1 @InProceedings { VL_Simutools_09,
2 x-invited-conference = {no},
3 title = {Accuracy Study and Improvement of Network Simulation in the SimGrid Framework},
5 booktitle = {SIMUTools'09, 2nd International Conference on Simulation Tools and Techniques},
7 x-international-audience = {yes},
8 author = {Velho , Pedro and Legrand, Arnaud},
9 pdf = {http://mescal.imag.fr/membres/arnaud.legrand/articles/simutools09.pdf},
13 @InProceedings{simgrid,
14 author = {Casanova, Henri and Legrand, Arnaud and Quinson, Martin},
15 title = {{SimGrid: a Generic Framework for Large-Scale Distributed Experiments}},
16 booktitle = {10th IEEE International Conference on Computer Modeling and Simulation},
22 @InProceedings{nstools07,
23 title = {Speed and Accuracy of Network Simulation in the SimGrid Framework},
24 author = {Kayo Fujiwara and Henri Casanova},
25 booktitle = {Proceedings of the First International Workshop on Network Simulation Tools (NSTools)},
27 pdf = {http://navet.ics.hawaii.edu/~casanova/homepage/papers/fujiwara_nstool2007.pdf},
31 @MastersThesis{msc_kayo,
32 author = {Kayo Fujiwara},
33 title = {Cost and Accuracy of Packet-Level vs. Analytical Network Simulations: An Empirical Study},
34 school = {Dept. of Information and Computer Sciences, University of Hawai`i at Manoa},
37 pdf = {http://navet.ics.hawaii.edu/~casanova/homepage/theses/kayo_fujiwara_MS.pdf},
42 @InProceedings{gras-iasted06,
43 title = {Gras: A Research & Development Framework for Grid and P2P Infrastructures},
44 author = {Martin Quinson},
45 booktitle = {18th IASTED International Conference on Parallel and Distributed Computing and Systems (PDCS'06)},
47 pdf = {http://www.loria.fr/~quinson/articles/gras-iasted06.pdf},
52 @InProceedings{hpdc06,
53 title = {The SimGrid Project - Simulation and Deployment of Distributed Applications},
54 author = {Arnaud Legrand and Martin Quinson and Kayo Fujiwara and Henri Casanova},
55 booktitle = {Proceedings of the IEEE International Symposium on High Performance Distributed Computing (HPDC-15)},
58 address = {Paris, France},
60 pdf = {http://navet.ics.hawaii.edu/~casanova/homepage/papers/simgrid_hpdc06.pdf},
64 @InProceedings{ccgrid03,
65 title = {Scheduling Distributed Applications: the SimGrid Simulation Framework},
66 author = {Henri Casanova and Arnaud Legrand and Loris Marchal},
67 booktitle = {Proceedings of the third IEEE International Symposium on Cluster Computing and the Grid (CCGrid'03)},
69 pdf = {http://www-id.imag.fr/Laboratoire/Membres/Legrand_Arnaud/articles/simgrid2_CCgrid03.pdf},
74 @TechReport{RR2002-40,
75 author = {Henri Casanova and Loris Marchal},
76 title = {A Network Model for Simulation of Grid Application},
77 institution = {LIP, ENS Lyon, France},
79 abstract = {In this work we investigate network models that can be
80 potentially employed in the simulation of scheduling algorithms for
81 distributed computing applications. We seek to develop a model of TCP
82 communication which is both high-level and realistic. Previous research
83 works show that accurate and global modeling of wide-area networks, such
84 as the Internet, faces a number of challenging issues. However, some
85 global models of fairness and bandwidth-sharing exist, and can be link
86 withthe behavior of TCP. Using both previous results and simulation (with
87 NS), we attempt to understand the macroscopic behavior of
88 TCP communications. We then propose a global model of the network for the
89 Grid platform. We perform partial validation of this model in
