2 author = {Lim, Min Yeol and Freeh, Vincent W. and Lowenthal, David K.},
3 title = {Adaptive, Transparent Frequency and Voltage Scaling of Communication Phases in {MPI} Programs},
4 booktitle = {Proceedings of the 2006 ACM/IEEE Conference on Supercomputing},
7 isbn = {0-7695-2700-0},
8 location = {Tampa, Florida},
10 doi = {10.1145/1188455.1188567},
13 address = {New York, NY, USA}
17 author = {Peraza , J. and Tiwari , A. and Laurenzano , M. and Carrington L. and Snavely},
18 title = {{PMaC}'s green queue: a framework for selecting energy optimal {DVFS} configurations in large scale {MPI} applications},
19 journal = {Concurrency Computat.: Pract. Exper.DOI: 10.1002/cpe},
26 @inproceedings{Rauber_Analytical.Modeling.for.Energy,
27 author = {Rauber, Thomas and R\"{u}nger, Gudula},
28 title = {Analytical Modeling and Simulation of the Energy Consumption of Independent Tasks},
29 booktitle = {Proceedings of the Winter Simulation Conference},
32 location = {Berlin, Germany},
33 pages = {245:1--245:13},
37 publisher = {Winter Simulation Conference},
38 doi={10.1109/WSC.2012.6465151}
42 author = {Jejurikar, Ravindra and Pereira, Cristiano and Gupta, Rajesh},
43 title = {Leakage Aware Dynamic Voltage Scaling for Real-time Embedded Systems},
44 booktitle = {Proceedings of the 41 st Annual Design Automation Conference},
47 isbn = {1-58113-828-8},
48 location = {San Diego, CA, USA},
51 doi = {10.1145/996566.996650},
54 address = {New York, NY, USA},
55 keywords = {EDF scheduling, critical speed, leakage power, low power scheduling, procrastication, real-time systems}
61 author = {Vishal Gupta and Hyesoon Kim and Karsten Schwan and Memory B},
62 title = {A Power-Performance Analysis of Memory-intensive Parallel Applications on a Manycore Platform},
67 author = {Nikzad Babaii Rizvandi and
69 title = {A Primarily Survey on Energy Efficiency in Cloud and Distributed
72 volume = {abs/1210.4690},
77 author = "Jee Whan Choi and Richard Vuduc",
78 title = "A roofline model of energy",
79 institution = "Georgia Institute of Technology",
87 @INPROCEEDINGS{Rountree_Bounding.energy.consumption.in.MPI,
88 author={Rountree, B. and Lowenthal, D.K. and Funk, S. and Freeh, Vincent W. and De Supinski, B.R. and Schulz, M.},
89 booktitle={Supercomputing, 2007. SC '07. Proceedings of the 2007 ACM/IEEE Conference on},
90 title={Bounding energy consumption in large-scale {MPI} programs},
94 keywords={Clustering algorithms;Delay effects;Dynamic voltage scaling;Energy consumption;Frequency;Government;Laboratories;Large-scale systems;Linear programming;Processor scheduling},
95 doi={10.1145/1362622.1362688}
98 @phdthesis {Malkowski_energy.efficient.high.performance.computing,
99 author = "Malkowski, Konrad",
100 title = "Co-adapting scientific applications and architectures toward energy-efficient high performance computing",
101 school = "The Pennsylvania State University",
110 author={Kessler, C.W. and Melot, N. and Eitschberger, P. and Keller, J.},
111 booktitle={Power and Timing Modeling, Optimization and Simulation (PATMOS), 2013 23rd International Workshop on},
112 title={Crown scheduling: Energy-efficient resource allocation, mapping and discrete frequency scaling for collections of malleable streaming tasks},
116 keywords={cores;microprocessor chips;optimisation;power consumption;resource allocation;scaling circuits;scheduling;ILP;crown scheduling;data flows;discrete voltage-frequency scaling;dynamic discrete frequency scaling;dynamic rescaling;energy-efficient resource allocation;energy-optimal code;integer linear programming;malleable streaming tasks;many-core processor;mapping;optimization;pipelined task graph;power consumption;processor cores;streaming task collections;Dynamic scheduling;Optimization;Processor scheduling;Radio spectrum management;Resource management;Schedules},
117 doi={10.1109/PATMOS.2013.6662176}
121 author={Kimura, H. and Sato, M. and Hotta, Y. and Boku, T. and Takahashi, D.},
122 booktitle={IEEE Cluster Computing, 2006},
