{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,5]],"date-time":"2026-02-05T11:14:24Z","timestamp":1770290064049,"version":"3.49.0"},"reference-count":45,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2014,12,10]],"date-time":"2014-12-10T00:00:00Z","timestamp":1418169600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Informatik Spektrum"],"published-print":{"date-parts":[[2015,4]]},"DOI":"10.1007\/s00287-014-0850-0","type":"journal-article","created":{"date-parts":[[2014,12,9]],"date-time":"2014-12-09T01:38:05Z","timestamp":1418089085000},"page":"111-127","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":32,"title":["Electrical Grid and Supercomputing Centers: An Investigative Analysis of Emerging Opportunities and Challenges"],"prefix":"10.1007","volume":"38","author":[{"given":"Natalie","family":"Bates","sequence":"first","affiliation":[]},{"given":"Girish","family":"Ghatikar","sequence":"additional","affiliation":[]},{"given":"Ghaleb","family":"Abdulla","sequence":"additional","affiliation":[]},{"given":"Gregory A.","family":"Koenig","sequence":"additional","affiliation":[]},{"given":"Sridutt","family":"Bhalachandra","sequence":"additional","affiliation":[]},{"given":"Mehdi","family":"Sheikhalishahi","sequence":"additional","affiliation":[]},{"given":"Tapasya","family":"Patki","sequence":"additional","affiliation":[]},{"given":"Barry","family":"Rountree","sequence":"additional","affiliation":[]},{"given":"Stephen","family":"Poole","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2014,12,10]]},"reference":[{"key":"850_CR1","unstructured":"Top500 Supercomputer Sites, http:\/\/www.top500.org\/lists\/2013\/11."},{"key":"850_CR2","doi-asserted-by":"crossref","unstructured":"Aikema D, Simmonds R (2011) Electrical Cost Savings and Clean Energy Usage Potential for HPC Workloads. In: 2011 IEEE International Symposium on Sustainable Systems and Technology (ISSST), pp 1\u20136","DOI":"10.1109\/ISSST.2011.5936911"},{"key":"850_CR3","doi-asserted-by":"crossref","unstructured":"Aikema D, Simmonds R, Zareipour H (2012) Data Centres in the Ancillary Services Market. In: 2012 International Green Computing Conference (IGCC), IEEE, pp 1\u201310","DOI":"10.1109\/IGCC.2012.6322252"},{"key":"850_CR4","unstructured":"ASHRAE (2012) Thermal Guidelines for Data Processing Environments, Special Publication, third edition. American Society of Heating, Refrigerating and Air-Conditioning Engineers, Inc., Atlanta, GA"},{"key":"850_CR5","unstructured":"Cameron KW, Feng X, Ge R (2005) Performance-Constrained Distributed DVS Scheduling for Scientific Applications on Power-Aware Clusters. In: Supercomputing, Seattle, Washington"},{"key":"850_CR6","doi-asserted-by":"crossref","unstructured":"Chen H, Caramanis MC, Coskun AK (2014) The Data Center as a Grid Load Stabilizer. In: 19th Asia and South Pacific Design Automation Conference (ASP-DAC), IEEE, pp 105\u2013112","DOI":"10.1109\/ASPDAC.2014.6742874"},{"issue":"3","key":"850_CR7","doi-asserted-by":"crossref","first-page":"48","DOI":"10.1145\/2425248.2425259","volume":"40","author":"D Chiu","year":"2012","unstructured":"Chiu D, Stewart C, McManus B (2012) Electric Grid Balancing Through Lowcost Workload Migration. SIGMETRICS Perform Eval Rev 40(3):48\u201352","journal-title":"SIGMETRICS Perform Eval Rev"},{"issue":"10","key":"850_CR8","doi-asserted-by":"crossref","first-page":"1396","DOI":"10.1109\/TPDS.2007.70804","volume":"19","author":"M Curtis-Maury","year":"2008","unstructured":"Curtis-Maury M, Jevic FB, Antonopoulos C, Nikolopoulos DS (2008) Prediction-Based Power-Performance Adaptation of Multithreaded Scientific Codes. IEEE Trans Parallel Distrib Syst 19(10):1396\u20131410","journal-title":"IEEE Trans Parallel Distrib Syst"},{"key":"850_CR9","doi-asserted-by":"crossref","unstructured":"Curtis-Maury