016/j.peva.2023.102370
10.1017/apr.2019.45
10.1090/S0002-9947-1955-0066587-3
10.1109/tpds.2024.3497792
10.1002/9781394165421
10.1239/aap/1449859799
10.1007/s11134-022-09762-x
10.4108/valuetools.2007.1933
10.1007/s11134-014-9431-9
10.1201/b19235
10.1007/s11134-018-9573-2
10.1007/978-3-030-82438-9
10.1016/0167-6377(95)00049-6
10.1007/s10586-024-04956-9
10.1137/1.9780898719734
10.1239/jap/1318940466
10.1007/s10479-013-1408-2
10.1214/aoms/1177728354
10.1007/978-981-13-0857-4_1
10.1007/s11134-011-9266-6
10.1007/s11134-007-9052-7
10.1007/s10479-022-04830-0
10.1002/(SICI)1098-2418(199608/09)9:1/2<223::AID-RSA14>3.0.CO;2-O
10.1007/s11075-016-0173-0
10.1002/9781119755234.ch2
10.1287/mnsc.30.1.51
10.1016/j.cor.2012.08.002
10.1155/2019/7398658
ContentType Journal Article
Copyright The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2025 Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2025.
Copyright_xml – notice: The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2025 Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
– notice: The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2025.
DBID AAYXX
CITATION
JQ2
DOI 10.1007/s10586-025-05678-2
DatabaseName CrossRef
ProQuest Computer Science Collection
DatabaseTitle CrossRef
ProQuest Computer Science Collection
DatabaseTitleList
ProQuest Computer Science Collection
DeliveryMethod fulltext_linktorsrc
Discipline Computer Science
EISSN 1573-7543
ExternalDocumentID 10_1007_s10586_025_05678_2
GroupedDBID -~C
.86
.DC
.VR
06D
0R~
0VY
1N0
203
29B
2J2
2JN
2JY
2KG
2LR
2~H
30V
4.4
406
408
409
40D
40E
5GY
5VS
67Z
6NX
78A
8TC
8UJ
95-
95.
95~
96X
AAAVM
AABHQ
AACDK
AAHNG
AAJBT
AAJKR
AANZL
AAPKM
AARTL
AASML
AATNV
AATVU
AAUYE
AAWCG
AAYIU
AAYQN
ABAKF
ABBBX
ABBRH
ABBXA
ABDBE
ABDZT
ABECU
ABFTD
ABFTV
ABHLI
ABHQN
ABJNI
ABJOX
ABKCH
ABKTR
ABMNI
ABMQK
ABNWP
ABQBU
ABRTQ
ABSXP
ABTEG
ABTHY
ABTKH
ABTMW
ABWNU
ABXPI
ACAOD
ACDTI
ACGFS
ACHSB
ACHXU
ACKNC
ACMDZ
ACMLO
ACOKC
ACOMO
ACPIV
ACSNA
ACZOJ
ADHHG
ADHIR
ADKFA
ADKNI
ADKPE
ADRFC
ADTPH
ADURQ
ADYFF
ADZKW
AEFQL
AEGAL
AEGNC
AEJHL
AEJRE
AEMSY
AEOHA
AEPYU
AETLH
AEVLU
AEXYK
AFDZB
AFLOW
AFOHR
AFQWF
AFWTZ
AFZKB
AGAYW
AGDGC
AGJBK
AGMZJ
AGQEE
AGQMX
AGRTI
AGWIL
AGWZB
AGYKE
AHAVH
AHBYD
AHKAY
AHPBZ
AHYZX
AIAKS
AIGIU
AIIXL
AILAN
AITGF
AJRNO
AJZVZ
ALMA_UNASSIGNED_HOLDINGS
ALWAN
AMKLP
AMXSW
AMYLF
AMYQR
AOCGG
ARMRJ
ASPBG
ATHPR
AVWKF
AXYYD
AYFIA
AYJHY
AZFZN
B-.