123 title={Emprical study on Reducing Energy of Parallel Programs using Slack Reclamation by {DVFS} in a Power-scalable High Performance Cluster},
127 keywords={directed graphs;parallel programming;power aware computing;AMD Turion;PC clusters;PowerWatch;Transmeta Crusoe;control library;directed acyclic task graph;dynamic voltage scaling;energy consumption;energy reduction;frequency scaling;high performance computing;microprocessors;parallel programs;power consumption;power monitoring tools;slack reclamation;Clustering algorithms;Concurrent computing;Dynamic voltage scaling;Energy consumption;Energy efficiency;Frequency synchronization;Gears;Libraries;Microprocessors;Monitoring},
128 doi={10.1109/CLUSTR.2006.311839},
133 author = {Lively, Charles and Xingfu Wu and Taylor, Valerie and Moore, Shirley and Chang, Hung-Ching and Cameron, Kirk},
134 title = {Energy and Performance Characteristics of Different Parallel Implementations of Scientific Applications on Multicore Systems},
135 journal = {Int. J. High Perform. Comput. Appl.},
136 issue_date = {August 2011},
144 doi = {10.1177/1094342011414749},
146 publisher = {Sage Publications, Inc.},
147 address = {Thousand Oaks, CA, USA},
148 keywords = {MPI, energy consumption, frequency scaling, hybrid MPI/OpenMP, multicore system, performance characteristics, scientific applications}
152 author = {Lizhe Wang a,b, Samee U. Khan c , Dan Chen a , Joanna Kołodziej d , Rajiv Ranjan e , Cheng-zhong Xu f ,Albert Zomaya},
153 title = {Energy-aware parallel task scheduling in a cluster},
154 journal = {Future Generation Computer Systems},
163 author={Huang, S. and Feng, W.},
164 booktitle={Cluster Computing and the Grid, 2009. CCGRID '09. 9th IEEE/ACM International Symposium on},
165 title={Energy-Efficient Cluster Computing via Accurate Workload Characterization},
169 keywords={parallel processing;power aware computing;workstation clusters;cluster computer;eco-friendly daemon;energy consumption reduction;energy-efficient cluster computing;power consumption reduction;processor stall cycles;workload characterization;Application software;Clustering algorithms;Energy consumption;Energy efficiency;Frequency;Grid computing;Hardware;High performance computing;Runtime;Voltage},
170 doi={10.1109/CCGRID.2009.88}
173 @article{Zhuo_Energy.efficient.Dynamic.Task.Scheduling,
174 author = {Zhuo, Jianli and Chakrabarti, Chaitali},
175 title = {Energy-efficient Dynamic Task Scheduling Algorithms for DVS Systems},
176 journal = {ACM Trans. Embed. Comput. Syst.},
177 issue_date = {February 2008},
183 pages = {17:1--17:25},
186 doi = {10.1145/1331331.1331341},
189 address = {New York, NY, USA},
190 keywords = {DVS system, Dynamic task scheduling, energy minimization, optimal scaling factor, real time}
194 author = {Zong, Ziliang and Qin, Xiao and Ruan, Xiaojun and Bellam, Kiranmai and Nijim, Mais and Alghamdi, Mohamed},
195 title = {Energy-Efficient Scheduling for Parallel Applications Running on Heterogeneous Clusters},
196 booktitle = {Proceedings of the 2007 International Conference on Parallel Processing},
199 isbn = {0-7695-2933-X},
201 doi = {10.1109/ICPP.2007.39},
203 publisher = {IEEE Computer Society},
204 address = {Washington, DC, USA}
207 @inproceedings{Freeh_Exploring.the.Energy.Time.Tradeoff,
208 author = {Freeh, Vincent W. and Pan, Feng and Kappiah, Nandini and Lowenthal, David K. and Springer, Rob},
209 title = {Exploring the Energy-Time Tradeoff in {MPI} Programs on a Power-Scalable Cluster},
210 booktitle = {Proceedings of the 19th IEEE International Parallel and Distributed Processing Symposium (IPDPS'05) - Papers - Volume 01},
211 series = {IPDPS '05},
213 isbn = {0-7695-2312-9},
215 doi = {10.1109/IPDPS.2005.214},
217 publisher = {IEEE Computer Society},
218 address = {Washington, DC, USA}
222 author={Dong Li and De Supinski, B.R. and Schulz, M. and Cameron, K. and Nikolopoulos, D.S.},
223 booktitle={Parallel Distributed Processing (IPDPS), 2010 IEEE International Symposium on},
