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},
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 pages = {245:1--245:13},
39 author = {Jejurikar, Ravindra and Pereira, Cristiano and Gupta, Rajesh},
40 title = {Leakage Aware Dynamic Voltage Scaling for Real-time Embedded Systems},
41 booktitle = {Proceedings of the 41 st Annual Design Automation Conference},
44 isbn = {1-58113-828-8},
45 location = {San Diego, CA, USA},
48 doi = {10.1145/996566.996650},
51 address = {New York, NY, USA},
52 keywords = {EDF scheduling, critical speed, leakage power, low power scheduling, procrastication, real-time systems}
58 author = {Vishal Gupta and Hyesoon Kim and Karsten Schwan and Memory B},
59 title = {A Power-Performance Analysis of Memory-intensive Parallel Applications on a Manycore Platform},
64 author = {Nikzad Babaii Rizvandi and
66 title = {A Primarily Survey on Energy Efficiency in Cloud and Distributed
69 volume = {abs/1210.4690},
74 author = "Jee Whan Choi and Richard Vuduc",
75 title = "A roofline model of energy",
76 institution = "Georgia Institute of Technology",
85 author={Rountree, B. and Lowenthal, D.K. and Funk, S. and Freeh, Vincent W. and De Supinski, B.R. and Schulz, M.},
86 booktitle={Supercomputing, 2007. SC '07. Proceedings of the 2007 ACM/IEEE Conference on},
87 title={Bounding energy consumption in large-scale {MPI} programs},
91 keywords={Clustering algorithms;Delay effects;Dynamic voltage scaling;Energy consumption;Frequency;Government;Laboratories;Large-scale systems;Linear programming;Processor scheduling},
92 doi={10.1145/1362622.1362688}
96 author = "Malkowski, Konrad",
97 title = "Co-adapting scientific applications and architectures toward energy-efficient high performance computing",
98 school = "The Pennsylvania State University",
107 author={Kessler, C.W. and Melot, N. and Eitschberger, P. and Keller, J.},
108 booktitle={Power and Timing Modeling, Optimization and Simulation (PATMOS), 2013 23rd International Workshop on},
109 title={Crown scheduling: Energy-efficient resource allocation, mapping and discrete frequency scaling for collections of malleable streaming tasks},
113 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},
114 doi={10.1109/PATMOS.2013.6662176}
118 author={Kimura, H. and Sato, M. and Hotta, Y. and Boku, T. and Takahashi, D.},
119 booktitle={IEEE Cluster Computing, 2006},
120 title={Emprical study on Reducing Energy of Parallel Programs using Slack Reclamation by {DVFS} in a Power-scalable High Performance Cluster},
124 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},
125 doi={10.1109/CLUSTR.2006.311839},
130 author = {Lively, Charles and Xingfu Wu and Taylor, Valerie and Moore, Shirley and Chang, Hung-Ching and Cameron, Kirk},
131 title = {Energy and Performance Characteristics of Different Parallel Implementations of Scientific Applications on Multicore Systems},
132 journal = {Int. J. High Perform. Comput. Appl.},
133 issue_date = {August 2011},
141 doi = {10.1177/1094342011414749},
143 publisher = {Sage Publications, Inc.},
144 address = {Thousand Oaks, CA, USA},
145 keywords = {MPI, energy consumption, frequency scaling, hybrid MPI/OpenMP, multicore system, performance characteristics, scientific applications}
149 author = {Lizhe Wang a,b, Samee U. Khan c , Dan Chen a , Joanna Kołodziej d , Rajiv Ranjan e , Cheng-zhong Xu f ,Albert Zomaya},
150 title = {Energy-aware parallel task scheduling in a cluster},
151 journal = {Future Generation Computer Systems},
160 author={Huang, S. and Feng, W.},
161 booktitle={Cluster Computing and the Grid, 2009. CCGRID '09. 9th IEEE/ACM International Symposium on},
162 title={Energy-Efficient Cluster Computing via Accurate Workload Characterization},
166 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},
167 doi={10.1109/CCGRID.2009.88}
171 author = {Zhuo, Jianli and Chakrabarti, Chaitali},
172 title = {Energy-efficient Dynamic Task Scheduling Algorithms for DVS Systems},
173 journal = {ACM Trans. Embed. Comput. Syst.},
174 issue_date = {February 2008},
180 pages = {17:1--17:25},
183 doi = {10.1145/1331331.1331341},
186 address = {New York, NY, USA},
