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Volumn 26, Issue 10, 2015, Pages 2720-2733

Energy-Aware Scheduling of MapReduce Jobs for Big Data Applications

Author keywords

Algorithm design and analysis; Clustering algorithms; Energy consumption; Schedules; Scheduling; Scheduling algorithms

Indexed keywords

ALGORITHMS; BENCHMARKING; BIG DATA; ENERGY EFFICIENCY; ENERGY UTILIZATION; HEURISTIC ALGORITHMS; INTEGER PROGRAMMING; JOB SHOP SCHEDULING; MULTIPROCESSING SYSTEMS; POWER MANAGEMENT; SCHEDULING; SCHEDULING ALGORITHMS;

EID: 84961828601     PISSN: 10459219     EISSN: None     Source Type: Journal    
DOI: 10.1109/TPDS.2014.2358556     Document Type: Article
Times cited : (119)

References (46)
  • 2
    • 84858671115 scopus 로고    scopus 로고
    • Cooperative expendable micro-slice servers (CEMS): Low cost, low power servers for internet-scale services
    • J. Hamilton, "Cooperative expendable micro-slice servers (CEMS): Low cost, low power servers for internet-scale services, " in Proc. Conf. Innovative Data Syst. Res., 2009.
    • (2009) Proc. Conf. Innovative Data Syst. Res
    • Hamilton, J.1
  • 4
    • 84961782738 scopus 로고    scopus 로고
    • Hadoop. (2014) [Online]. Available: http://hadoop.apache.org
    • (2014) Hadoop
  • 6
    • 84961858055 scopus 로고    scopus 로고
    • Apc
    • Apc. (2014) [Online]. Available: http://www.apc.com/
    • (2014)
  • 13
    • 84861632325 scopus 로고    scopus 로고
    • Joint scheduling of processing and shuffle phases in MapReduce systems
    • F. Chen, M. S. Kodialam, and T. V. Lakshman, "Joint scheduling of processing and shuffle phases in MapReduce systems, " in Proc. IEEE Conf. Comput. Commun., 2012, pp. 1143-1151.
    • (2012) Proc IEEE Conf. Comput. Commun , pp. 1143-1151
    • Chen, F.1    Kodialam, M.S.2    Lakshman, T.V.3
  • 14
    • 84883121971 scopus 로고    scopus 로고
    • A new analytical technique for designing provably efficient MapReduce schedulers
    • Y. Zheng, N. B. Shroff, and P. Sinha, "A new analytical technique for designing provably efficient MapReduce schedulers, " in Proc. IEEE Conf. Comput. Commun., 2013, pp. 1600-1608.
    • (2013) Proc IEEE Conf. Comput. Commun , pp. 1600-1608
    • Zheng, Y.1    Shroff, N.B.2    Sinha, P.3
  • 16
    • 84961852523 scopus 로고    scopus 로고
    • Cost-effective resource provisioning for MapReduce in a cloud
    • B. Palanisamy, A. Singh, and L. Liu, "Cost-effective resource provisioning for MapReduce in a cloud, " IEEE Trans. Parallel Distrib. Syst., no. 1, pp. 1, PrePrints, 2014.
    • (2014) IEEE Trans. Parallel Distrib. Syst , Issue.1 , pp. 1
    • Palanisamy, B.1    Singh, A.2    Liu, L.3
  • 18
    • 80053154819 scopus 로고    scopus 로고
    • Towards optimal resource provisioning for running MapReduce programs in public clouds
    • F. Tian and K. Chen, "Towards optimal resource provisioning for running MapReduce programs in public clouds, " in Proc. IEEE Int. Conf. Cloud Comput., 2011, pp. 155-162.
    • (2011) Proc IEEE Int. Conf. Cloud Comput , pp. 155-162
    • Tian, F.1    Chen, K.2
  • 19
    • 84884867314 scopus 로고    scopus 로고
    • Cost-Aware cooperative resource provisioning for heterogeneous workloads in data centers
    • Nov
