On construction of a well-balanced allocation strategy for heterogeneous multi-cluster computing environments
With the rapid increment of the heterogeneity of hardware devices, cluster computing has to encounter the problem of handling heterogeneous resources for exploiting the utilization of system resources. This paper introduces a new job allocation strategy based on multi-clusters in diskless environmen...
Saved in:
| Published in | The Journal of supercomputing Vol. 56; no. 3; pp. 270 - 299 |
|---|---|
| Main Authors | , , |
| Format | Journal Article |
| Language | English |
| Published |
Boston
Springer US
01.06.2011
|
| Subjects | |
| Online Access | Get full text |
| ISSN | 0920-8542 1573-0484 |
| DOI | 10.1007/s11227-009-0369-3 |
Cover
Loading…
| Abstract | With the rapid increment of the heterogeneity of hardware devices, cluster computing has to encounter the problem of handling heterogeneous resources for exploiting the utilization of system resources. This paper introduces a new job allocation strategy based on multi-clusters in diskless environments. By adopting Ganglia as the resource monitor and Condor as the queue system, a heterogeneous multi-cluster system is also constructed with and without storage devices for evaluating the system performance. The proposed algorithm is called the Well-Balanced Allocation Strategy (WBAS) in which the scheduler dispatches MPI-based jobs to appropriate resources across multi-clusters. The strategy focuses on dispatching jobs to nodes with similar performance, thus equalizing execution times among all the required nodes. The WBAS is implemented on the constructed heterogeneous multi-cluster system to evaluate the performance of the scheduling strategy. The experimental results show that the proposed strategy performs well and could efficiently improve the system performance. |
|---|---|
| AbstractList | With the rapid increment of the heterogeneity of hardware devices, cluster computing has to encounter the problem of handling heterogeneous resources for exploiting the utilization of system resources. This paper introduces a new job allocation strategy based on multi-clusters in diskless environments. By adopting Ganglia as the resource monitor and Condor as the queue system, a heterogeneous multi-cluster system is also constructed with and without storage devices for evaluating the system performance. The proposed algorithm is called the Well-Balanced Allocation Strategy (WBAS) in which the scheduler dispatches MPI-based jobs to appropriate resources across multi-clusters. The strategy focuses on dispatching jobs to nodes with similar performance, thus equalizing execution times among all the required nodes. The WBAS is implemented on the constructed heterogeneous multi-cluster system to evaluate the performance of the scheduling strategy. The experimental results show that the proposed strategy performs well and could efficiently improve the system performance. |