M, Dzierwa J, Antonopoulos CD, Nikolopoulos DS (2006) Online Power-Performance Adaptation of Multithreaded Programs Using Hardware Event-Based Prediction. In: International Conference on Supercomputing, New York, NY, USA, ACM","DOI":"10.1145\/1183401.1183426"},{"key":"850_CR10","doi-asserted-by":"crossref","unstructured":"Curtis-Maury M, Shah A, Jevic FB, Nikolopoulos DS, de Supinski BR, Schulz M (2008) Prediction Models for Multi-Dimensional Power-Performance Optimization on Many Cores. In: International Conference on Parallel Architectures and Compilation techniques, New York, NY, USA, ACM","DOI":"10.1145\/1454115.1454151"},{"key":"850_CR11","doi-asserted-by":"crossref","unstructured":"David H, Gorbatov E, Hanebutte UR, Khanna R, Le C (2010) RAPL: Memory Power Estimation and Capping. In: Proceedings of the 16th ACM\/IEEE International Symposium on Low Power Electronics and Design, ISLPED \u201910, New York, NY, USA, ACM, pp 189\u2013194","DOI":"10.1145\/1840845.1840883"},{"issue":"12","key":"850_CR12","doi-asserted-by":"crossref","first-page":"615","DOI":"10.1016\/j.parco.2012.08.001","volume":"38","author":"M Etinski","year":"2012","unstructured":"Etinski M, Corbalan J, Labarta J, Valero M (2012) Parallel Job Scheduling for Power Constrained HPC Systems. Parallel Comput 38(12):615\u2013630","journal-title":"Parallel Comput"},{"key":"850_CR13","doi-asserted-by":"crossref","unstructured":"Etinski M, Corbalan J, Labarta J, Valero M (2010) Optimizing Job Performance Under a Given Power Constraint in HPC Centers. In: Green Computing Conference, pp 257\u2013267","DOI":"10.1109\/GREENCOMP.2010.5598303"},{"issue":"3-4","key":"850_CR14","first-page":"207","volume":"25","author":"M Etinski","year":"2010","unstructured":"Etinski M, Corbalan J, Labarta J, Valero M (2010) Utilization Driven Power-Aware Parallel Job Scheduling. Comput Sci R&D 25(3-4):207\u2013216","journal-title":"Comput Sci R&D"},{"key":"850_CR15","doi-asserted-by":"crossref","unstructured":"Etinski M, Corbalan J, Labarta J, Valero M (2011) Linear Programming Based Parallel Job Scheduling for Power Constrained Systems. In: International Conference on High Performance Computing and Simulation, pp 72\u201380","DOI":"10.1109\/HPCSim.2011.5999809"},{"key":"850_CR16","doi-asserted-by":"crossref","unstructured":"Fan X, Weber W-D, Barroso LA (2007) Power Provisioning for a Warehouse-Sized Computer. In: The 34th ACM International Symposium on Computer Architecture","DOI":"10.1145\/1250662.1250665"},{"key":"850_CR17","unstructured":"Feitelson DG, Schwiegelshohn U, Rudolph L (2004) Parallel Job Scheduling \u2013 a Status Report. In: Lecture Notes in Computer Science, Springer-Verlag, pp 1\u201316"},{"key":"850_CR18","doi-asserted-by":"crossref","unstructured":"Femal ME, Freeh VW (2005) Safe Overprovisioning: Using Power Limits to Increase Aggregate Throughput. In: International Conference on Power-Aware Computer Systems","DOI":"10.1007\/11574859_11"},{"key":"850_CR19","doi-asserted-by":"crossref","unstructured":"Foster I (2001) The Anatomy of the Grid: Enabling Scalable Virtual Organizations. In: Proceedings of the First IEEE\/ACM International Symposium on Cluster Computing and the Grid, pp 6\u20137","DOI":"10.1109\/CCGRID.2001.923162"},{"key":"850_CR20","doi-asserted-by":"crossref","unstructured":"Foster I, Kesselman C, Lee C, Lindell B, Nahrstedt K, and Roy A (1999) A Distributed Resource Management Architecture That Supports Advance Reservations and Co-Allocation. In: Seventh International Workshop on Quality of Service, IWQoS \u201999, pp 27\u201336","DOI":"10.1109\/IWQOS.1999.766475"},{"key":"850_CR21","unstructured":"Ganti V, Ghatikar G (2012) Smart Grid as a Driver for Energy-Intensive Industries: A Data Center Case Study. In: Grid-Interop 2012"},{"key":"850_CR22","doi-asserted-by":"crossref","unstructured":"Ge