    • J. Zhan, L. Wang, X. Li, W. Shi, C. Weng, W. Zhang, and X. Zang, "Cost-Aware cooperative resource provisioning for heterogeneous workloads in data centers, " IEEE Trans. Comput., vol. 62, no. 11, pp. 2155-2168, Nov. 2013.
    • (2013) IEEE Trans. Comput , vol.62 , Issue.11 , pp. 2155-2168
    • Zhan, J.1    Wang, L.2    Li, X.3    Shi, W.4    Weng, C.5    Zhang, W.6    Zang, X.7
  • 20
    • 84875025164 scopus 로고    scopus 로고
    • A two-Tiered on-demand resource allocation mechanism for VM-based data centers
    • Jan
    • Y. Song, Y. Sun, and W. Shi, "A two-Tiered on-demand resource allocation mechanism for VM-based data centers, " IEEE Trans. Services Comput., vol. 6, no. 1, pp. 116-129, Jan. 2013.
    • (2013) IEEE Trans. Services Comput , vol.6 , Issue.1 , pp. 116-129
    • Song, Y.1    Sun, Y.2    Shi, W.3
  • 21
    • 84939229131 scopus 로고    scopus 로고
    • Truthful greedy mechanisms for dynamic virtual machine provisioning and allocation in clouds
    • M. Nejad, L. Mashayekhy, and D. Grosu, "Truthful greedy mechanisms for dynamic virtual machine provisioning and allocation in clouds, " IEEE Trans. Parallel Distrib. Syst., vol. PP, no. 1, pp. 1, 2014.
    • (2014) IEEE Trans. Parallel Distrib. Syst , Issue.1 , pp. 1
    • Nejad, M.1    Mashayekhy, L.2    Grosu, D.3
  • 22
    • 84961856380 scopus 로고    scopus 로고
    • Cloud federations in the sky: Formation game and mechanism
    • L. Mashayekhy, M. Nejad, and D. Grosu, "Cloud federations in the sky: Formation game and mechanism, " IEEE Trans. Cloud Comput., vol. PP, no. 1, pp. 1, 2014.
    • (2014) IEEE Trans. Cloud Comput , Issue.1 , pp. 1
    • Mashayekhy, L.1    Nejad, M.2    Grosu, D.3
  • 26
    • 84886082921 scopus 로고    scopus 로고
    • A throughput driven task scheduler for improving MapReduce performance in job-intensive environments
    • X. Wang, D. Shen, G. Yu, T. Nie, and Y. Kou, "A throughput driven task scheduler for improving MapReduce performance in job-intensive environments, " in Proc. IEEE 2nd Int. Congr. Big Data, 2013, pp. 211-218.
    • (2013) Proc IEEE 2nd Int. Congr. Big Data , pp. 211-218
    • Wang, X.1    Shen, D.2    Yu, G.3    Nie, T.4    Kou, Y.5
  • 27
    • 84903164321 scopus 로고    scopus 로고
    • Workload analysis, implications, and optimization on a production Hadoop cluster: A case study on taobao
    • Apr-Jun
    • Z. Ren, X. Xu, M. Zhou, J. Wan, and W. Shi, "Workload analysis, implications, and optimization on a production Hadoop cluster: A case study on taobao, " IEEE Trans. Services Comput., vol. 7, no. 2, pp. 307-321, Apr.-Jun. 2014.
    • (2014) IEEE Trans. Services Comput , vol.7 , Issue.2 , pp. 307-321
    • Ren, Z.1    Xu, X.2    Zhou, M.3    Wan, J.4    Shi, W.5
  • 34
    • 79952465334 scopus 로고    scopus 로고
    • Evaluation and analysis of greenHDFS: A self-Adaptive, energy-conserving variant of the Hadoop distributed file system
    • R. T. Kaushik, M. Bhandarkar, and K. Nahrstedt, "Evaluation and analysis of greenHDFS: A self-Adaptive, energy-conserving variant of the Hadoop distributed file system, " in Proc. IEEE 2nd Int. Conf. Cloud Comput. Technol. Sci., 2010, pp. 274-287.
    • (2010) Proc IEEE 2nd Int. Conf. Cloud Comput. Technol. Sci , pp. 274-287
    • Kaushik, R.T.1    Bhandarkar, M.2    Nahrstedt, K.3
  • 35