| Author | Tung, Hao-Yu Lai, Kuan-Chou Yang, Chao-Tung |
| Author_xml | – sequence: 1 givenname: Chao-Tung surname: Yang fullname: Yang, Chao-Tung email: ctyang@thu.edu.tw organization: High-Performance Computing Laboratory, Department of Computer Science, Tunghai University – sequence: 2 givenname: Kuan-Chou surname: Lai fullname: Lai, Kuan-Chou organization: Department of Computer and Information Science, National Taichung University – sequence: 3 givenname: Hao-Yu surname: Tung fullname: Tung, Hao-Yu organization: High-Performance Computing Laboratory, Department of Computer Science, Tunghai University |
| BookMark | eNp9kM1OHDEQhC0EEgvkAbj5xsmh_TNr-4hQSCIhcYGzZTztzaAZe7E9Qbx9DJszp5a6vyp11Rk5TjkhIZccvnMAfV05F0IzAMtAbi2TR2TDBy0ZKKOOyQasAGYGJU7JWa0vAKCklhuyPCQacqqtrKFNOdEcqadvOM_s2c8-BRypn-cc_Oe1c77h7p3GXOgfbFjyDhPmtdJlndvEwrzWvu2ey35tU9pRTH-nktOCqdULchL9XPHb_3lOnu5-PN7-YvcPP3_f3tyzILRozGp4NjYOMHiuuIlqGEfhjVdya0BCGNGghRBV9Aq3RgslB21HCVrwaJWX5-Tq4Lsv-XXF2twy1dBD-c9fnd1Ko4Bb3Ul-IEPJtRaMbl-mxZd3x8F9NOsOzbrerPto1smuEQdN7WzaYXEveS2pB_pC9A8br3-Y |
| Cites_doi | 10.1007/s10586-006-9747-2 10.1142/S0218001495000110 10.1109/40.342018 10.1016/j.future.2006.04.007 10.1109/TPDS.2007.1036 10.1111/j.1467-8659.1987.tb00340.x 10.1007/s11227-005-2337-x 10.1007/s11227-006-8300-7 10.1006/jpdc.1995.1011 10.1109/PDCAT.2006.8 10.1109/PDCAT.2006.77 10.1109/GCC.2006.10 10.1109/HPDC.2006.1652160 10.1109/FGCN.2007.9 10.1177/109434200101500302 10.1109/CCGRID.2003.1199347 |
| ContentType | Journal Article |
| Copyright | Springer Science+Business Media, LLC 2009 |
| Copyright_xml | – notice: Springer Science+Business Media, LLC 2009 |
| DBID | AAYXX CITATION 7SC 8FD JQ2 L7M L~C L~D |
| DOI | 10.1007/s11227-009-0369-3 |
| DatabaseName | CrossRef Computer and Information Systems Abstracts Technology Research Database ProQuest Computer Science Collection Advanced Technologies Database with Aerospace Computer and Information Systems Abstracts Academic Computer and Information Systems Abstracts Professional |
| DatabaseTitle | CrossRef Computer and Information Systems Abstracts Technology Research Database Computer and Information Systems Abstracts – Academic Advanced Technologies Database with Aerospace ProQuest Computer Science Collection Computer and Information Systems Abstracts Professional |
| DatabaseTitleList | Computer and Information Systems Abstracts |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Computer Science |
| EISSN | 1573-0484 |
| EndPage | 299 |
| ExternalDocumentID | 10_1007_s11227_009_0369_3 |