90 simulation. The model leads to an algorithm for computing
91 bandwidth-sharing. This algorithm can then be implemented as part of Grid
92 application simulations. We provide such an implementation for the
93 SimGrid simulation toolkit.},
94 type = {Research Report},
95 ps = {ftp://ftp.ens-lyon.fr/pub/LIP/Rapports/RR/RR2002/RR2002-40.ps.z},
101 @TechReport{RR2002-28,
102 author = {Arnaud Legrand and Julien Lerouge},
103 title = {MetaSimGrid : Towards realistic scheduling simulation of distributed applications},
104 institution = {LIP, ENS Lyon, France},
106 abstract = {Most scheduling problems are already hard on homogeneous
107 platforms, they become quite intractable in an heterogeneous
108 framework such as a metacomputing grid. In the best cases, a
109 guaranteed heuristic can be found, but most of the time, it is
110 not possible. Real experiments or simulations are often
111 involved to test or to compare heuristics. However, on a
112 distributed heterogeneous platform, such experiments are
113 technically difficult to drive, because of the genuine
114 instability of the platform. It is almost impossible to
115 guarantee that a platform which is not dedicated to the
116 experiment, will remain exactly the same between two tests,
117 thereby forbidding any meaningful comparison. Simulations are
118 then used to replace real experiments, so as to ensure the
119 reproducibility of measured data. A key issue is the
120 possibility to run the simulations against a realistic
121 environment. The main idea of trace-based simulation is to
122 record the platform parameters today, and to simulate the
123 algorithms tomorrow, against the recorded data: even though it
124 is not the current load of the platform, it is realistic,
125 because it represents a fair summary of what happened
126 previously. A good example of a trace-based simulation tool is
127 SimGrid, a toolkit providing a set of core abstractions and
128 functionalities that can be used to easily build simulators for
129 specific application domains and/or computing environment
130 topologies. Nevertheless, SimGrid lacks a number of convenient
131 features to craft simulations of a distributed application
132 where scheduling decisions are not taken by a single
133 process. Furthermore, modeling a complex platform by hand is
134 fastidious for a few hosts and is almost impossible for a real
135 grid. This report is a survey on simulation for scheduling
136 evaluation purposes and present MetaSimGrid, a simulator built
138 type = {Research Report},
139 ps = {ftp://ftp.ens-lyon.fr/pub/LIP/Rapports/RR/RR2002/RR2002-28.ps.gz},
146 @InProceedings{CCGRID.2001,
147 author = {Henri Casanova},
148 title = {Simgrid: A Toolkit for the Simulation of Application Scheduling},
149 booktitle ={Cluster Computing and the Grid, IEEE International Symposium on},
152 abstract = {Advances in hardware and software technologies have made it
153 possible to deploy parallel applications over increasingly large
154 sets of distributed resources. Consequently, the study of
155 scheduling algorithms for such applications has been an active area
156 of research. Given the nature of most scheduling problems one must
157 resort to simulation to effectively evaluate and compare their
158 efficacy over a wide range of scenarios. It has thus become
159 necessary to simulate those algorithms for increasingly complex
160 distributed, dynamic, heterogeneous environments. In this paper we
161 present SimGrid, a simulation toolkit for the study of scheduling
