{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,9]],"date-time":"2026-04-09T13:37:20Z","timestamp":1775741840388,"version":"3.50.1"},"reference-count":35,"publisher":"Springer Science and Business Media LLC","issue":"8","license":[{"start":{"date-parts":[[2016,2,8]],"date-time":"2016-02-08T00:00:00Z","timestamp":1454889600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61202015"],"award-info":[{"award-number":["61202015"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Doctoral Program of Higher Education of China","award":["20120131120033"],"award-info":[{"award-number":["20120131120033"]}]},{"DOI":"10.13039\/501100007129","name":"Shandong Provincial Natural Science Foundation","doi-asserted-by":"crossref","award":["ZR2013FM028"],"award-info":[{"award-number":["ZR2013FM028"]}],"id":[{"id":"10.13039\/501100007129","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Supercomput"],"published-print":{"date-parts":[[2017,8]]},"DOI":"10.1007\/s11227-016-1653-7","type":"journal-article","created":{"date-parts":[[2016,2,8]],"date-time":"2016-02-08T04:31:12Z","timestamp":1454905872000},"page":"3526-3546","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":31,"title":["SLA-aware energy-efficient scheduling scheme for Hadoop YARN"],"prefix":"10.1007","volume":"73","author":[{"given":"Xiaojun","family":"Cai","sequence":"first","affiliation":[]},{"given":"Feng","family":"Li","sequence":"additional","affiliation":[]},{"given":"Ping","family":"Li","sequence":"additional","affiliation":[]},{"given":"Lei","family":"Ju","sequence":"additional","affiliation":[]},{"given":"Zhiping","family":"Jia","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2016,2,8]]},"reference":[{"issue":"1","key":"1653_CR1","doi-asserted-by":"crossref","first-page":"107","DOI":"10.1145\/1327452.1327492","volume":"51","author":"J Dean","year":"2008","unstructured":"Dean J, Ghemawat S (2008) MapReduce: simplified data processing on large clusters. Commun ACM 51(1):107\u2013113","journal-title":"Commun ACM"},{"key":"1653_CR2","unstructured":"Apache Hadoop. \n                        http:\/\/hadoop.apache.org\/\n                        \n                    . Accessed 5 Feb 2016"},{"key":"1653_CR3","doi-asserted-by":"crossref","unstructured":"Vavilapalli VK et al (2013) Apache hadoop yarn: yet another resource negotiator. In: Proceedings of the 4th annual Symposium on Cloud Computing. ACM, p\u00a05","DOI":"10.1145\/2523616.2523633"},{"key":"1653_CR4","doi-asserted-by":"crossref","first-page":"64","DOI":"10.1016\/j.comcom.2014.02.008","volume":"50","author":"W Heddeghem Van","year":"2014","unstructured":"Van Heddeghem W et al (2014) Trends in worldwide ICT electricity consumption from 2007 to 2012. Comput Commun 50:64\u201376","journal-title":"Comput Commun"},{"key":"1653_CR5","unstructured":"Capacity Scheduler. \n                        http:\/\/hadoop.apache.org\/docs\/current\/hadoop-yarn\/hadoopyarn-site\/CapacityScheduler.html\n                        \n                    . Accessed 5 Feb 2016"},{"key":"1653_CR6","unstructured":"Fair Scheduler. \n                        http:\/\/hadoop.apache.org\/docs\/current\/hadoop-yarn\/hadoopyarn-site\/FairScheduler.html\n                        \n                    . Accessed 5 Feb 2016"},{"key":"1653_CR7","doi-asserted-by":"crossref","unstructured":"Ibrahim S et al (2014) Towards efficient power management in MapReduce: investigation of CPU-frequencies scaling on power efficiency in Hadoop. In: Adaptive resource management and scheduling for cloud computing. Springer, pp 147\u2013164","DOI":"10.1007\/978-3-319-13464-2_11"},{"key":"1653_CR8","doi-asserted-by":"crossref","unstructured":"Verma A, Cherkasova L, Campbell RH (2011) ARIA: automatic resource inference and allocation for mapreduce environments. In: Proceedings of the 8th ACM international conference on Autonomic computing. ACM, pp 235\u2013244","DOI":"10.1145\/1998582.1998637"},{"issue":"1","key":"1653_CR9","doi-asserted-by":"crossref","first-page":"23","DOI":"10.1002\/spe.995","volume":"41","author":"RN Calheiros","year":"2011","unstructured":"Calheiros RN, Ranjan R, Beloglazov A, De Rose CA, Buyya R (2011) Cloudsim: a toolkit for modeling and simulation of cloud computing environments and evaluation of resource provisioning algorithms. Softw Pract Exp 41(1):23\u201350","journal-title":"Softw Pract Exp"},{"key":"1653_CR10","doi-asserted-by":"crossref","unstructured":"Polo J, et al (2010) Performance-driven task co-scheduling for mapreduce environments. In: Network operations and management symposium (NOMS). IEEE, pp 373\u2013380","DOI":"10.1109\/NOMS.2010.5488494"},{"key":"1653_CR11","doi-asserted-by":"crossref","unstructured":"Ferguson