| GroupedDBID | -4Z -59 -5G -BR -EM -Y2 -~C .4S .86 .DC .VR 06D 0R~ 0VY 123 199 1N0 1SB 2.D 203 28- 29L 2J2 2JN 2JY 2KG 2KM 2LR 2P1 2VQ 2~H 30V 4.4 406 408 409 40D 40E 5QI 5VS 67Z 6NX 78A 8TC 8UJ 95- 95. 95~ 96X AAAVM AABHQ AACDK AAHNG AAIAL AAJBT AAJKR AANZL AAOBN AARHV AARTL AASML AATNV AATVU AAUYE AAWCG AAYIU AAYOK AAYQN AAYTO AAYZH ABAKF ABBBX ABBXA ABDBF ABDPE ABDZT ABECU ABFTD ABFTV ABHLI ABHQN ABJNI ABJOX ABKCH ABKTR ABMNI ABMQK ABNWP ABQBU ABQSL ABSXP ABTEG ABTHY ABTKH ABTMW ABULA ABWNU ABXPI ACAOD ACBXY ACDTI ACGFS ACHSB ACHXU ACKNC ACMDZ ACMLO ACOKC ACOMO ACPIV ACUHS ACZOJ ADHHG ADHIR ADIMF ADINQ ADKNI ADKPE ADMLS ADQRH ADRFC ADTPH ADURQ ADYFF ADZKW AEBTG AEFIE AEFQL AEGAL AEGNC AEJHL AEJRE AEKMD AEMSY AENEX AEOHA AEPYU AESKC AETLH AEVLU AEXYK AFBBN AFEXP AFGCZ AFLOW AFQWF AFWTZ AFZKB AGAYW AGDGC AGGDS AGJBK AGMZJ AGQEE AGQMX AGRTI AGWIL AGWZB AGYKE AHAVH AHBYD AHSBF AHYZX AI. AIAKS AIGIU AIIXL AILAN AITGF AJBLW AJRNO AJZVZ ALMA_UNASSIGNED_HOLDINGS ALWAN AMKLP AMXSW AMYLF AMYQR AOCGG ARCSS ARMRJ ASPBG AVWKF AXYYD AYJHY AZFZN B-. B0M BA0 BBWZM BDATZ BGNMA BSONS CAG COF CS3 CSCUP DDRTE DL5 DNIVK DPUIP DU5 EAD EAP EAS EBD EBLON EBS EDO EIOEI EJD EMK EPL ESBYG ESX F5P FEDTE FERAY FFXSO FIGPU FINBP FNLPD FRRFC FSGXE FWDCC GGCAI GGRSB GJIRD GNWQR GQ6 GQ7 GQ8 GXS H13 HF~ HG5 HG6 HMJXF HQYDN HRMNR HVGLF HZ~ H~9 I-F I09 IHE IJ- IKXTQ ITM IWAJR IXC IZIGR IZQ I~X I~Z J-C J0Z JBSCW JCJTX JZLTJ KDC KOV KOW LAK LLZTM M4Y MA- N2Q N9A NB0 NDZJH NPVJJ NQJWS NU0 O9- O93 O9G O9I O9J OAM OVD P19 P2P P9O PF0 PT4 PT5 QOK QOS R4E R89 R9I RHV RNI ROL RPX RSV RZC RZE RZK S16 S1Z S26 S27 S28 S3B SAP SCJ SCLPG SCO SDH SDM SHX SISQX SJYHP SNE SNPRN SNX SOHCF SOJ SPISZ SRMVM SSLCW STPWE SZN T13 T16 TEORI TSG TSK TSV TUC TUS U2A UG4 UOJIU UTJUX UZXMN VC2 VFIZW VH1 W23 W48 WH7 WK8 YLTOR Z45 Z7R Z7X Z7Z Z83 Z88 Z8M Z8N Z8R Z8T Z8W Z92 ZMTXR ~8M ~EX AAPKM AAYXX ABBRH ABDBE ABFSG ACSTC ADHKG ADKFA AEZWR AFDZB AFHIU AFOHR AGQPQ AHPBZ AHWEU AIXLP ATHPR AYFIA CITATION 7SC 8FD ABRTQ JQ2 L7M L~C L~D |
| ID | FETCH-LOGICAL-c272t-970b89f505a1418f45dd2a8a4368030cde8e90cf4fa4e687243579d30721f94a3 |
| IEDL.DBID | AGYKE |
| ISSN | 0920-8542 |
| IngestDate | Fri Jul 11 12:09:47 EDT 2025 Tue Jul 01 04:02:02 EDT 2025 Fri Feb 21 02:27:33 EST 2025 |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 3 |
| Keywords | Heterogeneous Multi-cluster Resource monitoring Job scheduling |
| Language | English |
| License | http://www.springer.com/tdm |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c272t-970b89f505a1418f45dd2a8a4368030cde8e90cf4fa4e687243579d30721f94a3 |
| Notes | ObjectType-Article-2 SourceType-Scholarly Journals-1 ObjectType-Feature-1 content type line 23 |
| PQID | 963840197 |
| PQPubID | 23500 |
| PageCount | 30 |
| ParticipantIDs | proquest_miscellaneous_963840197 crossref_primary_10_1007_s11227_009_0369_3 springer_journals_10_1007_s11227_009_0369_3 |
| ProviderPackageCode | CITATION AAYXX |
| PublicationCentury | 2000 |
| PublicationDate | 20110600 2011-6-00 20110601 |
| PublicationDateYYYYMMDD | 2011-06-01 |
| PublicationDate_xml | – month: 6 year: 2011 text: 20110600 |