224 title={Hybrid MPI/OpenMP power-aware computing},
228 keywords={message passing;parallel algorithms;power aware computing;HPC environment;dynamic concurrency throttling;dynamic voltage-and-frequency scaling;high performance computing;hybrid MPI-OpenMP computing;hybrid programming models;large-scale distributed systems;message passing interface;parallel programs;power-aware computing;power-aware performance prediction model;Concurrent computing;Discrete cosine transforms;Dynamic programming;Dynamic voltage scaling;Frequency;Heuristic algorithms;Large-scale systems;Multicore processing;Power system modeling;Predictive models;MPI;OpenMP;performance modeling;power-aware high -performance computing},
229 doi={10.1109/IPDPS.2010.5470463},
234 @inproceedings{Hao_Learning.based.DVFS,
235 author = {Hao Shen and
238 title = {Learning based {DVFS} for simultaneous temperature, performance
239 and energy management},
243 doi={10.1109/ISQED.2012.6187575},
250 author = {Springer, Robert and Lowenthal, David K. and Rountree, Barry and Freeh, Vincent W.},
251 title = {Minimizing Execution Time in {MPI} Programs on an Energy-constrained, Power-scalable Cluster},
252 booktitle = {Proceedings of the Eleventh ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming},
253 series = {PPoPP '06},
255 isbn = {1-59593-189-9},
256 location = {New York, New York, USA},
259 doi = {10.1145/1122971.1123006},
262 address = {New York, NY, USA},
263 keywords = {MPI, energy, modeling, power, prediction}
267 added-at = {2011-12-01T00:00:00.000+0100},
268 author = {Rauber, and Rünger, Gudula},
269 booktitle = {SpringSim (CNS)},
270 crossref = {conf/springsim/2011-3},
271 editor = {Abhari, Abdolreza},
272 ee = {http://dl.acm.org/citation.cfm?id=2048418},
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277 publisher = {SCS/ACM},
278 timestamp = {2011-12-01T00:00:00.000+0100},
279 title = {Modeling the energy consumption for concurrent executions of parallel tasks.},
284 author = {Ge, Rong and Feng, Xizhou and Cameron, Kirk W.},
285 title = {Performance-constrained Distributed DVS Scheduling for Scientific Applications on Power-aware Clusters},
286 booktitle = {Proceedings of the 2005 ACM/IEEE Conference on Supercomputing},
289 isbn = {1-59593-061-2},
291 doi = {10.1109/SC.2005.57},
293 publisher = {IEEE Computer Society},
294 address = {Washington, DC, USA}
299 author = {Feng, Xizhou and Ge, Rong and Cameron, Kirk W.},
300 title = {Power and Energy Profiling of Scientific Applications on Distributed Systems},
301 booktitle = {Proceedings of the 19th IEEE International Parallel and Distributed Processing Symposium (IPDPS'05) - Papers - Volume 01},
302 series = {IPDPS '05},
304 isbn = {0-7695-2312-9},
306 doi = {10.1109/IPDPS.2005.346},
308 publisher = {IEEE Computer Society},
309 address = {Washington, DC, USA}
313 added-at = {2009-11-27T00:00:00.000+0100},
314 author = {Chen, Yen-Jun and Hsu, Ching-Hsien and Li, Kuan-Ching and Chang, Hsi-Ya and Wang, Shuen-Tai},
315 booktitle = {Infoscale},
316 crossref = {conf/infoscale/2009},
318 description = {dblp},
319 editor = {Mueller, Peter and Cao, Jian-Nong and Wang, Cho-Li},
320 ee = {http://dx.doi.org/10.1007/978-3-642-10485-5_8},
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322 intrahash = {4601b8a777bdf956bb48fa611b7556f5},
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326 publisher = {Springer},
327 series = {Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering},
328 timestamp = {2009-11-27T00:00:00.000+0100},
329 title = {Power Consumption Optimization of {MPI} Programs on Multi-core Clusters.},
335 author = {Laurenzano, Michael A. and Meswani, Mitesh and Carrington, Laura and Snavely, Allan and Tikir, Mustafa M. and Poole, Stephen},
336 title = {Reducing Energy Usage with Memory and Computation-aware Dynamic Frequency Scaling},
337 booktitle = {Proceedings of the 17th International Conference on Parallel Processing - Volume Part I},
338 series = {Euro-Par'11},
340 isbn = {978-3-642-23399-9},
341 location = {Bordeaux, France},