R, Feng X, Feng W, Cameron KW (2007) CPU Miser: A Performance-Directed, Run-Time System for Power-Aware Clusters. In: International Conference on Parallel Processing, Xi\u2019An, China","DOI":"10.1109\/ICPP.2007.29"},{"key":"850_CR23","doi-asserted-by":"crossref","unstructured":"Ghamkhari M, Mohsenian-Rad H (2012) Data Centers to Offer Ancillary Services. In: IEEE Third International Conference on Smart Grid Communications (SmartGridComm), pp 436\u2013441, IEEE","DOI":"10.1109\/SmartGridComm.2012.6486023"},{"key":"850_CR24","doi-asserted-by":"crossref","unstructured":"Ghatikar G, Ganti V, Matson N, Piette MA (2012) Demand Response Opportunities and Enabling Technologies for Data Centers: Findings From Field Studies. In: PG&E\/SDG&E\/CEC\/LBNL","DOI":"10.2172\/1174175"},{"key":"850_CR25","unstructured":"Ghatikar G, Riess D, Piette MA (2014) Analyis of Open Automated Demand Response Deployments in California and Guidelines to Transition to Industry Standards. Technical Report LBNL-6560E, Lawrence Berkeley National Laboratory, 1 Cyclotron Rd, Berkeley, CA 94720"},{"key":"850_CR26","unstructured":"Hsu C-H, Feng W-C (2005) A Power-Aware Run-Time System for High-Performance Computing. In: Supercomputing"},{"key":"850_CR27","unstructured":"Intel (2011) Intel-64 and IA-32 Architectures Software Developer\u2019s Manual, Volumes 3A and 3B: System Programming Guide"},{"key":"850_CR28","unstructured":"Kappiah N, Freeh VW, Lowenthal DK, Pan F (2005) Exploiting Slack Time in Power-Aware, High-Performance Programs. In: Supercomputing"},{"key":"850_CR29","unstructured":"Kaushik RT, Nahrstedt K (2012) T*: A Data-Centric Cooling Energy Costs Reduction Approach for Big Data Analytics Cloud, SC\u201912, Los Alamitos, CA, USA, IEEE Computer Society Press, Article no. 52"},{"key":"850_CR30","unstructured":"Li J, Mart\u00ecnez JF (2006) Dynamic Power-Performance Adaptation of Parallel Computation on Chip Multiprocessors. In: 12th International Symposium on High-Performance Computer Architecture, Austin, Texas"},{"key":"850_CR31","doi-asserted-by":"crossref","unstructured":"Lifka DA (1995) The ANL\/IBM SP Scheduling System. In: Job Scheduling Strategies for Parallel Processing, Springer-Verlag, pp 295\u2013303","DOI":"10.1007\/3-540-60153-8_35"},{"key":"850_CR32","doi-asserted-by":"crossref","first-page":"175","DOI":"10.1145\/2318857.2254779","volume":"40","author":"Z Liu","year":"2012","unstructured":"Liu Z, Chen Y, Bash C, Wierman A, Gmach D, Wang Z, Marwah M, Hyser C (2012) Renewable and Cooling Aware Workload Management for Sustainable Data Centers. ACM SIGMETRICS Perform Eval Rev 40:175\u2013186","journal-title":"ACM SIGMETRICS Perform Eval Rev"},{"issue":"6","key":"850_CR33","first-page":"329","volume":"12","author":"AW Mu\u2019alem","year":"2001","unstructured":"Mu\u2019alem AW, Feitelson DG (2001) Utilization, Predictability, Workloads, and User Runtime Estimates in Scheduling the IBM SP2 with Backfilling. IEEE Trans Parallel Distrib Syst 12(6):329\u2013543","journal-title":"IEEE Trans Parallel Distrib Syst"},{"key":"850_CR34","unstructured":"Niccolai J (2013) New Data Center Survey Shows Mediocre Results for Energy Efficiency. IT World IDG News Service, www.itworld.com\/article\/2709163\/hardware\/new-data-center-survey-shows-mediocre-results-for-energy-efficiency.html"},{"issue":"3","key":"850_CR35","doi-asserted-by":"crossref","first-page":"381","DOI":"10.1109\/TII.2011.2158841","volume":"7","author":"P Palensky","year":"2011","unstructured":"Palensky P, Dietrich D (2011) Demand Side Management: Demand Response, Intelligent Energy Systems, and Smart Loads. IEEE T Ind Inform 7(3):381\u2013388","journal-title":"IEEE T Ind Inform"},{"key":"850_CR36","doi-asserted-by":"crossref","unstructured":"Patki T, Lowenthal DK, Rountree B, Schulz M, de Supinski BR (2013) Exploring