| PublicationDecade | 2010 |
| PublicationPlace | Boston |
| PublicationPlace_xml | – name: Boston |
| PublicationSubtitle | An International Journal of High-Performance Computer Design, Analysis, and Use |
| PublicationTitle | The Journal of supercomputing |
| PublicationTitleAbbrev | J Supercomput |
| PublicationYear | 2011 |
| Publisher | Springer US |
| Publisher_xml | – name: Springer US |
| References | Abawajy (CR1) 2009; 25 Wang (CR17) 2006; 52 CR18 Xavier, Cai, Lee (CR21) 2006; 36 CR15 CR14 Bhandarkar, Arabnia, Smith (CR36) 1995; 9 CR13 CR12 CR34 CR33 CR32 Yang, Chang (CR22) 2004; 20 CR31 CR30 Anderson, Culler, Patterson (CR2) 1995; 15 Jones, Ligon, Pang, Stanzione (CR11) 2005; 34 Cao, Chan, Sun, Das, Guo (CR5) 2006; 9 Sterling, Salmon, Backer, Savarese (CR16) 1999 Wilkinson, Allen (CR19) 1999 CR6 Bhandarkar, Arabnia (CR37) 1995; 24 CR29 CR9 CR27 CR26 Buyya (CR4) 1999 CR25 Geist (CR10) 1994 CR24 CR23 Buyya (CR3) 1999 Bucur, Epema (CR7) 2007; 18 CR20 Foster, Kesselman (CR8) 1999 Arabnia, Oliver (CR35) 1987; 6 (CR28) 1994; 8 369_CR6 I Foster (369_CR8) 1999 R Buyya (369_CR3) 1999 369_CR25 R Buyya (369_CR4) 1999 B Wilkinson (369_CR19) 1999 369_CR24 369_CR23 369_CR29 WM Jones (369_CR11) 2005; 34 369_CR27 369_CR26 HR Arabnia (369_CR35) 1987; 6 T Anderson (369_CR2) 1995; 15 369_CR20 P Xavier (369_CR21) 2006; 36 TL Sterling (369_CR16) 1999 JH Abawajy (369_CR1) 2009; 25 CT Yang (369_CR22) 2004; 20 J Cao (369_CR5) 2006; 9 Y-M Wang (369_CR17) 2006; 52 SM Bhandarkar (369_CR36) 1995; 9 369_CR14 369_CR13 A Geist (369_CR10) 1994 369_CR12 369_CR34 369_CR9 369_CR33 369_CR18 MPI Forum (369_CR28) 1994; 8 369_CR15 SM Bhandarkar (369_CR37) 1995; 24 369_CR32 369_CR31 369_CR30 AID Bucur (369_CR7) 2007; 18 |
| References_xml | – volume: 9 start-page: 355 issue: 3 year: 2006 end-page: 371 ident: CR5 article-title: A taxonomy of application scheduling tools for high performance cluster computing publication-title: J Clust Comput doi: 10.1007/s10586-006-9747-2 – year: 1999 ident: CR4 publication-title: High performance cluster computing: programming and applications – ident: CR18 – volume: 9 start-page: 201 issue: 2 year: 1995 end-page: 229 ident: CR36 article-title: A reconfigurable architecture for image processing and computer vision publication-title: Int J Pattern Recognit Artif Intell doi: 10.1142/S0218001495000110 – volume: 15 start-page: 54 issue: 1 year: 1995 end-page: 64 ident: CR2 article-title: A case for network of workstations publication-title: IEEE Micro doi: 10.1109/40.342018 – ident: CR14 – volume: 25 start-page: 364 issue: 3 year: 2009 end-page: 370 ident: CR1 article-title: An efficient adaptive scheduling policy for high-performance computing publication-title: Future Gener Comput Syst doi: 10.1016/j.future.2006.04.007 – ident: CR12 – ident: CR30 – volume: 18 start-page: 958 issue: 7 year: 2007 end-page: 972 ident: CR7 