AD, Bodik P, Kandula S, Boutin E, Fonseca R (2012) Jockey: guaranteed job latency in data parallel clusters. In: Proceedings of the 7th ACM european conference on Computer Systems. ACM, pp 99\u2013112","DOI":"10.1145\/2168836.2168847"},{"key":"1653_CR12","doi-asserted-by":"crossref","unstructured":"Yao Y, Wang J, Sheng B, Lin J, Mi N (2014) Haste: Hadoop yarn scheduling based on task-dependency and resource-demand. In: IEEE 7th International Conference on Cloud Computing (CLOUD). IEEE, pp 184\u2013191","DOI":"10.1109\/CLOUD.2014.34"},{"issue":"4","key":"1653_CR13","doi-asserted-by":"crossref","first-page":"35","DOI":"10.1145\/1978802.1978814","volume":"43","author":"RI Davis","year":"2011","unstructured":"Davis RI, Burns A (2011) A survey of hard real-time scheduling for multiprocessor systems. ACM Comput Surv (CSUR) 43(4):35","journal-title":"ACM Comput Surv (CSUR)"},{"issue":"2","key":"1653_CR14","first-page":"25","volume":"14","author":"M Qiu","year":"2009","unstructured":"Qiu M, Sha EH-M (2009) Cost minimization while satisfying hard\/soft timing constraints for heterogeneous embedded systems. ACM Trans Des Autom Electron Syst (TODAES) 14(2):25","journal-title":"ACM Trans Des Autom Electron Syst (TODAES)"},{"issue":"9","key":"1653_CR15","doi-asserted-by":"crossref","first-page":"840","DOI":"10.1016\/j.sysarc.2011.03.005","volume":"57","author":"J Li","year":"2011","unstructured":"Li J, Ming Z, Qiu M, Quan G, Qin X, Chen T (2011) Resource allocation robustness in multi-core embedded systems with inaccurate information. J Syst Archit 57(9):840\u2013849","journal-title":"J Syst Archit"},{"key":"1653_CR16","doi-asserted-by":"crossref","unstructured":"Krishna CM, Lee Y-H (2000) Voltage-clock-scaling adaptive scheduling techniques for low power in hard real-time systems. In: 19th Real-Time and Embedded Technology and Applications Symposium (RTAS). IEEE, pp 156\u2013156","DOI":"10.1109\/RTTAS.2000.852460"},{"key":"1653_CR17","unstructured":"Kim W, Shin D, Yun H-S, Kim J, Min SL (2002) Performance comparison of dynamic voltage scaling algorithms for hard real-time systems. In: Proceedings of the Eighth IEEE Real-Time and Embedded Technology and Applications Symposium. IEEE, pp 219\u2013228"},{"issue":"5","key":"1653_CR18","doi-asserted-by":"crossref","first-page":"658","DOI":"10.1109\/TPDS.2009.76","volume":"21","author":"R Ge","year":"2010","unstructured":"Ge R et al (2010) Powerpack: energy profiling and analysis of high-performance systems and applications. IEEE Trans Parallel Distrib Syst 21(5):658\u2013671","journal-title":"IEEE Trans Parallel Distrib Syst"},{"key":"1653_CR19","doi-asserted-by":"crossref","unstructured":"Wang L, Von Laszewski G, Dayal J, Wang F (2010) Towards energy aware scheduling for precedence constrained parallel tasks in a cluster with DVFS. In: IEEE\/ACM International Conference on Cluster, Cloud and Grid Computing (CCGrid). IEEE, pp 368\u2013377","DOI":"10.1109\/CCGRID.2010.19"},{"issue":"2","key":"1653_CR20","first-page":"14","volume":"16","author":"Y Wang","year":"2011","unstructured":"Wang Y, Liu H, Liu D, Qin Z, Shao Z, Sha EH-M (2011) Overhead-aware energy optimization for real-time streaming applications on multiprocessor system-on-chip. ACM Trans Des Autom Electron Syst (TODAES) 16(2):14","journal-title":"ACM Trans Des Autom Electron Syst (TODAES)"},{"key":"1653_CR21","doi-asserted-by":"crossref","unstructured":"Wirtz T, Ge R (2011) Improving mapreduce energy efficiency for computation intensive workloads. In: 2011 International Green Computing Conference and Workshops (IGCC). IEEE, pp 1\u20138","DOI":"10.1109\/IGCC.2011.6008564"},{"key":"1653_CR22","doi-asserted-by":"crossref","unstructured":"Ge R, Feng X, Feng W-C, Cameron KW (2007) Cpu miser: A performance-directed, run-time system for power-aware clusters. In: International Conference on Parallel Processing (ICPP). IEEE, pp 18\u201318","DOI":"10.1109\/ICPP.2007.29"},{"key":"1653_CR23","unstructured":"Kim W, Gupta MS, Wei G-Y, Brooks D (2008) System level analysis of fast, per-core DVFS using on-chip switching regulators. In: IEEE 14th International Symposium on High Performance Computer Architecture. IEEE, pp 123\u2013134"},{"issue":"1","key":"1653_CR24","doi-asserted-by":"crossref","first-page":"119","DOI":"10.1016\/j.future.2011.07.001","volume":"28","author":"N Maheshwari","year":"2012","unstructured":"Maheshwari N, Nanduri R, Varma V (2012) Dynamic energy efficient data placement and cluster reconfiguration algorithm for MapReduce framework. Future Gener Comput Syst 28(1):119\u2013127","journal-title":"Future Gener Comput Syst"},{"issue":"12","key":"1653_CR25","doi-asserted-by":"crossref","first-page":"1737","DOI":"10.1109\/TC.2012.166","volume":"61","author":"M