    • 84869443856 scopus 로고    scopus 로고
    • Exploiting spatio-Temporal tradeoffs for energy-Aware MapReduce in the cloud
    • Dec
    • M. Cardosa, A. Singh, H. Pucha, and A. Chandra, "Exploiting spatio-Temporal tradeoffs for energy-Aware MapReduce in the cloud, " IEEE Trans. Comput., vol. 61, no. 12, pp. 1737-1751, Dec. 2012.
    • (2012) IEEE Trans. Comput , vol.61 , Issue.12 , pp. 1737-1751
    • Cardosa, M.1    Singh, A.2    Pucha, H.3    Chandra, A.4
  • 36
    • 77958131933 scopus 로고    scopus 로고
    • On the energy (in) efficiency of Hadoop clusters
    • J. Leverich and C. Kozyrakis, "On the energy (in) efficiency of Hadoop clusters, " ACM SIGOPS Oper. Syst. Rev., vol. 44, no. 1, pp. 61-65, 2010.
    • (2010) ACM SIGOPS Oper. Syst. Rev , vol.44 , Issue.1 , pp. 61-65
    • Leverich, J.1    Kozyrakis, C.2
  • 37
    • 84860581420 scopus 로고    scopus 로고
    • Energy efficiency for large-scale MapReduce workloads with significant interactive analysis
    • Y. Chen, S. Alspaugh, D. Borthakur, and R. Katz, "Energy efficiency for large-scale MapReduce workloads with significant interactive analysis, " in Proc. 7th ACM Eur. Conf. Comput. Syst., 2012, pp. 43-56.
    • (2012) Proc. 7th ACM Eur. Conf. Comput. Syst , pp. 43-56
    • Chen, Y.1    Alspaugh, S.2    Borthakur, D.3    Katz, R.4
  • 38
    • 81155161014 scopus 로고    scopus 로고
    • Dynamic energy efficient data placement and cluster reconfiguration algorithm for mapreduce framework
    • N. Maheshwari, R. Nanduri, and V. Varma, "Dynamic energy efficient data placement and cluster reconfiguration algorithm for mapreduce framework, " Future Generation Comput. Syst., vol. 28, no. 1, pp. 119-127, 2012.
    • (2012) Future Generation Comput. Syst , vol.28 , Issue.1 , pp. 119-127
    • Maheshwari, N.1    Nanduri, R.2    Varma, V.3
  • 39
    • 79957536298 scopus 로고    scopus 로고
    • Energy management for MapReduce clusters
    • W. Lang and J. M. Patel, "Energy management for MapReduce clusters, " Proc. VLDB Endowment, vol. 3, nos. 1/2, pp. 129-139, 2010.
    • (2010) Proc. VLDB Endowment , vol.3 , Issue.1-2 , pp. 129-139
    • Lang, W.1    Patel, J.M.2
  • 40
    • 80053190893 scopus 로고    scopus 로고
    • Improving MapReduce energy efficiency for computation intensive workloads
    • T. Wirtz and R. Ge, "Improving MapReduce energy efficiency for computation intensive workloads, " in Proc. IEEE Int. Green Comput. Conf. Workshops, 2011, pp. 1-8.
    • (2011) Proc IEEE Int. Green Comput. Conf. Workshops , pp. 1-8
    • Wirtz, T.1    Ge, R.2
  • 43
    • 84961809896 scopus 로고    scopus 로고
    • Stochastic modeling and approaches for managing energy footprints in cloud computing service
    • S. Shen and J. Wang, "Stochastic modeling and approaches for managing energy footprints in cloud computing service, " Service Sci., vol. 6, no. 1, pp. 15-33, 2014.
    • (2014) Service Sci , vol.6 , Issue.1 , pp. 15-33
    • Shen, S.1    Wang, J.2
  • 44
    • 84921409746 scopus 로고    scopus 로고
    • IBM ILOG CPLEX V12.1 user's manual. (2014). [Online]. Available: ftp://public.dhe.ibm.com/software/websphere/ilog/docs/op-Timization/cplex/ps-usrmancplex.pdf
    • (2014) IBM ILOG CPLEX V12.1 User's Manual


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.