187 keywords = {DVS system, Dynamic task scheduling, energy minimization, optimal scaling factor, real time}
191 author = {Zong, Ziliang and Qin, Xiao and Ruan, Xiaojun and Bellam, Kiranmai and Nijim, Mais and Alghamdi, Mohamed},
192 title = {Energy-Efficient Scheduling for Parallel Applications Running on Heterogeneous Clusters},
193 booktitle = {Proceedings of the 2007 International Conference on Parallel Processing},
196 isbn = {0-7695-2933-X},
198 doi = {10.1109/ICPP.2007.39},
200 publisher = {IEEE Computer Society},
201 address = {Washington, DC, USA}
205 author = {Freeh, Vincent W. and Pan, Feng and Kappiah, Nandini and Lowenthal, David K. and Springer, Rob},
206 title = {Exploring the Energy-Time Tradeoff in {MPI} Programs on a Power-Scalable Cluster},
207 booktitle = {Proceedings of the 19th IEEE International Parallel and Distributed Processing Symposium (IPDPS'05) - Papers - Volume 01},
208 series = {IPDPS '05},
210 isbn = {0-7695-2312-9},
212 doi = {10.1109/IPDPS.2005.214},
214 publisher = {IEEE Computer Society},
218 author={Dong Li and De Supinski, B.R. and Schulz, M. and Cameron, K. and Nikolopoulos, D.S.},
219 booktitle={Parallel Distributed Processing (IPDPS), 2010 IEEE International Symposium on},
220 title={Hybrid MPI/OpenMP power-aware computing},
224 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},
225 doi={10.1109/IPDPS.2010.5470463},
231 author = {Hao Shen and
234 title = {Learning based {DVFS} for simultaneous temperature, performance
235 and energy management},
239 ee = {http://dx.doi.org/10.1109/ISQED.2012.6187575},
240 CCcrossref = {DBLP:conf/isqed/2012},
241 CCbibsource = {DBLP, http://dblp.uni-trier.de}
246 author = {Springer, Robert and Lowenthal, David K. and Rountree, Barry and Freeh, Vincent W.},
247 title = {Minimizing Execution Time in {MPI} Programs on an Energy-constrained, Power-scalable Cluster},
248 booktitle = {Proceedings of the Eleventh ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming},
249 series = {PPoPP '06},
251 isbn = {1-59593-189-9},
252 location = {New York, New York, USA},
255 doi = {10.1145/1122971.1123006},
258 address = {New York, NY, USA},
259 keywords = {MPI, energy, modeling, power, prediction}
263 added-at = {2011-12-01T00:00:00.000+0100},
264 author = {Rauber, Thomas and Rünger, Gudula},
265 booktitle = {SpringSim (CNS)},
266 crossref = {conf/springsim/2011-3},
267 editor = {Abhari, Abdolreza},
268 ee = {http://dl.acm.org/citation.cfm?id=2048418},
269 interhash = {6276d16bd7969248c4e77f8f64830d50},
270 intrahash = {1cd7e6aa9e6f55f1185c3157b9cde5c1},
273 publisher = {SCS/ACM},
274 timestamp = {2011-12-01T00:00:00.000+0100},
275 title = {Modeling the energy consumption for concurrent executions of parallel tasks.},
280 author = {Ge, Rong and Feng, Xizhou and Cameron, Kirk W.},
281 title = {Performance-constrained Distributed DVS Scheduling for Scientific Applications on Power-aware Clusters},
282 booktitle = {Proceedings of the 2005 ACM/IEEE Conference on Supercomputing},
285 isbn = {1-59593-061-2},
287 doi = {10.1109/SC.2005.57},
289 publisher = {IEEE Computer Society},
290 address = {Washington, DC, USA}
295 author = {Feng, Xizhou and Ge, Rong and Cameron, Kirk W.},
296 title = {Power and Energy Profiling of Scientific Applications on Distributed Systems},
297 booktitle = {Proceedings of the 19th IEEE International Parallel and Distributed Processing Symposium (IPDPS'05) - Papers - Volume 01},
298 series = {IPDPS '05},
300 isbn = {0-7695-2312-9},
302 doi = {10.1109/IPDPS.2005.346},
304 publisher = {IEEE Computer Society},
305 address = {Washington, DC, USA}
309 added-at = {2009-11-27T00:00:00.000+0100},
310 author = {Chen, Yen-Jun and Hsu, Ching-Hsien and Li, Kuan-Ching and Chang, Hsi-Ya and Wang, Shuen-Tai},
311 booktitle = {Infoscale},
312 crossref = {conf/infoscale/2009},
314 description = {dblp},
315 editor = {Mueller, Peter and Cao, Jian-Nong and Wang, Cho-Li},
316 ee = {http://dx.doi.org/10.1007/978-3-642-10485-5_8},
317 interhash = {d191ac30e6c4bd27288ffdf9e6d0e815},
318 intrahash = {4601b8a777bdf956bb48fa611b7556f5},
319 isbn = {978-3-642-10484-8},