BA0
BGNMA
BSONS
CS3
CSCUP
DDRTE
DL5
DNIVK
DPUIP
EBLON
EBS
EIOEI
ESBYG
FEDTE
FERAY
FFXSO
FIGPU
FNLPD
FRRFC
FWDCC
GGCAI
GGRSB
GJIRD
GNWQR
GQ7
GQ8
GXS
HF~
HG5
HG6
HMJXF
HQYDN
HRMNR
HVGLF
I09
IJ-
IKXTQ
IWAJR
IXC
IXD
IXE
IZIGR
IZQ
I~X
I~Z
J-C
J0Z
JBSCW
JCJTX
JZLTJ
KDC
KOV
LAK
LLZTM
M4Y
MA-
NB0
NPVJJ
NQJWS
O93
O9J
OAM
P9O
PF0
PT4
PT5
QOS
R89
R9I
RNS
ROL
RPX
RSV
S16
S1Z
S27
S3B
SAP
SCO
SDH
SHX
SISQX
SJYHP
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
ZMTXR
~A9
-Y2
1SB
2P1
2VQ
AAIAL
AARHV
AAYTO
AAYXX
ABQSL
ABULA
ACBXY
ADHKG
AEBTG
AEKMD
AFFHD
AFGCZ
AFKRA
AGGDS
AGQPQ
AHSBF
AJBLW
ARAPS
BDATZ
BENPR
BGLVJ
CAG
CCPQU
CITATION
COF
EJD
FINBP
FSGXE
H13
HCIFZ
HZ~
IHE
K7-
N2Q
NU0
O9-
OVD
PHGZM
PHGZT
PQGLB
RNI
RZC
RZE
RZK
TEORI
JQ2
ID FETCH-LOGICAL-c272t-fd34952f95acfc4401a2f188e298567fe0d34ab13518f8366451b60a7595703d3
IEDL.DBID RSV
ISICitedReferencesCount 0
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=001589704200001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 1386-7857
IngestDate Sat Nov 29 03:45:20 EST 2025
Thu Nov 20 00:40:47 EST 2025
Fri Nov 28 01:10:43 EST 2025
IsPeerReviewed true
IsScholarly true
Issue 14
Keywords Workload vector
65C20
Perfect sampling
Multiserver job model
Stochastic monotonicity
Kiefer–Wolfowitz recursion
Busy cycle
60K25
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c272t-fd34952f95acfc4401a2f188e298567fe0d34ab13518f8366451b60a7595703d3
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
PQID 3258748031
PQPubID 2043865
ParticipantIDs proquest_journals_3258748031
crossref_primary_10_1007_s10586_025_05678_2
springer_journals_10_1007_s10586_025_05678_2
PublicationCentury 2000
PublicationDate 2025-11-01
PublicationDateYYYYMMDD 2025-11-01
PublicationDate_xml – month: 11
  year: 2025
  text: 2025-11-01
  day: 01
PublicationDecade 2020
PublicationPlace New York
PublicationPlace_xml – name: New York
– name: Dordrecht
PublicationSubtitle The Journal of Networks, Software Tools and Applications
PublicationTitle Cluster computing
PublicationTitleAbbrev Cluster Comput
PublicationYear 2025
Publisher Springer US
Springer Nature B.V
Publisher_xml – name: Springer US
– name: Springer Nature B.V
References D Filippopoulos (5678_CR8) 2007; 45
5678_CR20
5678_CR21
ML Chaudhry (5678_CR46) 2019; 2019
L Gimpelson (5678_CR5) 1965; 13
Y Xiong (5678_CR29) 2014
P Brill (5678_CR7) 1984; 30
5678_CR22
J Blanchet (5678_CR18) 2019; 51
EV Morozov (5678_CR43) 2012; 6
SR Chakravarthy (5678_CR9) 2013; 40
D Olliaro (5678_CR12) 2023; 162
I Grosof (5678_CR11) 2023; 162
J Blanchet (5678_CR19) 2018; 90
E Morozov (5678_CR34) 2021
SR Chakravarthy (5678_CR3) 2022
J Abate (5678_CR39) 1995; 18
JW Pearson (5678_CR38) 2017; 74
D Olliaro (5678_CR14) 2025; 36
JG Propp (5678_CR24) 1996; 9
G Latouche (5678_CR42) 1999
5678_CR31
M Harchol-Balter (5678_CR4) 2022; 100
O Salameh (5678_CR16) 2025
S Kim (5678_CR6) 1979
5678_CR13
K Sigman (5678_CR26) 2012; 70
5678_CR36
DG Feitelson (5678_CR32) 2015
5678_CR33
CM Ramsay (5678_CR37) 2007; 57
A Rumyantsev (5678_CR17) 2022
5678_CR2
SB Connor (5678_CR23) 2015; 47
Y Xiong (5678_CR28) 2015; 80
MF Neuts (5678_CR40) 1981
J Kiefer (5678_CR45) 1955; 78
5678_CR1
ML Huber (5678_CR25) 2016
Y Xiong (5678_CR30) 2015; 80
CM Ramsay (5678_CR35) 2008; 37
K Sigman (5678_CR27) 2016; 241
SR Chakravarthy (5678_CR41) 2022
A Rumyantsev (5678_CR10) 2017; 252
5678_CR15
J Kiefer (5678_CR44) 1956; 27
References_xml – volume: 252
  start-page: 29
  issue: 1
  year: 2017
  ident: 5678_CR10
  publication-title: Ann. Oper. Res.