345 publisher = {Springer-Verlag},
346 address = {Berlin, Heidelberg},
347 keywords = {benchmarking, dynamic voltage frequency scaling, energy optimization, high performance computing, memory latency}
350 @article{Rizvandi_Some.Observations.on.Optimal.Frequency,
351 author = {Rizvandi, Nikzad Babaii and Taheri, Javid and Zomaya, Albert Y.},
352 title = {Some Observations on Optimal Frequency Selection in {DVFS}-based Energy Consumption Minimization},
353 journal = {J. Parallel Distrib. Comput.},
354 issue_date = {August, 2011},
360 pages = {1154--1164},
362 doi = {10.1016/j.jpdc.2011.01.004},
364 publisher = {Academic Press, Inc.},
365 address = {Orlando, FL, USA},
366 keywords = {DVFS, Energy efficiency, HPCS, Scheduling}
370 author = {Dhiman, Gaurav and Rosing, Tajana \v{S}imunic},
371 title = {System-level Power Management Using Online Learning},
372 journal = {Trans. Comp.-Aided Des. Integ. Cir. Sys.},
373 issue_date = {May 2009},
381 doi = {10.1109/TCAD.2009.2015740},
383 publisher = {IEEE Press},
384 address = {Piscataway, NJ, USA},
385 keywords = {Dynamic voltage frequency scaling, dynamic voltage frequency scaling, energy-performance trade-off, online learning, power management}
389 author={Yongpan Liu and Huazhong Yang and Dick, R.P. and Hui Wang and Li Shang},
390 booktitle={Quality Electronic Design, 2007. ISQED '07. 8th International Symposium on},
391 title={Thermal vs Energy Optimization for {DVFS}-Enabled Processors in Embedded Systems},
395 keywords={circuit optimisation;embedded systems;integrated circuit design;low-power electronics;microprocessor chips;nonlinear programming;thermal management (packaging);DVFS-enabled processors;application peak temperature;cooling costs;dynamic voltage voltage;embedded systems;energy consumption;frequency scaling;nonlinear programming;power optimization;run-time thermal emergencies;system thermal profile;thermal optimization;thermal-constrained energy optimization;Cooling;Cost function;Design optimization;Dynamic voltage scaling;Embedded system;Energy consumption;Frequency;Power system planning;Runtime;Temperature},
396 doi={10.1109/ISQED.2007.158}
400 author={Fen Xie and Martonosi, M. and Malik, S.},
401 booktitle={Low Power Electronics and Design, 2005. ISLPED '05. Proceedings of the 2005 International Symposium on},
402 title={Bounds on power savings using runtime dynamic voltage scaling: an exact algorithm and a linear-time heuristic approximation},
406 keywords={approximation theory;energy conservation;low-power electronics;power consumption;power supply circuits;DVFS policy;discrete voltage/frequency voltage level;dynamic voltage scaling;dynamic voltage/frequency scaling;energy reduction technique;exponential algorithm;linear-time heuristic approximation;power reduction technique;switching cost;Approximation algorithms;Costs;Dynamic voltage scaling;Energy consumption;Frequency;Linear approximation;Power system modeling;Runtime;Semiconductor device modeling;Upper bound},
407 doi={10.1109/LPE.2005.195529}
411 author={Lizhe Wang and von Laszewski, G. and Dayal, J. and Fugang Wang},
412 booktitle={Cluster, Cloud and Grid Computing (CCGrid), 2010 10th IEEE/ACM International Conference on},
413 title={Towards Energy Aware Scheduling for Precedence Constrained Parallel Tasks in a Cluster with {DVFS}},
417 keywords={environmental factors;parallel processing;power aware computing;scheduling;workstation clusters;dynamic voltage frequency scaling technique;energy aware scheduling heuristics;green service level agreement;high end computing;precedence constrained parallel tasks;Computational modeling;Concurrent computing;Costs;Dynamic voltage scaling;Energy consumption;Frequency;Grid computing;High performance computing;Power engineering computing;Processor scheduling;Cluster Computing;Green Computing;Task Scheduling},
418 doi={10.1109/CCGRID.2010.19}
422 author = {Yu-Liang Chou and Shaoshan Liu and Eui-Young Chung and Jean-Luc Gaudiot},