162 algorithms for distributed application. This paper gives the main
163 concepts and models behind SimGrid, describes its API and
164 highlights current implementation issues. We also give some
165 experimental results and describe work that builds on SimGrid's
167 doi = {http://doi.ieeecomputersociety.org/10.1109/CCGRID.2001.923223},
168 publisher = {IEEE Computer Society},
169 address = {Los Alamitos, CA, USA},
174 Address = {Toulouse, France},
175 Author = {Charrier, Ghislain and Caniou, Yves},
176 Booktitle = {19emes Rencontres francophonnes du Parall{\'e}lisme (RenPar'19)},
177 Month = {Septembre 9-11},
178 Title = {Ordonnancement et r{\'e}allocation de t{\^a}ches sur une grille de calcul},
183 @inproceedings{RenparLN09,
184 Address = {Toulouse, France},
185 Author = {Helene Renard},
186 Booktitle = {19emes Rencontres francophonnes du Parall{\'e}lisme (RenPar'19)},
187 Month = {Septembre 9-11},
188 Title = {Comparaisons
189 entre le simulateur SimGrid et une application
190 r{\'e}elle pour {\'e}valuer les algorithmes d'{\'e}quilibre de charge et de
191 redistribution de donn{\'e}es},
192 pdf = {http://www.irit.fr/Toulouse2009/Toulouse2009/papiers/paper10.pdf},
197 @inproceedings{1372508,
198 author = {Bouabache, Fatiha and Herault, Thomas and Fedak, Gilles and Cappello, Franck},
199 title = {Hierarchical Replication Techniques to Ensure Checkpoint Storage Reliability in Grid Environment},
200 booktitle = {CCGRID '08: Proceedings of the 2008 Eighth IEEE International Symposium on Cluster Computing and the Grid},
202 isbn = {978-0-7695-3156-4},
204 doi = {http://dx.doi.org/10.1109/CCGRID.2008.95},
205 publisher = {IEEE Computer Society},
206 address = {Washington, DC, USA},
210 @InProceedings{gallet09,
211 title = {Efficient Scheduling of Task Graph Collections on Heterogeneous Resources},
212 author = {Matthieu Gallet and Loris Marchal and Fr{\'e}d{\'e}ric Vivien},
213 booktitle = {International Parallel and Distributed Processing Symposium (IPDPS'2009)},
219 @InProceedings{Kurt09,
220 title = {Improving The Scalability of SimGrid Using Dynamic Routing},
221 author = {S. De Munck, K. Vanmechelen and J. Broeckhove},
222 booktitle = {Proceedings of ICCS},
228 @InProceedings{benoit08,
229 title = {Offline and online scheduling of concurrent bags-of-tasks on heterogeneous platforms},
230 author = {Anne Benoit and Loris Marchal and Jean-Francois Pineau and Yves Robert and Fr{\'e}d{\'e}ric Vivien},
231 booktitle = {10th Workshop on Advances in Parallel and Distributed Computational Models (APDCM 2008), IEEE Computer Society Press},
237 @InProceedings{Hernandez08,
238 title = {Scheduling DAGs on Grids with Copying and Migration},
239 author = {Israel Hernandez and Murray Cole},
240 booktitle = {Parallel Processing and Applied Mathematics 2007 (PPAM07), LNCS 4967},
243 url = {http://www.springerlink.com/content/l555166254q2778p/?p=754ec30fb8044cce9f3f18dc9f304f4f&pi=107},
247 @InProceedings{Kurt08,
248 title = {Scalability of Grid Simulators : An Evaluation},
249 author = {W. Depoorter, N. De Moor, K. Vanmechelen and J. Broeckhove},
250 booktitle = {Proceedings of Europar 2008, Lecture Notes in Computer Science (LNCS 5168)},
256 @InProceedings{Hunold08,
257 title = {Scheduling Dynamic Workflows onto Clusters of Clusters using Postponing},
258 author = {Sascha Hunold, Thomas Rauber and Fr{\'e}d{\'e}ric Suter},
259 booktitle = {Proceedings of the 3rd International Workshop on Workflow Systems in e-Science (WSES 08)},
260 address= {Lyon, France},