  doi: 10.1007/s10479-015-1917-2
– ident: 5678_CR15
  doi: 10.1016/j.peva.2025.102486
– ident: 5678_CR31
  doi: 10.1109/ICUMT.2016.7765374
– ident: 5678_CR13
  doi: 10.1109/mascots64422.2024.10786546
– volume: 45
  start-page: 491
  issue: 5–6
  year: 2007
  ident: 5678_CR8
  publication-title: Math. Comput. Model
  doi: 10.1016/j.mcm.2006.06.007
– volume: 6
  start-page: 99
  year: 2012
  ident: 5678_CR43
  publication-title: Inform. Primen.
– volume: 37
  start-page: 2177
  issue: 14
  year: 2008
  ident: 5678_CR35
  publication-title: Communications in Statistics - Theory and Methods
  doi: 10.1080/03610920701882503
– ident: 5678_CR36
– volume: 162
  year: 2023
  ident: 5678_CR11
  publication-title: Performance Evaluation
  doi: 10.1016/j.peva.2023.102378
– volume-title: Workload Modeling for Computer Systems Performance Evaluation
  year: 2015
  ident: 5678_CR32
  doi: 10.1017/CBO9781139939690
– volume: 13
  start-page: 258
  issue: 3
  year: 1965
  ident: 5678_CR5
  publication-title: IEEE Trans. Commun.
  doi: 10.1109/TCOM.1965.1089121
– volume: 162
  year: 2023
  ident: 5678_CR12
  publication-title: Performance Evaluation
  doi: 10.1016/j.peva.2023.102370
– volume: 51
  start-page: 1179
  issue: 4
  year: 2019
  ident: 5678_CR18
  publication-title: Adv. Appl. Probab.
  doi: 10.1017/apr.2019.45
– volume: 78
  start-page: 1
  year: 1955
  ident: 5678_CR45
  publication-title: Transactions of the American Mathematical Society
  doi: 10.1090/S0002-9947-1955-0066587-3
– volume: 36
  start-page: 120
  issue: 2
  year: 2025
  ident: 5678_CR14
  publication-title: IEEE Trans. Parallel Distrib. Syst.
  doi: 10.1109/tpds.2024.3497792
– volume-title: Introduction to Matrix-analytic Methods in Queues 2: Analytical and Simulation Approach - Queues and Simulation
  year: 2022
  ident: 5678_CR3
  doi: 10.1002/9781394165421
– ident: 5678_CR21
– volume: 47
  start-page: 1039
  issue: 4
  year: 2015
  ident: 5678_CR23
  publication-title: Adv. Appl. Probab.
  doi: 10.1239/aap/1449859799
– volume: 100
  start-page: 201
  issue: 3–4
  year: 2022
  ident: 5678_CR4
  publication-title: Queueing Systems
  doi: 10.1007/s11134-022-09762-x
– ident: 5678_CR20
  doi: 10.4108/valuetools.2007.1933
– volume: 80
  start-page: 15
  issue: 1–2
  year: 2015
  ident: 5678_CR30
  publication-title: Queueing Systems
  doi: 10.1007/s11134-014-9431-9
– volume-title: Perfect Simulation
  year: 2016
  ident: 5678_CR25
  doi: 10.1201/b19235
– volume-title: Introduction to Matrix-analytic Methods in Queues 1: Analytical and Simulation Approach - Basics
  year: 2022
  ident: 5678_CR41
  doi: 10.1002/9781394165421
– volume: 90
  start-page: 1
  issue: 1–2
  year: 2018
  ident: 5678_CR19
  publication-title: Queueing Systems
  doi: 10.1007/s11134-018-9573-2
– volume-title: Stability Analysis of Regenerative Queueing Models: Mathematical Methods and Applications
  year: 2021
  ident: 5678_CR34
  doi: 10.1007/978-3-030-82438-9
– volume: 18
  start-page: 113
  issue: 3
  year: 1995
  ident: 5678_CR39
  publication-title: Oper. Res. Lett.