423 title = {An Energy and Performance Efficient {DVFS} Scheme for Irregular Parallel Divide-and-Conquer Algorithms on the {Intel SCC}},
424 journal ={IEEE Computer Architecture Letters},
426 number = {RapidPosts},
430 doi = {http://doi.ieeecomputersociety.org/10.1109/L-CA.2013.1},
431 publisher = {IEEE Computer Society},
432 address = {Los Alamitos, CA, USA}
436 title = "Energy-aware simulation with \{DVFS\} ",
437 journal = "Simulation Modelling Practice and Theory ",
442 note = "S.I.Energy efficiency in grids and clouds ",
444 doi = "http://dx.doi.org/10.1016/j.simpat.2013.04.007",
445 author = {Tom Guérout and Thierry Monteil and Georges Da Costa and Rodrigo Neves Calheiros and Rajkumar Buyya and Mihai Alexandru}
450 author={Kappiah, N. and Freeh, Vincent W. and Lowenthal, D.K.},
451 booktitle={Supercomputing, 2005. Proceedings of the ACM/IEEE SC 2005 Conference},
452 title={Just In Time Dynamic Voltage Scaling: Exploiting Inter-Node Slack to Save Energy in {MPI} Programs},
456 keywords={Computer science;Dynamic voltage scaling;Energy consumption;Energy efficiency;Frequency;Gears;Jitter;Microprocessors;Performance loss;Permission},
457 doi={10.1109/SC.2005.39}
461 author = {Cochran, Ryan and Hankendi, Can and Coskun, Ayse and Reda, Sherief},
462 title = {Identifying the Optimal Energy-efficient Operating Points of Parallel Workloads},
463 booktitle = {Proceedings of the International Conference on Computer-Aided Design},
464 series = {ICCAD '11},
466 isbn = {978-1-4577-1398-9},
467 location = {San Jose, California},
471 publisher = {IEEE Press},
476 title = "Adaptive energy-efficient scheduling algorithm for parallel tasks on homogeneous clusters ",
477 journal = "Journal of Network and Computer Applications ",
484 doi = "http://dx.doi.org/10.1016/j.jnca.2013.10.009",
485 author = {Wei Liu and Wei Du and Jing Chen and Wei Wang and GuoSun Zeng}
489 @article{Kim_Leakage.Current.Moore.Law,
490 author = {Kim, Nam Sung and Austin, Todd and Blaauw, David and Mudge, Trevor and Flautner, Kriszti\'{a}n and Hu, Jie S. and Irwin, Mary Jane and Kandemir, Mahmut and Narayanan, Vijaykrishnan},
491 title = {Leakage Current: Moore's Law Meets Static Power},
492 journal = {Computer},
493 issue_date = {December 2003},
501 doi = {10.1109/MC.2003.1250885},
503 publisher = {IEEE Computer Society Press},
504 address = {Los Alamitos, CA, USA}
507 @inproceedings{Le_DVFS.Laws.of.Diminishing.Returns,
508 author = {Le Sueur, Etienne and Gernot Heiser},
511 title = {Dynamic Voltage and Frequency Scaling: The Laws of Diminishing Returns},
512 booktitle = {Proceedings of the 2010 Workshop on Power Aware Computing and Systems (HotPower'10)},
513 NOaddress = {Vancouver, Canada}
516 @inproceedings{Cochran_Pack_and_Cap_Adaptive_DVFS,
517 author = {Cochran, Ryan and Hankendi, Can and Coskun, Ayse K. and Reda, Sherief},
518 title = {Pack \& Cap: Adaptive {DVFS} and Thread Packing Under Power Caps},
519 booktitle = {Proceedings of the 44th Annual IEEE/ACM International Symposium on Microarchitecture},
522 isbn = {978-1-4503-1053-6},
523 location = {Porto Alegre, Brazil},
526 doi = {10.1145/2155620.2155641},
533 author={Dhiman, G. and Rosing, T.S.},
534 booktitle={Low Power Electronics and Design (ISLPED), 2007 ACM/IEEE International Symposium on},
535 title={Dynamic voltage frequency scaling for multi-tasking systems using online learning},
539 keywords={Linux;computer aided instruction;multiprogramming;power aware computing;program compilers;system monitoring;Intel PXA27x;Linux 2.6.9;dynamic voltage frequency scaling;multitasking systems;online learning;processors runtime statistics;Batteries;Computer applications;Delay;Dynamic voltage scaling;Embedded system;Energy consumption;Frequency estimation;Linux;Power engineering computing;Statistics;dynamic voltage frequency scaling;online learning},
540 doi={10.1145/1283780.1283825}
544 author = {Azevedo, A. and Issenin, I. and Cornea, R. and Gupta, R. and Dutt, N. and Veidenbaum, A. and Nicolau, A.},
545 title = {Profile-Based Dynamic Voltage Scheduling Using Program Checkpoints},