266 @InProceedings{Heien08,
267 title = {Computing Low Latency Batches with Unreliable Workers in Volunteer Computing Environments},
268 author = {Eric Heien, N. Fujimoto, and Kenichi Hagihara},
269 booktitle = {PCGrid 2008, Workshop on Volunteer Computing and Desktop Grids},
274 @InProceedings{Hernandez07,
275 title = {Reliable DAG Scheduling with Rewinding and Migration},
276 author = {Israel Hernandez and Murray Cole},
277 booktitle = {First International Conference on Networks for Grid Applications (GridNets07)},
280 url = {http://portal.acm.org/citation.cfm?id=1386610.1386614},
284 @InProceedings{Hernandez07*2,
285 title = {Reactive Grid Scheduling of DAG Applications},
286 author = {I. Hernandez and M. Cole},
287 booktitle = {Parallel and Distributed Computing and Networks},
289 url = {http://www.actapress.com/PaperInfo.aspx?PaperID=29625},
293 @InProceedings{Hunold07,
294 title = {Dynamic Scheduling of Multi-Processor Tasks on Clusters of Clusters},
295 author = {S. Hunold, T. Rauber and G. Rünger},
296 booktitle = {Proceedings of the Sixth International Workshop on Algorithms,
297 Models and Tools for Parallel Computing on Heterogeneous Networks
299 address = {Austin, TX, USA},
305 @InProceedings{Suter07,
306 title = {Scheduling Delta-Critical Tasks in Mixed-Parallel Applications on a National Grid},
307 author = {Fr{\'e}d{\'e}ric Suter},
308 booktitle = {8th IEEE/ACM International Conference on Grid Computing (Grid 2007)},
309 address = {Austin, TX, USA},
316 title = {Brokering strategies in computational grids using stochastic prediction models},
317 author = {Vandy Berten and Bruno Gaujal},
318 journal = {Parallel Computing},
323 url = {http://dev.ulb.ac.be/sched/articles/PARCO.pdf},
327 @InProceedings{Ferrandiz07,
328 title = {Managing Scheduling and Replication in the LHC Grid},
329 author = {Thomas Ferrandiz and Vania Marangozova},
330 booktitle = {CoreGrid Workshop on middleware},
336 title = {Simbatch: an API for simulating and predicting the performance of parallel resources and batch systems.},
337 author = {Jean-S{\'e}bastien Gay and Yves Caniou},
338 type = {Research Report},
340 institution = {INRIA},
343 url = {https://hal.inria.fr/inria-00115880},
347 @InProceedings{GayRenpar06,
348 title = {Simbatch : une API pour la simulation et la pr{\'e}diction de performances de syst{\`e}mes batch},
349 author = {Jean-S{\'e}bastien Gay and Yves Caniou},
350 booktitle = {17{\`e}me Rencontres Francophones du Parall{\'e}lisme, des Architectures et des Syst{\`e}mes, RenPar'17},
356 @InProceedings{Vanderster06,
357 title = {Metascheduling Multiple Resource Types using the MMKP},
358 author = {D. Vanderster, N. Dimopoulos, R. Sobie},
359 booktitle = {7th IEEE/ACM International Conference on Grid Computing},
360 address = {Barcelona},
366 @InProceedings{Banino06,
367 title = {Master-Slave Tasking on Asymmetric Networks},
368 author = {Cyril Banino-Rokkones, Olivier Beaumont and Lasse Natvig},
369 booktitle = {Proceedings of 12th International Euro-Par Conference, Euro-Par'06},
373 address = {Dresden, Germany},
377 @InProceedings{Tchimou06,
378 title = {Critical Path and Area Based Scheduling of Parallel Task Graphs on Heterogeneous Platforms},
379 author = {Tchimou N'Takp{\'e} and Fr{\'e}d{\'e}ric Suter},
380 booktitle = {Proceedings of the Twelfth International Conference on Parallel and Distributed Systems (ICPADS)},
381 address = {Minneapolis, MN},
387 @InProceedings{Vanderster06*2,
388 title = {Sensitivity Analysis of Knapsack-based Task Scheduling on the Grid},