  doi: 10.1016/0167-6377(95)00049-6
– volume: 80
  start-page: 15
  issue: 1–2
  year: 2015
  ident: 5678_CR28
  publication-title: Queueing Systems
  doi: 10.1007/s11134-014-9431-9
– year: 2025
  ident: 5678_CR16
  publication-title: Cluster Computing
  doi: 10.1007/s10586-024-04956-9
– ident: 5678_CR33
– volume-title: Introduction to Matrix Analytic Methods in Stochastic Modeling
  year: 1999
  ident: 5678_CR42
  doi: 10.1137/1.9780898719734
– volume-title: Matrix-Geometric Solutions in Stochastic Models: An Algorithmic Approach
  year: 1981
  ident: 5678_CR40
– ident: 5678_CR22
  doi: 10.1239/jap/1318940466
– volume: 241
  start-page: 23
  issue: 1–2
  year: 2016
  ident: 5678_CR27
  publication-title: Ann. Oper. Res.
  doi: 10.1007/s10479-013-1408-2
– volume: 27
  start-page: 147
  issue: 1
  year: 1956
  ident: 5678_CR44
  publication-title: Ann. Math. Stat.
  doi: 10.1214/aoms/1177728354
– ident: 5678_CR1
  doi: 10.1007/978-981-13-0857-4_1
– volume-title: PhD Thesis, Perfect and nearly perfect sampling of work-conserving queues
  year: 2014
  ident: 5678_CR29
– volume: 70
  start-page: 37
  issue: 1
  year: 2012
  ident: 5678_CR26
  publication-title: Queueing Systems
  doi: 10.1007/s11134-011-9266-6
– volume: 57
  start-page: 147
  issue: 4
  year: 2007
  ident: 5678_CR37
  publication-title: Queueing Systems
  doi: 10.1007/s11134-007-9052-7
– year: 2022
  ident: 5678_CR17
  publication-title: Ann. Oper. Res.
  doi: 10.1007/s10479-022-04830-0
– volume: 9
  start-page: 223
  issue: 1–2
  year: 1996
  ident: 5678_CR24
  publication-title: Random Structures and Algorithms
  doi: 10.1002/(SICI)1098-2418(199608/09)9:1/2<223::AID-RSA14>3.0.CO;2-O
– volume: 74
  start-page: 821
  issue: 3
  year: 2017
  ident: 5678_CR38
  publication-title: Numerical Algorithms
  doi: 10.1007/s11075-016-0173-0
– ident: 5678_CR2
  doi: 10.1002/9781119755234.ch2
– volume: 30
  start-page: 51
  issue: 1
  year: 1984
  ident: 5678_CR7
  publication-title: Manage. Sci.
  doi: 10.1287/mnsc.30.1.51
– volume: 40
  start-page: 510
  issue: 1
  year: 2013
  ident: 5678_CR9
  publication-title: Computers & Operations Research
  doi: 10.1016/j.cor.2012.08.002
– volume: 2019
  start-page: 1
  year: 2019
  ident: 5678_CR46
  publication-title: Journal of Probability and Statistics
  doi: 10.1155/2019/7398658
– volume-title: M/M/s queueing system where customers demand multiple server use, PhD Thesis
  year: 1979
  ident: 5678_CR6
SSID ssj0009729
Score 2.3661895
Snippet Perfect/exact sampling has been used in situations, where the underlying distribution from which random samples are of interest is unknown or complex, for more...
