1 @Article{talbi2002TaxonomyOfMth,
3 title = {A Taxonomy of Hybrid Metaheuristics},
4 journal = {Journal of Heuristics},
10 annote = {Kluwer Academic Publishers}
15 title={Metaheuristics: From Design to Implementation},
20 @Unpublished{ Pierskalla1967Q3AP,
21 author = {W. P. Pierskalla},
22 title = {The Multi-Dimensional Assignment Problem},
23 note = {Technical Memorandum No. 93, Operations Research Department, CASE Institute of Technology},
28 @Article{ Hahn2008q3ap,
29 AUTHOR = {P. M. Hahn and B. J. Kim and T. Stützle and S. Kanthak and W. L. Hightower and Z. Ding and H. Samra and M. Guignard},
30 TITLE = {The Quadratic Three-dimensional Assignment Problem: Exact and Approximate Solution Methods},
31 JOURNAL = {European Journal of Operational Research },
39 title = {Future paths for integer programming and links to artificial intelligence},
40 journal = {Computers and Operations Research},
48 @article{Ahuja:2007:VLN:1528422.1528438,
49 author = {R. K. Ahuja and K. C. Jha and J. B. Orlin and D. Sharma},
50 title = {Very Large-Scale Neighborhood Search for the Quadratic Assignment Problem},
51 journal = {INFORMS Journal on Computing},
52 issue_date = {Fall 2007},
60 url = {http://dx.doi.org/10.1287/ijoc.1060.0201},
61 doi = {10.1287/ijoc.1060.0201},
63 publisher = {INFORMS},
64 address = {Institute for Operations Research and the Management Sciences (INFORMS), Linthicum, Maryland, USA},
65 keywords = {combinatorial optimization, computational testing, heuristics, neighborhood search, quadratic assignment problem}
68 @article{DBLP:journals/ijfcs/LoukilMMTB12,
69 author = {L. Loukil and
74 title = {Parallel Hybrid Genetic Algorithms for Solving Q3AP on Computational
76 journal = {Int. J. Found. Comput. Sci.},
81 ee = {http://dx.doi.org/10.1142/S0129054112400242},
82 bibsource = {DBLP, http://dblp.uni-trier.de}
85 @Article{stutzle2006ILSforQAP,
86 AUTHOR = {T. Stutzle},
87 TITLE = {Iterated local search for the quadratic assignment problem},
88 JOURNAL = {European Journal of Operational Research},
96 @Article{Glover1989TS,
98 title = {Tabu search},
99 journal = {{ORSA Journal on Computing}},
106 @Article{ Kirkpatrick1983SA,
107 author = {S. Kirkpatrick and C. D. Gellat and M. P. Vecchi},
108 title = {Optimization by simulated annealing},
115 @TechReport{stutzle1999ILSforQAP,
116 author = {T. Stutzle},
117 title = {Iterated local search for the quadratic assignment problem},
118 institution = {AIDA-99-03, FG Intellektik, FB Informatik, TU Darmstadt},
123 @InCollection{DBLP:reference/opt/HansenM09,
124 author = {P. Hansen and N. Mladenovic},
125 title = {Variable Neighborhood Search Methods},
126 booktitle = {Encyclopedia of Optimization},
128 pages = {3975 - 3989},
129 ee = {http://dx.doi.org/10.1007/978-0-387-74759-0_694},
130 crossref = {DBLP:reference/opt/2009},
131 bibsource = {DBLP, http://dblp.uni-trier.de}
134 @Article{HansenMladenovic1997VNS,
135 author = {P. Hansen and N. Mladenovic},
136 title = {Variable neighborhood search},
137 journal = {Computers and Operations Research},
141 pages = {1097 - 1100}
144 @inproceedings{luong2010large,
145 title = {Large Neighborhood Local Search Optimization on Graphics Processing Units},
146 author = {T. V. Luong and N. Melab and E-G. Talbi},
147 booktitle = {{Workshop on Large-Scale Parallel Processing (LSPP) in Conjunction with the International Parallel \& Distributed Processing Symposium (IPDPS)}},
148 address = {Atlanta, {\'E}tats-Unis},
150 pdf = {http://hal.inria.fr/inria-00520465/PDF/journalGPU.pdf}
153 @incollection{luong2012ppsn,