article-title: Scheduling policies for processor coallocation in multicluster systems publication-title: IEEE Trans Parallel Distrib Syst doi: 10.1109/TPDS.2007.1036 – ident: CR33 – ident: CR6 – year: 1999 ident: CR19 publication-title: Parallel programming: techniques and applications using networked workstations and parallel computers – ident: CR29 – volume: 52 start-page: 13 issue: 1 year: 2006 end-page: 20 ident: CR17 article-title: Memory latency consideration for load sharing on heterogeneous network of workstations publication-title: J Syst Archit, EUROMICRO J – volume: 6 start-page: 3 issue: 1 year: 1987 end-page: 12 ident: CR35 article-title: Arbitrary rotation of raster images with SIMD machine architectures publication-title: Int J Eurographics Assoc, Comput Graph Forum doi: 10.1111/j.1467-8659.1987.tb00340.x – ident: CR25 – ident: CR27 – ident: CR23 – volume: 34 start-page: 135 issue: 2 year: 2005 end-page: 163 ident: CR11 article-title: Characterization of bandwidth-aware meta-schedulers for co-allocating jobs across multiple clusters publication-title: J Supercomput doi: 10.1007/s11227-005-2337-x – volume: 36 start-page: 309 issue: 3 year: 2006 end-page: 322 ident: CR21 article-title: Workload management of cooperatively federated computing clusters publication-title: J Supercomput doi: 10.1007/s11227-006-8300-7 – year: 1994 ident: CR10 publication-title: Cluster computing: the wave of the future – year: 1999 ident: CR3 publication-title: High performance cluster computing: system and architectures – volume: 20 start-page: 263 issue: 2 year: 2004 end-page: 273 ident: CR22 article-title: A parallel loop self-scheduling on extremely heterogeneous PC clusters publication-title: J Inf Sci Eng – ident: CR15 – ident: CR31 – ident: CR13 – volume: 24 start-page: 107 issue: 1 year: 1995 end-page: 114 ident: CR37 article-title: The Hough transform on a reconfigurable multi-ring network publication-title: J Parallel Distrib Comput doi: 10.1006/jpdc.1995.1011 – ident: CR9 – ident: CR32 – ident: CR34 – volume: 8 start-page: 165 issue: 3/4 year: 1994 end-page: 416 ident: CR28 article-title: MPI: A message-passing interface standard publication-title: Int J Supercomput Appl – ident: CR26 – ident: CR24 – year: 1999 ident: CR16 publication-title: How to build a beowulf: a guide to the implementation and application of PC clusters – ident: CR20 – year: 1999 ident: CR8 publication-title: The grid: blueprint for a future computing infrastructure – ident: 369_CR29 – ident: 369_CR24 doi: 10.1109/PDCAT.2006.8 – volume-title: The grid: blueprint for a future computing infrastructure year: 1999 ident: 369_CR8 – volume: 18 start-page: 958 issue: 7 year: 2007 ident: 369_CR7 publication-title: IEEE Trans Parallel Distrib Syst doi: 10.1109/TPDS.2007.1036 – ident: 369_CR18 doi: 10.1109/PDCAT.2006.77 – volume: 20 start-page: 263 issue: 2 year: 