546 booktitle = {Proceedings of the Conference on Design, Automation and Test in Europe},
549 isbn = {0-7695-1471-5},
552 publisher = {IEEE Computer Society},
553 address = {Washington, DC, USA}
557 author = {Miftakhutdinov, Rustam and Ebrahimi, Eiman and Patt, Yale N.},
558 title = {Predicting Performance Impact of {DVFS} for Realistic Memory Systems},
559 booktitle = {Proceedings of the 2012 45th Annual IEEE/ACM International Symposium on Microarchitecture},
562 isbn = {978-0-7695-4924-8},
563 location = {Vancouver, B.C., CANADA},
566 doi = {10.1109/MICRO.2012.23},
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572 @ARTICLE{Dhiman_Online.Learning.Power.Management,
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574 journal={Computer-Aided Design of Integrated Circuits and Systems, IEEE Transactions on},
575 title={System-Level Power Management Using Online Learning},
581 keywords={power aware computing;DPM policies;Intel PXA27x core;device leakage characteristics;dynamic power management;dynamic voltage-frequency scaling problems;hard disk drive;online learning;system-level power management;workload characterization;Dynamic voltage frequency scaling;energy-performance trade-off;online learning;power management},
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592 title = {{SimGrid: Versatile Simulation of Distributed Systems}},
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598 title = {{NAS} Parallel Benchmarks},
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602 publisher = {https://www.nas.nasa.gov/publications/npb.html}
608 @inproceedings{Our_first_paper,
609 title = {Dynamic frequency scaling for energy consumption reduction in synchronous distributed applications},
610 author = {Charr, Jean-Claude and Couturier, Rapha\"{e}l and Fanfakh, Ahmed and Giersch, Arnaud},
612 address = {Milan, Italy},
613 booktitle = {ISPA 2014, 12th IEEE Int. Symposium on Parallel and Distributed Processing with Applications},
616 doi = {10.1109/ISPA.2014.38},
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621 author = {Casanova, Henri and Legrand, Arnaud and Quinson,
623 title = {{SimGrid}: a Generic Framework for Large-Scale
624 Distributed Experiments},
625 booktitle = {Proceedings of the Tenth International Conference on
626 Computer Modeling and Simulation},
627 series = {UKSIM '08},
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640 and Martin Quinson and Fr{\'e}d{\'e}ric Suter},
641 title = {Versatile, Scalable, and Accurate Simulation of
642 Distributed Applications and Platforms },
643 journal = {Journal of Parallel and Distributed Computing},
647 pages = {2899--2917},
650 doi = {10.1016/j.jpdc.2014.06.008},
651 pdf = {http://hal.inria.fr/docs/01/05/75/41/PDF/simgrid3-journal.pdf}
656 title = {Intel microprocessor export compliance metrics},
657 url = {http://www.intel.com/support/processors/sb/CS-017346.htm}
661 title = {Energy efficiency evaluation and benchmarking of {AFRL}'s Condor high performance computer},
663 urldate = {2014-10-16},
664 institution = {{DTIC} Document},
665 author = {Luley, Ryan and Usmail, Courtney and Barnell, Mark},
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670 @INPROCEEDINGS{KaiMa_Holistic.Approach.to.Energy.Efficiency.in.GPU-CPU,
671 author={Kai Ma and Xue Li and Wei Chen and Chi Zhang and Xiaorui Wang},
672 booktitle={Parallel Processing (ICPP), 2012 41st International Conference on},
673 title={GreenGPU: A Holistic Approach to Energy Efficiency in GPU-CPU Heterogeneous Architectures},
677 keywords={energy consumption;graphics processing units;parallel architectures;AMD Phenom II CPU;CUDA framework;GPU-CPU heterogeneous architectures;GreenGPU;Nvidia GeForce GPU;energy consumption;energy efficiency;high performance computing;holistic approach;Algorithm design and analysis;Computer architecture;Frequency conversion;Graphics processing unit;Green products;Heuristic algorithms;Time frequency analysis;GPU;dynamic frequency scaling;energy efficiency;workload division},
