{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,27]],"date-time":"2025-03-27T17:55:19Z","timestamp":1743098119168,"version":"3.40.3"},"publisher-location":"New York, NY","reference-count":40,"publisher":"Springer New York","isbn-type":[{"type":"print","value":"9781493920914"},{"type":"electronic","value":"9781493920921"}],"license":[{"start":{"date-parts":[[2015,1,1]],"date-time":"2015-01-01T00:00:00Z","timestamp":1420070400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2015,1,1]],"date-time":"2015-01-01T00:00:00Z","timestamp":1420070400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2015]]},"DOI":"10.1007\/978-1-4939-2092-1_30","type":"book-chapter","created":{"date-parts":[[2015,3,16]],"date-time":"2015-03-16T09:30:47Z","timestamp":1426498247000},"page":"915-943","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["Thermal Modeling and Management of Storage Systems in Data Centers"],"prefix":"10.1007","author":[{"given":"Xunfei","family":"Jiang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ji","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiao","family":"Qin","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Meikang","family":"Qiu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Minghua","family":"Jiang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jifu","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2015,3,17]]},"reference":[{"key":"30_CR1","unstructured":"P. Thibodeau, \u201cData centers use 2\u2009% of U.S. energy, below forecast,\u201d 2011. [Online]. Available: http:\/\/blogs.computerworld.com\/18738\/data_centers_use_2_of_u_s_energy_below_forecast."},{"key":"30_CR2","unstructured":"IDC, \u201cAnnual it spending by Western European utilities to reach 12.7 billion by 2017, says IDC energy insights,\u201d 2013. [Online]. Available: http:\/\/www.idc-ei.com\/getdoc.jsp?containerId=prUS24251013."},{"key":"30_CR3","unstructured":"M. Baile, \u201cThe economics of virtualization: Moving toward an application-based cost mode,\u201d 2009. [Online]. Available: http:\/\/www.vmware.com\/files\/pdf\/Virtualization-application-based-cost-model-WP-EN.pdf."},{"key":"30_CR4","unstructured":"J. He, \u201cDatacenter power management: Power consumption trend,\u201d 2008. [Online]. Available: http:\/\/communities.intel.com\/community\/datastack\/blog\/2008\/02\/20\/datacenter-power-management-power-consumption-trend."},{"key":"30_CR5","unstructured":"Statista, \u201cNumber of monthly active Facebook users worldwide from 3rd quarter 2008 to 2nd quarter 2013 (in millions),\u201d 2013. [Online]. Available: http:\/\/www.statista.com\/statistics\/264810\/number-of-monthly-active-facebook-users-worldwide\/."},{"key":"30_CR6","unstructured":"\u201cWhat happens on Facebook in each day?\u201d 2012. [Online]. Available: http:\/\/visual.ly\/what-happens-facebook-each-day."},{"key":"30_CR7","unstructured":"\u201cWhetstone,\u201d http:\/\/www.netlib.org\/benchmark\/whetstones."},{"key":"30_CR8","unstructured":"J. Katcher, \u201cPostmark: A new file system benchmark,\u201d System, no.\u00a03022, pp.\u00a01\u20138, 1997. [Online]. Available: http:\/\/www.netapp.com\/tech_library\/3022.html."},{"key":"30_CR9","unstructured":"P. Jones, \u201cIndustry census 2012: Emerging data center markets,\u201d 2012. [Online]. Available: http:\/\/www.datacenterdynamics.com\/blogs\/industry-census-2012-emerging-data-center-markets."},{"key":"30_CR10","doi-asserted-by":"crossref","unstructured":"Y. Lee and A. Zomaya, \u201cEnglishEnergy efficient utilization of resources in cloud computing systems,\u201d EnglishThe Journal of Supercomputing, vol.\u00a060, no.\u00a02, pp.