389 author = {D.C. Vanderster and N.J. Dimopoulos},
390 booktitle = {Proceedings of The 20th ACM International Conference on Supercomputing},
391 address = {Cairns, Australia},
394 url = {http://portal.acm.org/citation.cfm?id=1183401.1183446&coll=GUIDE&dl=%23url.coll},
398 @InProceedings{Senger06,
399 title = {Hierarchical Scheduling of Independent Tasks with Shared Files},
400 author = {H. Senger, F. Silva, W. Nascimento},
401 booktitle = {Proceedings of the Sixth IEEE International Symposium on Cluster Computing and the Grid Workshop (CCGRIDW'06)},
402 address = {Singapore},
405 url = {http://www.unisantos.br/mestrado/informatica/hermes/File/senger-HierarchicalScheduling-Workshop-TB120.pdf},
409 @InProceedings{Vanderster06*3,
410 title = {Evaluation of Knapsack-based Scheduling using the NPACI JOBLOG},
411 author = {D. Vanderster, N. Dimopoulos, R. Parra-Hernandez and R. Sobie},
412 booktitle = {20th International Symposium on High-Performance Computing in an Advanced Collaborative Environment (HPCS'06)},
413 address = {St. John's, Newfoundland, Canada},
416 url = {http://doi.ieeecomputersociety.org/10.1109/HPCS.2006.23},
420 @InProceedings{Ohsaki05,
421 title = {On Dynamic Resource Management Mechanism using Control Theoretic Approach for Wide-Area Grid Computing},
422 author = {Hiroyuki Ohsaki, Soushi Watanabe, and Makoto Imase},
423 booktitle = {Proceedings of IEEE Conference on Control Applications (CCA 2005)},
426 url = {http://www.ispl.jp/~oosaki/papers/Ohsaki05_CCA.pdf},
430 @InProceedings{Caron05,
431 title = {Evaluation of Meta-scheduler Architectures and Task Assignment Policies for high Throughput Computing},
432 author = {Eddy Caron, Vincent Garonne and Andrei Tsaregorodtsev},
433 booktitle = {Proceedings of 4th Internationnal Symposium on Parallel and Distributed Computing Job Scheduling Strategies for Parallel Processing (ISPDC'05)},
436 pdf = {http://www.ens-lyon.fr/LIP/Pub/Rapports/RR/RR2005/RR2005-27.pdf},
440 @InProceedings{Renard05,
441 title = {Algorithmes de redistribution de donn{\'e}es pour anneaux de processeurs h{\'e}t{\'e}rog{\`e}nes},
442 author = {H{\'e}l{\'e}ne Renard, Yves Robert and Fr{\'e}d{\'e}ric Vivien},
443 booktitle = {16i{\`e}me Rencontres Francophones du Parall{\'e}lisme des Architectures et des Syst{\`e}mes},
444 address = {Le Croisic, France},
447 ps = {http://www.polytech.unice.fr/~hrenard/recherche/Renpar16.ps},
451 @InProceedings{Caron04,
452 title = {Deadline Scheduling with Priority for Client-Server Systems on the Grid},
453 author = {Eddy Caron, PK Chouhan, Fr{\'e}d{\'e}ric Desprez},
454 booktitle = {IEEE International Conference On Grid Computing. Super Computing 2004},
460 @InProceedings{Caniou04,
461 title = {Efficient Scheduling Heuristics for GridRPC Systems},
462 author = {Yves Caniou and Emmanuel Jeannot},
463 booktitle = {IEEE QoS and Dynamic System workshop (QDS) of International Conference on Parallel and Distributed Systems (ICPADS)},
464 address = {New-Port Beach California, USA},
468 ps = {http://graal.ens-lyon.fr/~ycaniou/QDS04.ps},
472 @InProceedings{Santos04,
473 title = {Exploiting Replication and Data Reuse to Efficiently Schedule Data-intensive Applications on Grids},
474 author = {E. Santos-Neto, W. Cirne, F. Brasileiro, A. Lima.},
475 booktitle = {Proceedings of 10th Job Scheduling Strategies for Parallel Processing},
478 pdf = {http://www.lsd.ufcg.edu.br/~elizeu/articles/jsspp.v6.pdf},
482 @InProceedings{Hernandez04,