678 doi={10.1109/ICPP.2012.31},
684 @INPROCEEDINGS{Rong_Effects.of.DVFS.on.K20.GPU,
685 author={Rong Ge and Vogt, R. and Majumder, J. and Alam, A. and Burtscher, M. and Ziliang Zong},
686 booktitle={Parallel Processing (ICPP), 2013 42nd International Conference on},
687 title={Effects of Dynamic Voltage and Frequency Scaling on a K20 GPU},
691 keywords={energy conservation;graphics processing units;parallel processing;power aware computing;power consumption;DVFS schedulers;GPU computing;K20 GPU;Nvidia K20c Kepler GPU;application performance;compute-bound high-performance workloads;dual Intel Sandy Bridge CPU;dynamic voltage and frequency scaling;energy efficiency;high-throughput workloads;power consumption;power-aware heterogeneous system;Benchmark testing;Computer architecture;Energy consumption;Graphics processing units;Market research;Measurement;Power demand;DVFS in GPU Computing;Dynamic Voltage and Frequency Scaling;Energy-Efficient Computing},
692 doi={10.1109/ICPP.2013.98},
697 @techreport{Luley_Energy.efficiency.evaluation.and.benchmarking,
698 title = {Energy efficiency evaluation and benchmarking of {AFRL}'s Condor high performance computer},
700 urldate = {2014-10-16},
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702 author = {Luley, Ryan and Usmail, Courtney and Barnell, Mark},
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710 @INPROCEEDINGS{Naveen_Power.Efficient.Resource.Scaling,
711 author = {Naveen Muralimanohar and Karthik Ramani and Rajeev Balasubramonian},
712 title = {Power Efficient Resource Scaling in Partitioned Architectures through Dynamic Heterogeneity},
713 booktitle = {In Proceedings of ISPASS},
714 doi={http://doi.ieeecomputersociety.org/10.1109/ISPASS.2006.1620794},
718 @article{Lizhe_Energy.aware.parallel.task.scheduling,
719 title = "Energy-aware parallel task scheduling in a cluster ",
720 journal = "Future Generation Computer Systems ",
723 pages = "1661 - 1670",
726 doi = "http://dx.doi.org/10.1016/j.future.2013.02.010",
727 author = {Lizhe Wang and Samee U. Khan and Dan Chen and Joanna Kołodziej and Rajiv Ranjan and Cheng-zhong Xu and Albert Zomaya}
734 @article{Joshi_Blackbox.prediction.of.impact.of.DVFS,
735 title = {Blackbox prediction of the impact of {DVFS} on end-to-end performance of multitier systems},
738 urldate = {2014-03-28},
739 journal = {{ACM} {SIGMETRICS} Performance Evaluation Review},
740 author = {Joshi, Kaustubh R. and Hiltunen, Matti A. and Schlichting, Richard D. and Sanders, William H.},
743 doi = {10.1145/1773394.1773404}
747 @INPROCEEDINGS{Spiliopoulos_Green.governors.Adaptive.DVFS,
748 author={Spiliopoulos, V. and Kaxiras, S. and Keramidas, G.},
749 booktitle={International Green Computing Conference and Workshops (IGCC)},
750 title={Green governors: A framework for Continuously Adaptive DVFS},
754 doi={10.1109/IGCC.2011.6008552}
758 @inproceedings{Shelepov_Scheduling.on.Heterogeneous.Multicore,
759 author = {Shelepov, D. and Fedorova, A.},
760 intrahash = {2287b0be888deceb937bace77634081a},
761 booktitle = {Workshop on the Interaction between Operating Systems and Computer Architecture, in conjunction with ISCA},
762 timestamp = {2008-10-07T16:32:27.000+0200},
763 title = {Scheduling on Heterogeneous Multicore Processors Using Architectural Signatures},
768 @article{Li_Minimizing.Energy.Consumption.for.Frame.Based.Tasks,
769 author={Li, D. and Wu, J.},
770 journal={Parallel and Distributed Systems, IEEE Transactions on},
771 title={Minimizing Energy Consumption for Frame-Based Tasks on Heterogeneous Multiprocessor Platforms},
777 keywords={Energy consumption;Optimization;Partitioning algorithms;Processor scheduling;Program processors;Runtime;Time-frequency analysis},
778 doi={10.1109/TPDS.2014.2313338},
782 @article{Chen_DVFS.under.quality.of.service.requirements,
783 title = {Dynamic frequency scaling schemes for heterogeneous clusters under quality of service requirements},
786 urldate = {2014-11-07},