\u00a0268\u2013280, 2012. [Online]. Available: http:\/\/dx.doi.org\/10.1007\/s11227-010-0421-3.","DOI":"10.1007\/s11227-010-0421-3"},{"key":"30_CR11","doi-asserted-by":"crossref","unstructured":"Z. Liu, Y. Chen, C. Bash, A. Wierman, D. Gmach, Z. Wang, M. Marwah, and C. Hyser, \u201cRenewable and cooling aware workload management for sustainable data centers,\u201d SIGMETRICS Perform. Eval. Rev., vol.\u00a040, no.\u00a01, pp.\u00a0175\u2013186, Jun. 2012. [Online]. Available: http:\/\/doi.acm.org\/10.1145\/2318857.2254779.","DOI":"10.1145\/2318857.2254779"},{"key":"30_CR12","doi-asserted-by":"crossref","unstructured":"M. AlAssaf, X. Jiang, M. Abid, and X. Qin, \u201cEnglishEco-storage: A hybrid storage system with energy-efficient informed prefetching,\u201d EnglishJournal of Signal Processing Systems, vol.\u00a072, no.\u00a03, pp.\u00a0165\u2013180, 2013. [Online]. Available: http:\/\/dx.doi.org\/10.1007\/s11265-013-0784-9.","DOI":"10.1007\/s11265-013-0784-9"},{"key":"30_CR13","doi-asserted-by":"crossref","unstructured":"D. Colarelli and D. Grunwald, \u201cMassive arrays of idle disks for storage archives,\u201d in Proceedings of the 2002 ACM\/IEEE conference on Supercomputing, ser. Supercomputing '02. Los Alamitos, CA, USA: IEEE Computer Society Press, 2002, pp.\u00a01\u201311. [Online]. Available: http:\/\/dl.acm.org\/citation.cfm?id=762761.762819.","DOI":"10.1109\/SC.2002.10058"},{"key":"30_CR14","doi-asserted-by":"crossref","unstructured":"E. Pinheiro and R. Bianchini, \u201cEnergy conservation techniques for disk array-based servers,\u201d in Proceedings of the 18th annual international conference on Supercomputing, ser. ICS '04. New York, NY, USA: ACM, 2004, pp.\u00a068\u201378. [Online]. Available: http:\/\/doi.acm.org\/10.1145\/1006209.1006220.","DOI":"10.1145\/1006209.1006220"},{"key":"30_CR15","doi-asserted-by":"crossref","unstructured":"A. Beloglazov and R. Buyya, \u201cEnergy efficient resource management in virtualized cloud data centers,\u201d in Proceedings of the 2010 10th IEEE\/ACM International Conference on Cluster, Cloud and Grid Computing, ser. CCGRID '10. Washington, DC, USA: IEEE Computer Society, 2010, pp.\u00a0826\u2013831. [Online]. Available: http:\/\/dx.doi.org\/10.1109\/CCGRID.2010.46","DOI":"10.1109\/CCGRID.2010.46"},{"key":"30_CR16","doi-asserted-by":"crossref","unstructured":"A. Beloglazov, J. Abawajy, and R. Buyya, \u201cEnergy-aware resource allocation heuristics for efficient management of data centers for cloud computing,\u201d Future Generation Computer Systems, vol.\u00a028, no.\u00a05, pp.\u00a0755\u2013768, 2012, <ce:title>Special Section: Energy efficiency in large-scale distributed systems<\/ce:title>. [Online]. Available: http:\/\/www.sciencedirect.com\/science\/article\/pii\/S0167739X11000689.","DOI":"10.1016\/j.future.2011.04.017"},{"key":"30_CR17","doi-asserted-by":"crossref","unstructured":"B. Aksanli, J. Venkatesh, L. Zhang, and T. Rosing, \u201cUtilizing green energy prediction to schedule mixed batch and service jobs in data centers,\u201d SIGOPS Oper. Syst. Rev., vol.\u00a045, no.\u00a03, pp.\u00a053\u201357, Jan. 2012. [Online]. Available: http:\/\/doi.acm.org\/10.1145\/2094091.2094105.","DOI":"10.1145\/2094091.2094105"},{"key":"30_CR18","unstructured":"\u201c7 strategies to optimize data centre cooling,\u201d http:\/\/www.biztechmagazine.com\/article\/2011\/01\/keep-your-cool\/."},{"key":"30_CR19","unstructured":"J. Moore, J. Chase, P. Ranganathan, and R. Sharma, \u201cMaking scheduling \u201ccool\u201d: temperature-aware workload placement in data centers,\u201d in Proceedings of the annual conference on USENIX Annual Technical Conference, ser. ATEC '05. Berkeley, CA, USA: USENIX Association, 2005, pp.\u00a05\u20135. [Online]. Available: http:\/\/dl.acm.org\/citation.cfm?id=1247360.1247365."