2004 ident: 369_CR22 publication-title: J Inf Sci Eng – ident: 369_CR25 doi: 10.1109/GCC.2006.10 – ident: 369_CR12 – volume: 15 start-page: 54 issue: 1 year: 1995 ident: 369_CR2 publication-title: IEEE Micro doi: 10.1109/40.342018 – ident: 369_CR15 doi: 10.1109/HPDC.2006.1652160 – volume-title: Cluster computing: the wave of the future year: 1994 ident: 369_CR10 – ident: 369_CR33 – ident: 369_CR14 – ident: 369_CR31 – volume: 25 start-page: 364 issue: 3 year: 2009 ident: 369_CR1 publication-title: Future Gener Comput Syst doi: 10.1016/j.future.2006.04.007 – volume: 36 start-page: 309 issue: 3 year: 2006 ident: 369_CR21 publication-title: J Supercomput doi: 10.1007/s11227-006-8300-7 – volume: 6 start-page: 3 issue: 1 year: 1987 ident: 369_CR35 publication-title: Int J Eurographics Assoc, Comput Graph Forum doi: 10.1111/j.1467-8659.1987.tb00340.x – ident: 369_CR23 – ident: 369_CR30 – ident: 369_CR27 doi: 10.1109/FGCN.2007.9 – ident: 369_CR9 doi: 10.1177/109434200101500302 – volume: 9 start-page: 201 issue: 2 year: 1995 ident: 369_CR36 publication-title: Int J Pattern Recognit Artif Intell doi: 10.1142/S0218001495000110 – volume: 9 start-page: 355 issue: 3 year: 2006 ident: 369_CR5 publication-title: J Clust Comput doi: 10.1007/s10586-006-9747-2 – volume: 34 start-page: 135 issue: 2 year: 2005 ident: 369_CR11 publication-title: J Supercomput doi: 10.1007/s11227-005-2337-x – volume: 24 start-page: 107 issue: 1 year: 1995 ident: 369_CR37 publication-title: J Parallel Distrib Comput doi: 10.1006/jpdc.1995.1011 – ident: 369_CR6 – ident: 369_CR34 – volume: 52 start-page: 13 issue: 1 year: 2006 ident: 369_CR17 publication-title: J Syst Archit, EUROMICRO J – ident: 369_CR32 – volume-title: High performance cluster computing: programming and applications year: 1999 ident: 369_CR4 – volume-title: Parallel programming: techniques and applications using networked workstations and parallel computers year: 1999 ident: 369_CR19 – volume-title: High performance cluster computing: system and architectures year: 1999 ident: 369_CR3 – volume-title: How to build a beowulf: a guide to the implementation and application of PC clusters year: 1999 ident: 369_CR16 – volume: 8 start-page: 165 issue: 3/4 year: 1994 ident: 369_CR28 publication-title: Int J Supercomput Appl – ident: 369_CR20 – ident: 369_CR26 – ident: 369_CR13 doi: 10.1109/CCGRID.2003.1199347 |
| SSID | ssj0004373 |
| Score | 1.8799952 |
| Snippet | With the rapid increment of the heterogeneity of hardware devices, cluster computing has to encounter the problem of handling heterogeneous resources for... |
| SourceID | proquest crossref springer |
| SourceType | Aggregation Database Index Database Publisher |
| StartPage | 270 |
| SubjectTerms | Algorithms Allocations Compilers Computation Computer Science Construction Devices Heterogeneity Interpreters Performance evaluation Processor Architectures Programming Languages Strategy |