483 title = {Resource Management and Knapsack Formulations on the Grid},
484 author = {R. Parra-Hernandez, D. Vanderster and N. J. Dimopoulos},
485 booktitle = {Fifth IEEE/ACM International Workshop on Grid Computing (GRID'04)},
487 url = {http://doi.ieeecomputersociety.org/10.1109/GRID.2004.54},
491 @InProceedings{Ferreto04,
492 title = {Scheduling BoT Applications in Grids using a Slave Oriented Adaptive Algorithm.},
493 author = {T. Ferreto, C. A. F. De Rose and C. Northfleet.},
494 booktitle = {Second International Symposium on Parallel and Distributed Processing and Applications (ISPA)},
496 address = {Hong Kong},
500 @InProceedings{Renard04,
501 title = {Data redistribution algorithms for heterogeneous processor rings},
502 author = {H{\'e}l{\'e}ne Renard, Yves Robert and Fr{\'e}d{\'e}ric Vivien},
503 booktitle = {International Conference on High Performance Computing HiPC'2004},
505 pdf = {http://www.polytech.unice.fr/~hrenard/recherche/Hipc.pdf},
509 @InProceedings{Yao03,
510 title = {Link-Contention-Aware Genetic Scheduling Using Task Duplication in Grid Environments},
511 author = {Wensheng Yao, Xiao Xie and Jinyuan You},
512 booktitle = {Grid and Cooperative Computing: Second International Workshop, GCC 2003},
513 address = {Shanghai, China},
516 pdf = {http://www.chinagrid.edu.cn/chinagrid/download/GCC2003/pdf/266.pdf},
520 @InProceedings{caniou03,
521 title = {New Dynamic Heuristics in the Client-Agent-Server Model},
522 author = {Yves Caniou and Emmanuel Jeannot},
523 booktitle = {IEEE 13th Heteregeneous Computing Workshop - HCW'03},
524 address = {Nice, France},
527 ps = {http://graal.ens-lyon.fr/~ycaniou/HCW03.ps},
531 @InProceedings{caron03,
532 title = {A Hierarchical Resource Reservation Algorithm for Network Enabled Servers},
533 author = {Eddy Caron, Fr{\'e}d{\'e}ric Desprez, Franck Petit, V. Villain},
534 booktitle = {17th International Parallel and Distributed Processing Symposium -- IPDPS'03},
535 address = {Nice - France},
549 @InProceedings{Bertin08,
550 title = {Toward a Fully Decentralized Algorithm for Multiple Bag-of-tasks Application Scheduling on Grids},
551 author = {R{\'e}mi Bertin, Arnaud Legrand, and Corinne Touati},
552 booktitle = {IEEE/ACM International Conference on Grid Computing (Grid)},
553 address = {Tsukuba, Japan},
558 @InProceedings{Dubois07,
559 title = {Assessing the Quality of Automatically Built Network Representations},
560 author = {Lionel Eyraud-Dubois and Martin Quinson},
561 booktitle = {Seventh IEEE International Symposium on Cluster Computing and the Grid (CCGrid 2007)},
564 address = {Rio de Janeiro, Brazil},
568 @InProceedings{Tchimou07,
569 title = {A Comparison of Scheduling Approaches for Mixed-Parallel Applications on Heterogeneous Platforms},
570 author = {Tchimou N'takp{\'e}, Fr{\'e}d{\'e}ric Suter, and Henri Casanova},
571 booktitle = {6th International Symposium on Parallel and Distributed Computing},
572 address = {Hagenberg, Austria},
578 @InProceedings{Dubois07*2,
579 title = {A First Step Towards Automatically Building Network Representations},
580 author = {Lionel Eyraud-Dubois, Arnaud Legrand, Martin Quinson and Fr{\'e}d{\'e}ric Vivien},
581 booktitle = {12th International Euro-Par Conference},
584 address = {Rennes, France},
589 title = {Centralized Versus Distributed Schedulers Multiple Bag-of-Tasks Applications},
590 author = {Olivier Beaumont, Larry Carter, Jeanne Ferrante, Arnaud Legrand, Loris Marchal, and Yves Robert},
591 journal = {IEEE Trans. Parallel Distributed Systems},
596 @InProceedings{Casanova06,
