{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T23:33:06Z","timestamp":1780356786329,"version":"3.54.1"},"publisher-location":"New York, NY, USA","reference-count":40,"publisher":"ACM","license":[{"start":{"date-parts":[[2012,6,11]],"date-time":"2012-06-11T00:00:00Z","timestamp":1339372800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2012,6,11]]},"DOI":"10.1145\/2254756.2254779","type":"proceedings-article","created":{"date-parts":[[2012,6,11]],"date-time":"2012-06-11T09:03:31Z","timestamp":1339405411000},"page":"175-186","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":212,"title":["Renewable and cooling aware workload management for sustainable data centers"],"prefix":"10.1145","author":[{"given":"Zhenhua","family":"Liu","sequence":"first","affiliation":[{"name":"California Institute of Technology, Pasadena, CA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yuan","family":"Chen","sequence":"additional","affiliation":[{"name":"HP Labs, Palo Alto, CA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Cullen","family":"Bash","sequence":"additional","affiliation":[{"name":"HP Labs, Palo Alto, CA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Adam","family":"Wierman","sequence":"additional","affiliation":[{"name":"California Institute of Technology, Pasadena, CA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Daniel","family":"Gmach","sequence":"additional","affiliation":[{"name":"HP Labs, Palo Alto, CA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zhikui","family":"Wang","sequence":"additional","affiliation":[{"name":"HP Labs, Palo Alto, CA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Manish","family":"Marwah","sequence":"additional","affiliation":[{"name":"HP Labs, Palo Alto, CA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Chris","family":"Hyser","sequence":"additional","affiliation":[{"name":"HP Labs, Palo Alto, CA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2012,6,11]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1145\/1250662.1250665"},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1145\/1555349.1555368"},{"key":"e_1_3_2_1_3_1","volume-title":"Dynamic right-sizing for power-proportional data centers,\" in Proc. of INFOCOM","author":"Lin M.","year":"2011","unstructured":"M. Lin , A. Wierman , L. L. H. Andrew , and E. Thereska , \" Dynamic right-sizing for power-proportional data centers,\" in Proc. of INFOCOM , 2011 . M. Lin, A. Wierman, L. L. H. Andrew, and E. Thereska, \"Dynamic right-sizing for power-proportional data centers,\" in Proc. of INFOCOM, 2011."},{"key":"e_1_3_2_1_4_1","volume-title":"Power-aware speed scaling in processor sharing systems,\" in Proc. of INFOCOM","author":"Wierman A.","year":"2009","unstructured":"A. Wierman , L. L. H. Andrew , and A. Tang , \" Power-aware speed scaling in processor sharing systems,\" in Proc. of INFOCOM , 2009 . A. Wierman, L. L. H. Andrew, and A. Tang, \"Power-aware speed scaling in processor sharing systems,\" in Proc. of INFOCOM, 2009."},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1109\/TC.2010.91"},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1145\/1346281.1346289"},{"key":"e_1_3_2_1_7_1","volume-title":"Kratos: Automated management of cooling capacity in data centers with adaptive vent tiles,\" in Proc. of IMECE","author":"Wang Z.","year":"2009","unstructured":"Z. Wang , A. McReynolds , C. Felix , C. Bash , and C. Hoover , \" Kratos: Automated management of cooling capacity in data centers with adaptive vent tiles,\" in Proc. of IMECE , 2009 . Z. Wang, A. McReynolds, C. Felix, C. Bash, and C. Hoover, \"Kratos: Automated management of cooling capacity in data centers with adaptive vent tiles,\" in Proc. of IMECE, 2009."