| Title | On construction of a well-balanced allocation strategy for heterogeneous multi-cluster computing environments |
| URI | https://link.springer.com/article/10.1007/s11227-009-0369-3 https://www.proquest.com/docview/963840197 |
| Volume | 56 |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1JTwIxFH4RuHgR14gL6cGTpgQ6LdMewYBEI14gwdOkdNqYqIwJcNBf7-ssGSV64D7T7a19y1eAqzDmobfbVCht8IKi21Q75SgaB8a8jTbOxyEfx93RlN_PxCzv414W1e5FSjLV1GWzG_4d0jSYH3QVDSpQEx2pZBVqvbvnh0HZDhlkiWWFNyMpOCuSmX8N8tsclT7mRlo0tTbDOkyKdWZFJq-t9WreMl8bEI5bbmQf9nLvk_QydjmAHbs4hHrxsgPJBf0I3p8WxCQluCxJHNHEx_no3NdCGhsTn7HP4n1kmUHcfhL0gMmLL7BJkC9tsl6StGCRmre1B2QgJp0JF0t-Ntgdw3Q4mNyOaP4wAzUsZCuqwvZcKofOk-7wjnRcxDHTUns0e1QaJrbSqjZS2WluuzJk6JOFKg48FptTXAcnUF0kC3sKhDPUGjoWXSsM16ytLBc4iVDOujiQrAHXBX2ijwx_IyqRlv1BRniQkT_IKGgAKSgYoZT41IdONxt5NYM3SRU24KYgSpRL6_L_Ac-2-vocdrOIs4_RXEAVaWQv0WVZzZvIosN-f9zMWbUJlSnrfQPtx-Wz |
| linkProvider | Springer Nature |
| linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV05T8MwFH6CMsDCjSinByaQpdSx43isEFWBtiyt1M1yHVsMkCC1DPx7nnMogGBgT-zkHX7fOw1wJTMug92mQhmLDoqJqPHKUzQOjAUbbX2IQ44nyXDGH-ZiXvdxL5tq9yYlWZ7UbbMbvi1pGcyPE0XjddhALJCGawtmrN82Q8ZVWlmhX5QKzppU5m9LfDdGLcL8kRQtbc1gF7ZrkEj6FVf3YM3l-7DTXMBAan08gNennNiinQFLCk8MCeE4uggli9ZlJCTWq7AcWVaTaD8IAlXyHOpgChQfh74_KesKqX15D3MTiC13wk8jX_vgDmE2uJveDml9fwK1TLIVVTJapMojxjE93ks9F1nGTGrC0HnUbZu51KkImeENd0kqGUInqbI4jEzzipv4CDp5kbtjIJyhcptMJE5YblikHBe4iVDe-Qx50IXrhpD6rRqToduByIHqGqmuA9V13AXSkFqjMIcMhSl_VofTAB0-Jbtw07BA10q1_HvBk389fQmbw-l4pEf3k8dT2KqCxCGscgYd5Jc7R5SxWlyUUvUJnrzJaQ |
| linkToPdf | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV05T8MwFLagSIiFG1FOD0wgi9RxDo8VUJWrMFCpm-X6EAMkldIO_Hvey6EAgoE9sp13-D2_43uEnCVWJGi3WSS1gQeKDpj20jMwDpyjjTYe45CPo3g4FneTaFLPOS2aavcmJVn1NCBKUza_nFl_2Ta-wUoJKwP7YSxZuExW4DbuoaCPeb9tjAyrFLOEN1IaCd6kNX9b4rthar3NHwnS0u4MNsl67TDSfsXhLbLksm2y0QxjoLVu7pD3p4yavMWDpbmnmmJojk2xfNE4SzHJXoXoaFGh0n5QcFrpK9bE5CBKLl8UtKwxZOZtgRgK1JQ7wdHo1564XTIe3LxcDVk9S4EZnvA5k0kwTaUHf0f3RC_1IrKW61QjAD3oubEudTIAxngtXJwmHNyoRNoQ4dO8FDrcI50sz9w-oYKDomsbxS4yQvNAOhHBJpH0ztsw5V1y3hBSzSrIDNWCIyPVFVBdIdVV2CW0IbUCwcZshS5_VuHNAI8_mXTJRcMCVStY8feCB__6-pSsPl8P1MPt6P6QrFXxYoywHJEOsMsdg8Mxn56UQvUJYRbNpQ |
| 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=On+construction+of+a+well-balanced+allocation+strategy+for+heterogeneous+multi-cluster+computing+environments&rft.jtitle=The+Journal+of+supercomputing&rft.au=Yang%2C+Chao-Tung&rft.au=Lai%2C+Kuan-Chou&rft.au=Tung%2C+Hao-Yu&rft.date=2011-06-01&rft.issn=0920-8542&rft.volume=56&rft.issue=3&rft.spage=270&rft.epage=299&rft_id=info:doi/10.1007%2Fs11227-009-0369-3&rft.externalDBID=NO_FULL_TEXT |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0920-8542&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0920-8542&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0920-8542&client=summon |