SourceID proquest
crossref
springer
SourceType Aggregation Database
Index Database
Publisher
StartPage 937
SubjectTerms Algorithms
Computer Communication Networks
Computer Science
Equilibrium
Expected values
Operating Systems
Processor Architectures
Queuing theory
Sampling methods
Simulation
Supercomputers
Workloads
Title Regenerative exact simulation for multiserver job model
URI https://link.springer.com/article/10.1007/s10586-025-05678-2
https://www.proquest.com/docview/3258748031
Volume 28
WOSCitedRecordID wos001589704200001&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: PRVAVX
  databaseName: SpringerLINK Contemporary 1997-Present
  customDbUrl:
  eissn: 1573-7543
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0009729
  issn: 1386-7857
  databaseCode: RSV
  dateStart: 19980101
  isFulltext: true
  titleUrlDefault: https://link.springer.com/search?facet-content-type=%22Journal%22
  providerName: Springer Nature
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1LSwMxEB6kevBifWK1Sg7eNNDNo8keRSyeitQHvS3JbiIKttJW8ec7SbOsih70vJMQvk1mJo_5PoATncvAQiIoEz6cVilDrbKS8tyoimsnc1tFsQk1HOrxOL9ORWHz-rV7fSUZPfWnYjepw4NZSTFo494HHe8qhjsdluPo5r6h2lVRmyzjaK20VKlU5uc-voajJsf8di0ao82g_b9xbsJGyi7J-XI6bMGKm2xDu1ZuIGkh74AauYfINx2cHXHvplyQ-eNzkvIimMiS-NIwHNliu6epJVEyZxfuBpe3F1c0SSjQkim2oL7iuANiPpem9KXAzZRhPtPasVzj4LzroYGxQaZPe837fSEz2-8ZJfNAzVXxPWhNphO3D8RyZ00lSp5ZbMK48UzInleBwJ0LyTtwWiNZvCyZMoqGEzlgUiAmRcSkYB3o1mAXadXMC86kVkKjn-nAWQ1u8_n33g7-Zn4I6yz8n1hS2IXWYvbqjmCtfENcZ8dxNn0Anq_BwQ
linkProvider Springer Nature
linkToHtml http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1LSwMxEB5EBb1Yn1itmoM3Xejm0SRHEUvFWqRW6S0ku4ko2EpbxZ9vku6yKnrQ805C-DaZyWPm-wCOhWSBhYQmmLpwW8V1YrhhCZGa50RYJk0exSZ4ryeGQ3lTFIVNy2z38kkyeupPxW5MhIRZlvig7c8-3vEuUR-xQiJf__a-otrlUZssJd6aC8aLUpmf-_gajqo95rdn0Rht2rX_jXMd1ordJTqbT4cNWLCjTaiVyg2oWMhbwPv2IfJNB2eH7LvOZmj6-FxIeSG_kUUx0zBc2fp2T2ODomTONty1LwbnnaSQUEgyzPEscTnxJyDsJNOZy6g_TGnsUiEslsIPztmmN9AmyPQJJ0irRVlqWk3NmQzUXDnZgcXReGR3ARlijc5pRlLjm2CiHaas6XggcCeUkTqclEiqlzlThqo4kQMmymOiIiYK16FRgq2KVTNVBDPBqfB-pg6nJbjV59972_ub-RGsdAbXXdW97F3twyoO_yqWFzZgcTZ5tQewnL15jCeHcWZ9AL5TxKU
linkToPdf http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1LSwMxEB6kinixPrFaNQdvurTNo8keRS2KUoovegvJbiIKbku7ij_fJN1lq-hBPO8khG_zmElmvg_gSMTMs5DQCFPrb6u4ijTXLCKx4ikRhsU6DWITvN8Xw2E8mKviD9nu5ZPkrKbBszRleWuc2tZc4RsTPnmWRe4Ad3GQ24QXqRcN8vH63WNFu8uDTlmHOGsuGC_KZn7u4-vRVPmb355Iw8nTq_9_zGuwWnid6HQ2TdZhwWQbUC8VHVCxwDeB35qnwEPtN0FkPlSSo-nzayHxhZyDi0IGor_Kde1eRhoFKZ0teOhd3J9dRoW0QpRgjvPIpsRFRtjGTCU2oS7IUth2hDA4Fm5w1rSdgdJevk9YQbpdyjq621acxZ6yKyXbUMtGmdkBpInRKqUJ6WjXBBNlMWVtyz2xO6GMNOC4RFWOZwwasuJK9phIh4kMmEjcgGYJvCxW01QSzASnwu0_DTgpga4-_97b7t_MD2F5cN6TN1f96z1Ywf5XharDJtTyyZvZh6Xk3UE8OQiT7BNye82J
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=Regenerative+exact+simulation+for+multiserver+job+model&rft.jtitle=Cluster+computing&rft.au=Golovin%2C+Alexander&rft.au=Rumyantsev%2C+Alexander&rft.au=Chakravarthy%2C+Srinivas&rft.date=2025-11-01&rft.pub=Springer+US&rft.issn=1386-7857&rft.eissn=1573-7543&rft.volume=28&rft.issue=14&rft_id=info:doi/10.1007%2Fs10586-025-05678-2&rft.externalDocID=10_1007_s10586_025_05678_2
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1386-7857&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1386-7857&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1386-7857&client=summon