},{"key":"e_1_3_2_1_8_1","volume-title":"Dynamic thermal management of aircooled data centers,\" in Proc. of ITHERM","author":"Bash C. E.","year":"2006","unstructured":"C. E. Bash , C. D. Patel , , and R. K. Sharma , \" Dynamic thermal management of aircooled data centers,\" in Proc. of ITHERM , 2006 . C. E. Bash, C. D. Patel, , and R. K. Sharma, \"Dynamic thermal management of aircooled data centers,\" in Proc. of ITHERM, 2006."},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1109\/IGCC.2011.6008610"},{"key":"e_1_3_2_1_10_1","volume-title":"Making scheduling cool: Temperature-aware workload placement in data centers,\" in Proc. of USENIX Annual Technical Conference","author":"Moore J.","year":"2005","unstructured":"J. Moore , J. Chase , P. Ranganathan , and R. Sharma , \" Making scheduling cool: Temperature-aware workload placement in data centers,\" in Proc. of USENIX Annual Technical Conference , 2005 . J. Moore, J. Chase, P. Ranganathan, and R. Sharma, \"Making scheduling cool: Temperature-aware workload placement in data centers,\" in Proc. of USENIX Annual Technical Conference, 2005."},{"key":"e_1_3_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1145\/1594233.1594268"},{"key":"e_1_3_2_1_12_1","volume-title":"Integrated management of application performance, power and cooling in data centers,\" in Proc. of NOMS","author":"Chen Y.","year":"2010","unstructured":"Y. Chen , D. Gmach , C. Hyser , Z. Wang , C. Bash , C. Hoover , and S. Singhal , \" Integrated management of application performance, power and cooling in data centers,\" in Proc. of NOMS , 2010 . Y. Chen, D. Gmach, C. Hyser, Z. Wang, C. Bash, C. Hoover, and S. Singhal, \"Integrated management of application performance, power and cooling in data centers,\" in Proc. of NOMS, 2010."},{"key":"e_1_3_2_1_13_1","volume-title":"From chip to cooling tower data center modeling: Influence of server inlet temperature and temperature rise across cabinet,\" Journal of Electronic Packaging","author":"Breen T.","unstructured":"T. Breen , E. Walsh , J. Punch , C. Bash , and A. Shah , \" From chip to cooling tower data center modeling: Influence of server inlet temperature and temperature rise across cabinet,\" Journal of Electronic Packaging , vol. 133 , no. 1, 2011. T. Breen, E. Walsh, J. Punch, C. Bash, and A. Shah, \"From chip to cooling tower data center modeling: Influence of server inlet temperature and temperature rise across cabinet,\" Journal of Electronic Packaging, vol. 133, no. 1, 2011."},{"key":"e_1_3_2_1_14_1","volume-title":"Capacity planning and power management to exploit sustainable energy,\" in Proc. of CNSM","author":"Gmach D.","year":"2010","unstructured":"D. Gmach , J. Rolia , C. Bash , Y. Chen , T. Christian , A. Shah , R. Sharma , and Z. Wang , \" Capacity planning and power management to exploit sustainable energy,\" in Proc. of CNSM , 2010 . D. Gmach, J. Rolia, C. Bash, Y. Chen, T. Christian, A. Shah, R. Sharma, and Z. Wang, \"Capacity planning and power management to exploit sustainable energy,\" in Proc. of CNSM, 2010."},{"key":"e_1_3_2_1_15_1","volume-title":"Turn buildings into batteries","author":"Clean","year":"2011","unstructured":"\" Clean urban energy : Turn buildings into batteries .\" 2011 . \"Clean urban energy: Turn buildings into batteries.\" 2011."