},{"key":"30_CR20","doi-asserted-by":"crossref","unstructured":"Q. Tang, S. Gupta, and G. Varsamopoulos, \u201cThermal-aware task scheduling for data centers through minimizing heat recirculation,\u201d in Cluster Computing, 2007 IEEE International Conference on, sept. 2007, pp.\u00a0129\u2013138.","DOI":"10.1109\/CLUSTR.2007.4629225"},{"key":"30_CR21","doi-asserted-by":"crossref","unstructured":"Q. Tang, S. K. S. Gupta, and G. Varsamopoulos, \u201cEnergy-efficient thermal-aware task scheduling for homogeneous high-performance computing data centers: A cyber-physical approach,\u201d IEEE Trans. Parallel Distrib. Syst., vol.\u00a019, no.\u00a011, pp.\u00a01458\u20131472, Nov. 2008. [Online]. Available: http:\/\/dx.doi.org\/10.1109\/TPDS.2008.111.","DOI":"10.1109\/TPDS.2008.111"},{"key":"30_CR22","doi-asserted-by":"crossref","unstructured":"K. Skadron, M. R. Stan, K. Sankaranarayanan, W. Huang, S. Velusamy, and D. Tarjan, \u201cTemperature-aware microarchitecture: Modeling and implementation,\u201d ACM Trans. Archit. Code Optim., vol.\u00a01, no.\u00a01, pp.\u00a094\u2013125, Mar. 2004. [Online]. Available: http:\/\/doi.acm.org\/10.1145\/980152.980157.","DOI":"10.1145\/980152.980157"},{"key":"30_CR23","doi-asserted-by":"crossref","unstructured":"P. Eibeck and D. Cohen, \u201cModeling thermal characteristics of a fixed disk drive,\u201d Components, Hybrids, and Manufacturing Technology, IEEE Transactions on, vol.\u00a011, no.\u00a04, pp.\u00a0566\u2013570, dec 1988.","DOI":"10.1109\/33.16698"},{"key":"30_CR24","doi-asserted-by":"crossref","unstructured":"C. Tan, J. Yang, J. Mou, and E. Ong, \u201cThree dimensional finite element model for transient temperature prediction in hard disk drive,\u201d in Magnetic Recording Conference, 2009. APMRC '09. Asia-Pacific, jan. 2009, pp.\u00a01\u20132.","DOI":"10.1109\/APMRC.2009.4925358"},{"key":"30_CR25","doi-asserted-by":"crossref","unstructured":"S. Gurumurthi, A. Sivasubramaniam, and V. K. Natarajan, \u201cDisk drive roadmap from the thermal perspective: A case for dynamic thermal management,\u201d SIGARCH Comput. Archit. News, vol.\u00a033, no.\u00a02, pp.\u00a038\u201349, May 2005. [Online]. Available: http:\/\/doi.acm.org\/10.1145\/1080695.1069975.","DOI":"10.1145\/1080695.1069975"},{"key":"30_CR26","unstructured":"Y. Kim, S. Gurumurthi, and A. Sivasubramaniam, \u201cUnderstanding the performance-temperature interactions in disk i\/o of server workloads,\u201d in High-Performance Computer Architecture, 2006. The Twelfth International Symposium on, feb. 2006, pp.\u00a0176\u2013186."},{"key":"30_CR27","doi-asserted-by":"crossref","unstructured":"X. Jiang, M. Alghamdi, J. Zhang, M. Assaf, X. Ruan, T. Muzaffar, and X. Qin, \u201cThermal modeling and analysis of storage systems,\u201d in Performance Computing and Communications Conference (IPCCC), 2012 IEEE 31st International, 2012, pp.\u00a031\u201340.","DOI":"10.1109\/PCCC.2012.6407725"},{"key":"30_CR28","doi-asserted-by":"crossref","unstructured":"X. Jiang, M. AlAssaf, J. Zhang, M. Alghamdi, X. Ruan, T. Muzaffar, and X. Qin, \u201cEnglishThermal modeling of hybrid storage clusters,\u201d EnglishJournal of Signal Processing Systems, vol.\u00a072, no.\u00a03, pp.\u00a0181\u2013196, 2013. [Online]. Available: http:\/\/dx.doi.org\/10.1007\/s11265-013-0787-6.","DOI":"10.1007\/s11265-013-0787-6"},{"key":"30_CR29","unstructured":"J. Lin, H. Zheng, Z. Zhu, and Z. Zhang, \u201cThermal modeling and management of dram systems,\u201d IEEE Transactions on Computers, vol.\u00a099, no.\u00a0PrePrints, 2012."},{"key":"30_CR30","doi-asserted-by":"crossref","unstructured":"A. Shah, V. Carey, C. Bash, C. Patel, and R. Sharma, \u201cEnglishExergy analysis of data center thermal management systems,\u201d in EnglishEnergy Efficient Thermal Management of Data Centers, Y. Joshi and P. Kumar, Eds. Springer US, 2012, pp.