597 title = {On the Harmfulness of Redundant Batch Requests},
598 author = {H. Casanova},
599 booktitle = {Proceedings of the IEEE International Symposium on High Performance Distributed Computing (HPDC-15)},
600 address = {Paris, France},
603 pdf = {http://navet.ics.hawaii.edu/~casanova/homepage/papers/hpdc_2006.pdf},
607 @InProceedings{Cardinale06,
608 title = {An evaluation of Job Scheduling Strategies for Divisible Loads on Grid Platforms},
609 author = {Y. Cardinale, H. Casanova},
610 booktitle = {Proceedings of the High Performance Computing & Simulation Conference (HPC&S'06)},
611 address = {Bonn, Germany},
614 pdf = {http://navet.ics.hawaii.edu/~casanova/homepage/papers/cardinale_2006.pdf},
618 @InProceedings{Beaumont06,
619 title = {Centralized Versus Distributed Schedulers Multiple Bag-of-Tasks Applications},
620 author = {Olivier Beaumont, Larry Carter, Jeanne Ferrante, Arnaud Legrand, Loris Marchal, and Yves Robert},
621 booktitle = {International Parallel and Distributed Processing Symposium IPDPS'2006},
627 title = {Interference-Aware Scheduling},
628 author = {B. Kreaseck, L. Carter, H. Casanova, J. Ferrante, S. Nandy},
629 journal = {International Journal of High Performance Computing Applications (IJHPCA)},
631 pdf = {http://navet.ics.hawaii.edu/~casanova/homepage/papers/kreaseck_ijhpca_2005.pdf},
635 @InProceedings{Suter04,
636 title = {From Heterogeneous Task Scheduling to Heterogeneous Mixed Data and Task Parallel Scheduling},
637 author = {F. Suter, V. Boudet, F. Desprez, H. Casanova},
638 booktitle = {Proceedings of Europar, 230--237, (LCNS volume 3149)},
641 address = {Pisa, Italy},
645 @InProceedings{Kreaseck04,
646 title = {On the Interference of Communication on Computation},
647 author = {B. Kreaseck, L. Carter, H. Casanova, J. Ferrante},
648 booktitle = {Proceedings of the workshop on Performance Modeling, Evaluation, and Optimization of Parallel and Distributed Systems},
649 address = {Santa Fe},
652 pdf = {http://navet.ics.hawaii.edu/~casanova/homepage/papers/k_pmeo2004.pdf
657 @InProceedings{Yang03,
658 title = {RUMR: Robust Scheduling for Divisible Workloads},
659 author = {Y. Yang, H. Casanova},
660 booktitle = {Proceedings of the 12th IEEE Symposium on High Performance and Distributed Computing (HPDC-12)},
664 pdf = {http://navet.ics.hawaii.edu/~casanova/homepage/papers/yang_hpdc2003.pdf},
669 title = {Resource Allocation Strategies for Guided Parameter Space Searches},
670 author = {M. Faerman, A. Birnbaum, F. Berman, H. Casanova},
671 booktitle = {International Journal of High Performance Computing Applications (IJHPCA)},
679 @InProceedings{Faerman02,
680 title = {Resource Allocation for Steerable Parallel Parameter Searches},
681 author = {M. Faerman, A. Birnbaum, H. Casanova, F. Berman},
682 booktitle = {Proceedings of the Grid Computing Workshop},
683 address = {Baltimore},
686 pdf = {http://grail.sdsc.edu/projects/vi_itr/grid02.pdf},
690 @InProceedings{Smallen01,
691 title = {Applying Scheduling and Tuning to On-line Parallel Tomography },
692 author = {Shava Smallen, Henri Casanova, Francine Berman},
693 booktitle = {Proceedings of Supercomputing},
698 @InProceedings{Casanova00,
699 title = {Heuristics for Scheduling Parameter Sweep applications in Grid environments},
700 author = {Henri Casanova, Arnaud Legrand, Dmitrii Zagorodnov and Francine Berman},
701 booktitle = {Proceedings of the 9th Heterogeneous Computing workshop (HCW'2000)},
703 pdf = {http://navet.ics.hawaii.edu/~casanova/homepage/papers/hcw00_pst.pdf}