Hardware Overprovisioning in Power-Constrained, High Performance Computing. In: International Conference on Supercomputing, pp 173\u2013182","DOI":"10.1145\/2464996.2465009"},{"key":"850_CR37","doi-asserted-by":"crossref","unstructured":"Porterfield AK, Olivier SL, Bhalachandra S, and Prins JF (2013) Power Measurement and Concurrency Throttling for Energy Reduction in OpenMP Programs. In: 27th International Parallel and Distributed Processing Symposium Workshops & PhD Forum (IPDPSW), IEEE, pp 884\u2013891","DOI":"10.1109\/IPDPSW.2013.15"},{"key":"850_CR38","doi-asserted-by":"crossref","unstructured":"Rountree B, Lowenthal D, de Supinski BR, Schulz M, Freeh V, Bletch T (2009) Adagio: Making DVS Practical for Complex HPC Applications. In: International Conference on Supercomputing","DOI":"10.1145\/1542275.1542340"},{"key":"850_CR39","doi-asserted-by":"crossref","unstructured":"Rountree B, Ahn DH, de Supinski BR, Lowenthal DK, Schulz M (2012) Beyond DVFS: A First Look at Performance Under a Hardware-Enforced Power Bound. In: IPDPS Workshops, IEEE Computer Society, pp 947\u2013953","DOI":"10.1109\/IPDPSW.2012.116"},{"key":"850_CR40","doi-asserted-by":"crossref","unstructured":"Rountree B, Lowenthal DK, Funk S, Freeh VW, de Supinski B, Schulz M (2007) Bounding Energy Consumption in Large-Scale MPI Programs. In: Supercomputing","DOI":"10.1145\/1362622.1362688"},{"key":"850_CR41","doi-asserted-by":"crossref","unstructured":"Sarood O, Kal\u00e9 LV (2011) A \u201cCool\u201d Load Balancer for Parallel Applications. In: Proceedings of the 2011 ACM\/IEEE Conference on Supercomputing, Seattle, WA","DOI":"10.1145\/2063384.2063412"},{"key":"850_CR42","doi-asserted-by":"crossref","unstructured":"Springer R, Lowenthal DK, Rountree B, Freeh VW (2006) Minimizing Execution Time in MPI Programs on an Energy-Constrained, Power-Scalable Cluster. In: ACM Symposium on Principles and Practice of Parallel Programming","DOI":"10.1145\/1122971.1123006"},{"issue":"4","key":"850_CR43","doi-asserted-by":"crossref","first-page":"1575","DOI":"10.1016\/j.energy.2009.05.021","volume":"35","author":"J Torriti","year":"2010","unstructured":"Torriti J, Hassan MG, Leach M (2010) Demand Response Experience in Europe: Policies, Programmes and Implementation. Energy 35(4):1575\u20131583","journal-title":"Energy"},{"key":"850_CR44","doi-asserted-by":"crossref","unstructured":"Yang X, Zhou Z, Wallace S, Lan Z, Tang W, Coghlan S, Papka ME (2013) Integrating Dynamic Pricing of Electricity Into Energy Aware Scheduling for HPC Systems. In: Proceedings of SC13: International Conference for High Performance Computing, Networking, Storage and Analysis, SC \u201913, New York, NY, USA, ACM","DOI":"10.1145\/2503210.2503264"},{"key":"850_CR45","doi-asserted-by":"crossref","unstructured":"Zhou Z, Lan Z, Tang W, Desai N (2013) Reducing Energy Costs for IBM Blue Gene\/P via Power-Aware Job Scheduling. IPDPS Workshop, IEEE Computer Society","DOI":"10.1007\/978-3-662-43779-7_6"}],"container-title":["Informatik-Spektrum"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00287-014-0850-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s00287-014-0850-0\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00287-014-0850-0","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,18]],"date-time":"2019-08-18T04:11:39Z","timestamp":1566101499000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s00287-014-0850-0"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014,12,10]]},"references-count":45,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2015,4]]}},"alternative-id":["850"],"URL":"https:\/\/doi.org\/10.1007\/s00287-014-0850-0","relation":{},"ISSN":["0170-6012","1432-122X"],"issn-type":[{"value":"0170-6012","type":"print"},{"value":"1432-122X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2014,12,10]]}}}