Cardosa","year":"2012","unstructured":"Cardosa M, Singh A, Pucha H, Chandra A (2012) Exploiting spatio-temporal tradeoffs for energy-aware mapreduce in the cloud. IEEE Trans Comput 61(12):1737\u20131751","journal-title":"IEEE Trans Comput"},{"issue":"13","key":"1653_CR26","doi-asserted-by":"crossref","first-page":"1397","DOI":"10.1002\/cpe.1867","volume":"24","author":"A Beloglazov","year":"2012","unstructured":"Beloglazov A, Buyya R (2012) Optimal online deterministic algorithms and adaptive heuristics for energy and performance efficient dynamic consolidation of virtual machines in cloud data centers. Concurr Comput Pract Exp 24(13):1397\u20131420","journal-title":"Concurr Comput Pract Exp"},{"key":"1653_CR27","doi-asserted-by":"crossref","unstructured":"Babu S (2010) Towards automatic optimization of MapReduce programs. In: Proceedings of the 1st ACM symposium on Cloud computing. ACM, pp 137\u2013142","DOI":"10.1145\/1807128.1807150"},{"key":"1653_CR28","doi-asserted-by":"crossref","unstructured":"Belalem G, Tayeb FZ, Zaoui W (2010) Approaches to improve the resources management in the simulator CloudSim. In: Information computing and applications. Springer, pp 189\u2013196","DOI":"10.1007\/978-3-642-16167-4_25"},{"key":"1653_CR29","doi-asserted-by":"crossref","unstructured":"Singleton LC, Poellabauer C, Schwan K (2005) Monitoring of cache miss rates for accurate dynamic voltage and frequency scaling. In: Electronic imaging 2005. International Society for Optics and Photonics, pp 121\u2013125","DOI":"10.1117\/12.590806"},{"key":"1653_CR30","unstructured":"Norstad J (2009) A MapReduce algorithm for matrix multiplication. \n                        http:\/\/www.norstad.org\/matrix-multiply\/\n                        \n                    . Accessed 5 Feb 2016"},{"key":"1653_CR31","doi-asserted-by":"crossref","unstructured":"Hammoud M, Rehman MS, Sakr MF (2012) Center-of-gravity reduce task scheduling to lower mapreduce network traffic. In: International Conference on Cloud Computing (CLOUD). IEEE, pp 49\u201358","DOI":"10.1109\/CLOUD.2012.92"},{"key":"1653_CR32","doi-asserted-by":"crossref","unstructured":"Kc K, Anyanwu K (2010) Scheduling hadoop jobs to meet deadlines. In: 2010 IEEE Second International Conference on Cloud Computing Technology and Science. IEEE, pp 388\u2013392","DOI":"10.1109\/CloudCom.2010.97"},{"key":"1653_CR33","doi-asserted-by":"crossref","unstructured":"He C, Lu Y, Swanson D (2013) Real-time scheduling in mapreduce clusters. In: High performance computing and communications and embedded and ubiquitous computing (\n                        $$HPCC\\_EUC$$\n                        \n                            \n                                            \n                                \n                                    H\n                                    P\n                                    C\n                                    C\n                                    _\n                                    E\n                                    U\n                                    C\n                                \n                            \n                        \n                    ). IEEE, pp 1536\u20131544","DOI":"10.1109\/HPCC.and.EUC.2013.216"},{"key":"1653_CR34","doi-asserted-by":"crossref","unstructured":"Jung J, Kim H (2012) MR-CloudSim: Designing and implementing MapReduce computing model on CloudSim. In: 2012 International Conference on ICT Convergence (ICTC). IEEE, pp 504\u2013509","DOI":"10.1109\/ICTC.2012.6387186"},{"key":"1653_CR35","unstructured":"Minas L, Ellison B (2009) Energy efficiency for information technology: how to reduce power consumption in servers and data centers. Intel Press"}],"container-title":["The Journal of Supercomputing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11227-016-1653-7\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11227-016-1653-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11227-016-1653-7","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11227-016-1653-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,6,1]],"date-time":"2019-06-01T06:40:46Z","timestamp":1559371246000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11227-016-1653-7"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,2,8]]},"references-count":35,"journal-issue":{"issue":"8","published-print":{"date-parts":[[2017,8]]}},"alternative-id":["1653"],"URL":"https:\/\/doi.org\/10.1007\/s11227-016-1653-7","relation":{},"ISSN":["0920-8542","1573-0484"],"issn-type":[{"value":"0920-8542","type":"print"},{"value":"1573-0484","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016,2,8]]}}}