787 journal = {Journal of Information Science and Engineering},
788 author = {Chen, Jian-Jia and Huang, Kai and Thiele, Lothar},
790 pages = {1073--1090},
791 url={http://www6.in.tum.de/Main/Publications/KHuang2012a.pdf}
796 title = {{The Green500 List of Heterogeneous Supercomputing Systems}},
797 url = {http://www.green500.org}
800 @MISC{U.S_Annual.Energy.Outlook.2014,
801 title = {{U.S. Energy Information Administration, Annual Energy Outlook 2014}},
802 url = {http://www.eia.gov/}
805 @MISC{U.S_Annual.Energy.Outlook.2015,
806 title = {{U.S. Energy Information Administration, Annual Energy Outlook 2015}},
807 url = {http://www.eia.gov/}
809 @inproceedings{pdsec2015,
810 author={Charr, Jean-Claude and Couturier, Raphael and Fanfakh, Ahmed and Giersch, Arnaud},
811 booktitle={Parallel and Distributed Processing Symposium Workshop (IPDPSW), 2015 IEEE International},
812 title={Energy Consumption Reduction with DVFS for Message Passing Iterative Applications on Heterogeneous Architectures},
815 keywords={Arrays;Computational modeling;Degradation;Energy consumption;Mathematical model;Message passing;Time-frequency analysis},
816 doi={10.1109/IPDPSW.2015.44},
820 @article{Energy_measurement,
823 journal={The Journal of Supercomputing},
826 doi={10.1007/s11227-014-1236-4},
827 title={Energy measurement, modeling, and prediction for processors with frequency scaling},
828 publisher={Springer US},
829 keywords={Dynamic voltage–frequency scaling; DVFS; SPEC CPU2006 benchmarks; Energy measurement; Energy models},
830 author={Rauber, Thomas and Rünger, Gudula and Schwind, Michael and Xu, Haibin and Melzner, Simon},
837 url = {http://www.grid5000.fr/}
841 title={Parallel programming: For multicore and cluster systems},
842 author={Rauber, Thomas and R{\"u}nger, Gudula},
844 publisher={Springer Science \& Business Media}
847 @article{EDP_for_multi_processors,
849 journal={Human-centric Computing and Information Sciences},
853 doi={10.1186/s13673-015-0046-x},
854 title={An energy-delay product study on chip multi-processors for variable stage pipelining},
855 publisher={Springer Berlin Heidelberg},
856 keywords={Chip multi-processors (CMP); Variable stage pipelining (VSP); Power-performance; Optimal pipeline},
857 author={Saravanan, Vijayalakshmi and Anpalagan, Alagan and Woungang, Isaac}
861 @INPROCEEDINGS{Energy_aware_application_scheduling,
862 author={Jian Chen and John, L.K.},
863 booktitle={Workload Characterization, 2008. IISWC 2008. IEEE International Symposium on},
864 title={Energy-aware application scheduling on a heterogeneous multi-core system},
867 keywords={fuzzy logic;power aware computing;processor scheduling;resource allocation;branch transition rate;energy-aware application scheduling mechanism;fuzzy logic;heterogeneous multicore processor;instruction dependency distance;power efficient computing;program execution;random scheduling approach;resource requirement;suitability-guided program scheduling mechanism;workload balancing;Algorithm design and analysis;Application software;Energy consumption;Fuzzy logic;Hardware;Multicore processing;Power engineering and energy;Power engineering computing;Processor scheduling;Scheduling algorithm},
868 doi={10.1109/IISWC.2008.4636086},
872 @INPROCEEDINGS{elusive_metric_for_low_power,
873 author = {Hsien-hsin S. Lee and Joshua B. Fryman and A. Utku Diril and Yuvraj S. Dhillon},
874 title = {The elusive metric for low-power architecture research},
875 booktitle = {In Proceedings of the Workshop on Complexity-Effective Design},
879 @incollection{Exploring_Energy_Performance_TradeOffs,
881 isbn={978-3-540-68039-0},
882 booktitle={High Performance Computing - HiPC 2006},
884 editor={Robert, Yves and Parashar, Manish and Badrinath, Ramamurthy and Prasanna, ViktorK.},
885 doi={10.1007/11945918_48},
886 title={Exploring Energy-Performance Trade-Offs for Heterogeneous Interconnect Clustered VLIW Processors},
887 publisher={Springer Berlin Heidelberg},
888 author={Nagpal, Rahul and Srikant, Y.N.},