322 publisher = {Springer},
323 series = {Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering},
324 timestamp = {2009-11-27T00:00:00.000+0100},
325 title = {Power Consumption Optimization of {MPI} Programs on Multi-core Clusters.},
331 author = {Laurenzano, Michael A. and Meswani, Mitesh and Carrington, Laura and Snavely, Allan and Tikir, Mustafa M. and Poole, Stephen},
332 title = {Reducing Energy Usage with Memory and Computation-aware Dynamic Frequency Scaling},
333 booktitle = {Proceedings of the 17th International Conference on Parallel Processing - Volume Part I},
334 series = {Euro-Par'11},
336 isbn = {978-3-642-23399-9},
337 location = {Bordeaux, France},
341 publisher = {Springer-Verlag},
342 address = {Berlin, Heidelberg},
343 keywords = {benchmarking, dynamic voltage frequency scaling, energy optimization, high performance computing, memory latency}
347 author = {Rizvandi, Nikzad Babaii and Taheri, Javid and Zomaya, Albert Y.},
348 title = {Some Observations on Optimal Frequency Selection in {DVFS}-based Energy Consumption Minimization},
349 journal = {J. Parallel Distrib. Comput.},
350 issue_date = {August, 2011},
356 pages = {1154--1164},
358 doi = {10.1016/j.jpdc.2011.01.004},
360 publisher = {Academic Press, Inc.},
361 address = {Orlando, FL, USA},
362 keywords = {DVFS, Energy efficiency, HPCS, Scheduling}
366 author = {Dhiman, Gaurav and Rosing, Tajana \v{S}imunic},
367 title = {System-level Power Management Using Online Learning},
368 journal = {Trans. Comp.-Aided Des. Integ. Cir. Sys.},
369 issue_date = {May 2009},
377 doi = {10.1109/TCAD.2009.2015740},
379 publisher = {IEEE Press},
380 address = {Piscataway, NJ, USA},
381 keywords = {Dynamic voltage frequency scaling, dynamic voltage frequency scaling, energy-performance trade-off, online learning, power management}
385 author={Yongpan Liu and Huazhong Yang and Dick, R.P. and Hui Wang and Li Shang},
386 booktitle={Quality Electronic Design, 2007. ISQED '07. 8th International Symposium on},
387 title={Thermal vs Energy Optimization for {DVFS}-Enabled Processors in Embedded Systems},
391 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},
392 doi={10.1109/ISQED.2007.158}
396 author={Fen Xie and Martonosi, M. and Malik, S.},
397 booktitle={Low Power Electronics and Design, 2005. ISLPED '05. Proceedings of the 2005 International Symposium on},
398 title={Bounds on power savings using runtime dynamic voltage scaling: an exact algorithm and a linear-time heuristic approximation},
402 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},
403 doi={10.1109/LPE.2005.195529}
407 author={Lizhe Wang and von Laszewski, G. and Dayal, J. and Fugang Wang},
408 booktitle={Cluster, Cloud and Grid Computing (CCGrid), 2010 10th IEEE/ACM International Conference on},
409 title={Towards Energy Aware Scheduling for Precedence Constrained Parallel Tasks in a Cluster with {DVFS}},
413 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},
414 doi={10.1109/CCGRID.2010.19}
418 author = {Yu-Liang Chou and Shaoshan Liu and Eui-Young Chung and Jean-Luc Gaudiot},
419 title = {An Energy and Performance Efficient {DVFS} Scheme for Irregular Parallel Divide-and-Conquer Algorithms on the {Intel SCC}},
420 journal ={IEEE Computer Architecture Letters},
422 number = {RapidPosts},
426 doi = {http://doi.ieeecomputersociety.org/10.1109/L-CA.2013.1},
427 publisher = {IEEE Computer Society},
428 address = {Los Alamitos, CA, USA}
432 title = "Energy-aware simulation with \{DVFS\} ",
433 journal = "Simulation Modelling Practice and Theory ",
438 note = "S.I.Energy efficiency in grids and clouds ",
440 doi = "http://dx.doi.org/10.1016/j.simpat.2013.04.007",
441 author = {Tom Guérout and Thierry Monteil and Georges Da Costa and Rodrigo Neves Calheiros and Rajkumar Buyya and Mihai Alexandru}
446 author={Kappiah, N. and Freeh, Vincent W. and Lowenthal, D.K.},
447 booktitle={Supercomputing, 2005. Proceedings of the ACM/IEEE SC 2005 Conference},
448 title={Just In Time Dynamic Voltage Scaling: Exploiting Inter-Node Slack to Save Energy in {MPI} Programs},