},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1109\/GREENCOMP.2010.5598305"},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1145\/1993744.1993767"},{"key":"e_1_3_2_1_18_1","volume-title":"Minimizing electricity cost: Optimization of distributed internet data centers in a multi-electricity-market environment,\" in Proc. of INFOCOM","author":"Rao L.","year":"2010","unstructured":"L. Rao , X. Liu , L. Xie , and W. Liu , \" Minimizing electricity cost: Optimization of distributed internet data centers in a multi-electricity-market environment,\" in Proc. of INFOCOM , 2010 . L. Rao, X. Liu, L. Xie, and W. Liu, \"Minimizing electricity cost: Optimization of distributed internet data centers in a multi-electricity-market environment,\" in Proc. of INFOCOM, 2010."},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1145\/1851182.1851211"},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1145\/2160803.2160862"},{"key":"e_1_3_2_1_21_1","unstructured":"M. Lin Z. Liu A. Wierman and L. L. Andrew \"Online algorithms for geographical load balancing.\" http:\/\/http:\/\/www.cs.caltech.edu\/ zliu2\/onlineGLB.pdf.  M. Lin Z. Liu A. Wierman and L. L. Andrew \"Online algorithms for geographical load balancing.\" http:\/\/http:\/\/www.cs.caltech.edu\/ zliu2\/onlineGLB.pdf."},{"key":"e_1_3_2_1_22_1","volume-title":"A White Paper Primer on Applications, Costs and Benefits","author":"Storage Technology Options Electricity Energy","year":"2010","unstructured":"Electricity Energy Storage Technology Options : A White Paper Primer on Applications, Costs and Benefits . 2010 . Electricity Energy Storage Technology Options: A White Paper Primer on Applications, Costs and Benefits. 2010."},{"key":"e_1_3_2_1_23_1","unstructured":"\"Report to congress on server and data center energy efficiency.\" 2007.  \"Report to congress on server and data center energy efficiency.\" 2007."},{"key":"e_1_3_2_1_24_1","volume-title":"Optimization and control of cooling microgrids for data centers,\" in Proc. of ITherm","author":"Zhou R.","year":"2012","unstructured":"R. Zhou , Z. Wang , A. McReynolds , C. Bash , T. Christian , and R. Shih , \" Optimization and control of cooling microgrids for data centers,\" in Proc. of ITherm , 2012 . R. Zhou, Z. Wang, A. McReynolds, C. Bash, T. Christian, and R. Shih, \"Optimization and control of cooling microgrids for data centers,\" in Proc. of ITherm, 2012."},{"key":"e_1_3_2_1_25_1","volume-title":"Energy flow in the information technology stack,\" in Proc. of IMECE","author":"Patel C.","year":"2006","unstructured":"C. Patel , R. Sharma , C. Bash , and A. Beitelmal , \" Energy flow in the information technology stack,\" in Proc. of IMECE , 2006 . C. Patel, R. Sharma, C. Bash, and A. Beitelmal, \"Energy flow in the information technology stack,\" in Proc. of IMECE, 2006."},{"key":"e_1_3_2_1_26_1","volume-title":"Fan Handbook: Selection, Application and Design","author":"Bleier F.","year":"1997","unstructured":"F. Bleier , Fan Handbook: Selection, Application and Design . New York : McGraw-Hill , 1997 . F. Bleier, Fan Handbook: Selection, Application and Design. New York: McGraw-Hill, 1997."},{"key":"e_1_3_2_1_27_1","volume-title":"Heat Transfer","author":"Holman J.","year":"1997","unstructured":"J. Holman , Heat Transfer . 8 th ed. New York : McGraw-Hill , 1997 . J. Holman, Heat Transfer. 8th ed. New York: McGraw-Hill, 1997.","edition":"8"},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1145\/1993744.1993766"},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1145\/1811039.1811044"},{"key":"e_1_3_2_1_33_1","volume-title":"Nonlinear Programming","author":"Bertsekas D. P.","year":"1999","unstructured":"D. P. Bertsekas , Nonlinear Programming . Athena Scientific , 1999 . D. P. Bertsekas, Nonlinear Programming. Athena Scientific, 1999."