\u00a0383\u2013446. [Online]. Available: http:\/\/dx.doi.org\/10.1007\/978-1-4419-7124-1_9.","DOI":"10.1007\/978-1-4419-7124-1_9"},{"key":"30_CR31","doi-asserted-by":"crossref","unstructured":"R. Sharma, C. Bash, C. Patel, R. Friedrich, and J. Chase, \u201cBalance of power: dynamic thermal management for internet data centers,\u201d Internet Computing, IEEE, vol.\u00a09, no.\u00a01, pp.\u00a042\u201349, jan.-feb. 2005.","DOI":"10.1109\/MIC.2005.10"},{"key":"30_CR32","doi-asserted-by":"crossref","unstructured":"O. Sarood, A. Gupta, and L. Kale, \u201cTemperature aware load balancing for parallel applications: Preliminary work,\u201d in Parallel and Distributed Processing Workshops and Phd Forum (IPDPSW), 2011 IEEE International Symposium on, may 2011, pp.\u00a0796\u2013803.","DOI":"10.1109\/IPDPS.2011.231"},{"key":"30_CR33","doi-asserted-by":"crossref","unstructured":"O. Sarood and L. V. Kale, \u201cA `cool' load balancer for parallel applications,\u201d in Proceedings of 2011 International Conference for High Performance Computing, Networking, Storage and Analysis, ser. SC '11. New York, NY, USA: ACM, 2011, pp.\u00a021:1\u201321:11. [Online]. Available: http:\/\/doi.acm.org\/10.1145\/2063384.2063412.","DOI":"10.1145\/2063384.2063412"},{"key":"30_CR34","doi-asserted-by":"crossref","unstructured":"J. Li, M. Qiu, J.-W. Niu, L. T. Yang, Y. Zhu, and Z. Ming, \u201cThermal-aware task scheduling in 3d chip multiprocessor with real-time constrained workloads,\u201d ACM Trans. Embed. Comput. Syst., vol.\u00a012, no.\u00a02, pp.\u00a024:1\u201324:22, Feb. 2013. [Online]. Available: http:\/\/doi.acm.org\/10.1145\/2423636.2423642.","DOI":"10.1145\/2423636.2423642"},{"key":"30_CR35","doi-asserted-by":"crossref","unstructured":"J. Srinivasan and S. V. Adve, \u201cPredictive dynamic thermal management for multimedia applications,\u201d in Proceedings of the 17th annual international conference on Supercomputing, ser. ICS '03. New York, NY, USA: ACM, 2003, pp.\u00a0109\u2013120. [Online]. Available: http:\/\/doi.acm.org\/10.1145\/782814.782831.","DOI":"10.1145\/782814.782831"},{"key":"30_CR36","doi-asserted-by":"crossref","unstructured":"L. Ramos and R. Bianchini, \u201cC-oracle: Predictive thermal management for data centers,\u201d in High Performance Computer Architecture, 2008. HPCA 2008. IEEE 14th International Symposium on, feb. 2008, pp.\u00a0111\u2013122.","DOI":"10.1109\/HPCA.2008.4658632"},{"key":"30_CR37","unstructured":"X.-F. Jiang, J. Zhang, M. I. Alghamdi, X. Qin, M.-H. Jiang, and J.-F. Zhang, \u201cPeam: Predictive energy-aware management for storage systems,\u201d in Proceedings of 8th IEEE International Conference on Networking, Architecture, and Storage."},{"key":"30_CR38","unstructured":"\u201cWd1600aajs specification,\u201d http:\/\/www.wdc.com\/wdproducts\/library\/SpecSheet\/ENG\/2879-701277.pdf."},{"key":"30_CR39","unstructured":"\u201cWhat happens on line in 60 seconds?\u201d http:\/\/www.mediabistro.com\/alltwitter\/online-60-seconds_b46813."},{"key":"30_CR40","unstructured":"\u201cDropbox statistics,\u201d http:\/\/techcrunch.com\/2012\/11\/13\/dropbox-100-million\/."}],"container-title":["Handbook on Data Centers"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-1-4939-2092-1_30","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,2,20]],"date-time":"2023-02-20T22:40:23Z","timestamp":1676932823000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-1-4939-2092-1_30"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015]]},"ISBN":["9781493920914","9781493920921"],"references-count":40,"URL":"https:\/\/doi.org\/10.1007\/978-1-4939-2092-1_30","relation":{},"subject":[],"published":{"date-parts":[[2015]]},"assertion":[{"value":"17 March 2015","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}}]}}