452 keywords={Computer science;Dynamic voltage scaling;Energy consumption;Energy efficiency;Frequency;Gears;Jitter;Microprocessors;Performance loss;Permission},
453 doi={10.1109/SC.2005.39}
457 author = {Cochran, Ryan and Hankendi, Can and Coskun, Ayse and Reda, Sherief},
458 title = {Identifying the Optimal Energy-efficient Operating Points of Parallel Workloads},
459 booktitle = {Proceedings of the International Conference on Computer-Aided Design},
460 series = {ICCAD '11},
462 isbn = {978-1-4577-1398-9},
463 location = {San Jose, California},
467 publisher = {IEEE Press},
472 title = "Adaptive energy-efficient scheduling algorithm for parallel tasks on homogeneous clusters ",
473 journal = "Journal of Network and Computer Applications ",
480 doi = "http://dx.doi.org/10.1016/j.jnca.2013.10.009",
481 author = {Wei Liu and Wei Du and Jing Chen and Wei Wang and GuoSun Zeng}
486 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},
487 title = {Leakage Current: Moore's Law Meets Static Power},
488 journal = {Computer},
489 issue_date = {December 2003},
497 doi = {10.1109/MC.2003.1250885},
499 publisher = {IEEE Computer Society Press},
500 address = {Los Alamitos, CA, USA}
504 author = {Le Sueur, Etienne and Gernot Heiser},
507 title = {Dynamic Voltage and Frequency Scaling: The Laws of Diminishing Returns},
508 booktitle = {Proceedings of the 2010 Workshop on Power Aware Computing and Systems (HotPower'10)},
509 address = {Vancouver, Canada}
513 author = {Cochran, Ryan and Hankendi, Can and Coskun, Ayse K. and Reda, Sherief},
514 title = {Pack \& Cap: Adaptive {DVFS} and Thread Packing Under Power Caps},
515 booktitle = {Proceedings of the 44th Annual IEEE/ACM International Symposium on Microarchitecture},
518 isbn = {978-1-4503-1053-6},
519 location = {Porto Alegre, Brazil},
522 doi = {10.1145/2155620.2155641},
529 author={Dhiman, G. and Rosing, T.S.},
530 booktitle={Low Power Electronics and Design (ISLPED), 2007 ACM/IEEE International Symposium on},
531 title={Dynamic voltage frequency scaling for multi-tasking systems using online learning},
535 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},
536 doi={10.1145/1283780.1283825}
540 author = {Azevedo, A. and Issenin, I. and Cornea, R. and Gupta, R. and Dutt, N. and Veidenbaum, A. and Nicolau, A.},
541 title = {Profile-Based Dynamic Voltage Scheduling Using Program Checkpoints},
542 booktitle = {Proceedings of the Conference on Design, Automation and Test in Europe},
545 isbn = {0-7695-1471-5},
548 publisher = {IEEE Computer Society},
549 address = {Washington, DC, USA}
553 author = {Miftakhutdinov, Rustam and Ebrahimi, Eiman and Patt, Yale N.},
554 title = {Predicting Performance Impact of {DVFS} for Realistic Memory Systems},
555 booktitle = {Proceedings of the 2012 45th Annual IEEE/ACM International Symposium on Microarchitecture},
558 isbn = {978-0-7695-4924-8},
559 location = {Vancouver, B.C., CANADA},
562 doi = {10.1109/MICRO.2012.23},
564 publisher = {IEEE Computer Society},
565 address = {Washington, DC, USA}
569 author={Dhiman, G. and Rosing, T.S.},
570 journal={Computer-Aided Design of Integrated Circuits and Systems, IEEE Transactions on},
571 title={System-Level Power Management Using Online Learning},
577 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},
578 doi={10.1109/TCAD.2009.2015740},
583 title = {{TOP500 Supercomputers Sites}},
584 url = {http://www.top500.org}
588 title = {{SimGrid: Versatile Simulation of Distributed Systems}},
589 url = {http://simgrid.org}
593 author = {{NASA Advanced Supercomputing Division}},
594 title = {{NAS} Parallel Benchmarks},
595 url = {http://www.nas.nasa.gov/publications/npb.html},
598 publisher = "https://www.nas.nasa.gov/publications/npb.html"
601 @InProceedings{Casanova:2008:SGF:1397760.1398183,
602 author = {Casanova, Henri and Legrand, Arnaud and Quinson,
604 title = {{SimGrid}: a Generic Framework for Large-Scale
605 Distributed Experiments},
606 booktitle = {Proceedings of the Tenth International Conference on
607 Computer Modeling and Simulation},
608 series = {UKSIM '08},
610 isbn = {978-0-7695-3114-4},
613 doi = {10.1109/UKSIM.2008.28},
615 publisher = {IEEE Computer Society},