},{"key":"e_1_3_2_1_34_1","unstructured":"http:\/\/cvxr.com\/cvx\/  http:\/\/cvxr.com\/cvx\/"},{"key":"e_1_3_2_1_35_1","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-662-04565-7","volume-title":"Approximation Algorithms","author":"Vazirani V.","year":"2003","unstructured":"V. Vazirani , Approximation Algorithms . Springer , 2003 . V. Vazirani, Approximation Algorithms. Springer, 2003."},{"key":"e_1_3_2_1_36_1","doi-asserted-by":"crossref","unstructured":"D. R. Cox \"Prediction by exponentially weighted moving averages and related methods \" 1961.  D. R. Cox \"Prediction by exponentially weighted moving averages and related methods \" 1961.","DOI":"10.1111\/j.2517-6161.1961.tb00424.x"},{"key":"e_1_3_2_1_37_1","volume-title":"Power management in energy harvesting sensor networks","author":"Kansal A.","year":"2007","unstructured":"A. Kansal , J. Hsu , S. Zahedi , and M. B. Srivastava , \" Power management in energy harvesting sensor networks ,\" 2007 . A. Kansal, J. Hsu, S. Zahedi, and M. B. Srivastava, \"Power management in energy harvesting sensor networks,\" 2007."},{"key":"e_1_3_2_1_38_1","volume-title":"Predicting solar generation from weather forecasts using machine learning,\" in Proc","author":"Sharma N.","year":"2011","unstructured":"N. Sharma , P. Sharma , D. Irwin , and P. Shenoy , \" Predicting solar generation from weather forecasts using machine learning,\" in Proc . of Second IEEE International Conference on Smart Grid Communications (SmartGridComm) , 2011 . N. Sharma, P. Sharma, D. Irwin, and P. Shenoy, \"Predicting solar generation from weather forecasts using machine learning,\" in Proc. of Second IEEE International Conference on Smart Grid Communications (SmartGridComm), 2011."},{"key":"e_1_3_2_1_39_1","doi-asserted-by":"publisher","DOI":"10.1109\/PDP.2009.55"},{"key":"e_1_3_2_1_40_1","unstructured":"\"Kvm kernel based virtual machine.\" http:\/\/www.redhat.com\/f\/pdf\/rhev\/DOC-KVM.pdf.  \"Kvm kernel based virtual machine.\" http:\/\/www.redhat.com\/f\/pdf\/rhev\/DOC-KVM.pdf."},{"key":"e_1_3_2_1_41_1","unstructured":"http:\/\/www.ferc.gov\/market-oversight\/mkt electric  http:\/\/www.ferc.gov\/market-oversight\/mkt electric"},{"key":"e_1_3_2_1_42_1","unstructured":"\"Sysbench: a system performance benchmark.\" http:\/\/sysbench.sourceforge.net\/.  \"Sysbench: a system performance benchmark.\" http:\/\/sysbench.sourceforge.net\/."},{"key":"e_1_3_2_1_43_1","unstructured":"http:\/\/www.hpl.hp.com\/research\/linux\/httperf\/  http:\/\/www.hpl.hp.com\/research\/linux\/httperf\/"}],"event":{"name":"SIGMETRICS '12: ACM SIGMETRICS\/PERFORMANCE Joint International Conference on Measurement and Modeling of Computer Systems","location":"London England, UK","acronym":"SIGMETRICS '12","sponsor":["SIGMETRICS ACM Special Interest Group on Measurement and Evaluation","IFIP International Federation for Information Processing"]},"container-title":["Proceedings of the 12th ACM SIGMETRICS\/PERFORMANCE joint international conference on Measurement and Modeling of Computer Systems"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/2254756.2254779","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/2254756.2254779","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T05:20:50Z","timestamp":1750224050000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/2254756.2254779"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012,6,11]]},"references-count":40,"alternative-id":["10.1145\/2254756.2254779","10.1145\/2254756"],"URL":"https:\/\/doi.org\/10.1145\/2254756.2254779","relation":{"is-identical-to":[{"id-type":"doi","id":"10.1145\/2318857.2254779","asserted-by":"object"}]},"subject":[],"published":{"date-parts":[[2012,6,11]]},"assertion":[{"value":"2012-06-11","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}