154 author={T. V. Luong and E. Taillard and N. Melab and E-G. Talbi},
155 title={Parallelization Strategies for Hybrid Metaheuristics Using a Single GPU and Multi-core Resources},
156 isbn={978-3-642-32963-0},
157 booktitle={Parallel Problem Solving from Nature - PPSN XII},
158 series={Lecture Notes in Computer Science},
159 url={http://dx.doi.org/10.1007/978-3-642-32964-7_37},
160 publisher={Springer Berlin Heidelberg},
168 title = {{A GPU implementation of the simulated annealing heuristic
169 for the quadratic assignment problem}},
171 volume = {abs/1208.2675},
173 url = {http://arxiv.org/abs/1208.2675}
177 author = {J. M. Cecilia and J. M. García and A. Nisbet and M. Amos and M. Ujaldón},
178 title = {{Enhancing data parallelism for ant colony optimization on GPUs}},
179 journal = {Journal of Parallel and Distributed Computing},
186 @article{pinel2012JPDC,
187 author = {F. Pinel and B. Dorronsoro and P. Bouvry},
188 title = {{Solving very large instances of the scheduling of independent tasks problem on the GPU}},
189 journal = {Journal of Parallel and Distributed Computing},
196 @inproceedings{pugace,
197 title = {{PUGACE, a cellular Evolutionary Algorithm framework on GPUs }},
198 author = {N. Soca and J. L. Blengio and M. Pedemonte and P. Ezzatti},
199 booktitle = {{IEEE Congress on Evolutionary Computation (CEC)}},
203 @inproceedings{libCuda,
204 author = {Y. S. G. Nashed and R. Ugolotti and P. Mesejo and S. Cagnoni},
205 title = {{libCudaOptimize: An open source library of GPU-based metaheuristics}},
206 booktitle = {Proceedings of the Fourteenth International Conference on Genetic and Evolutionary Computation Conference Companion},
207 series = {GECCO Companion '12},
212 @techreport{taillardFant,
213 author = {E. D. Taillard},
214 title = {{FANT: Fast ant system}},
215 booktitle={Technical Report, IDSIA-46-98},
216 series={Lugano: IDSIA},
221 author ={A. Delévacq and P. Delisle and M. Gravel and M. Krajecki},
222 title = {{Parallel ant colony optimization on graphics processing units}},
223 journal = {Journal of Parallel and Distributed Computing},
230 @incollection{paradiseoGPU,
231 author={Melab, N. and Luong, T. V. and Boufaras, K. and Talbi, E.-G.},
232 title={Towards ParadisEO-MO-GPU: a framework for GPU-based local search metaheuristics},
233 booktitle={Advances in Computational Intelligence},
234 series={Lecture Notes in Computer Science},
240 @incollection{luongMultiStart,
241 author={T. V. Luong and N. Melab and E.-G. Talbi},
242 title={{GPU-based multi-start local search algorithms}},
243 booktitle={Learning and Intelligent Optimization},
244 series={Lecture Notes in Computer Science},
250 @incollection{wongOldGPU2006,
251 author={T. T. Wong and ML Wong},
252 title={{Parallel evolutionary algorithms on consumer-level graphics processing unit}},
253 booktitle={Parallel Evolutionary Computations},
254 series={Studies in Computational Intelligence},
260 @inproceedings{tsutsui,
261 author = {S. Tsutsui and N. Fujimoto},
262 title = {{ACO with tabu search on a GPU for solving QAPs using move-cost adjusted thread assignment}},
263 booktitle = {{Proceedings of the 13th annual conference on Genetic and Evolutionary Computation}},
264 series = {GECCO '11},
265 pages = {1547--1554},
269 @inproceedings{tsutsuiGAQAP,
270 author = {S. Tsutsui and N. Fujimoto},
271 title = {{Solving quadratic assignment problems by genetic algorithms with GPU computation: a case study}},
272 booktitle = {Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers},
273 series = {GECCO '09},
274 pages = {2523--2530},
278 @incollection{maitreEASEA,
279 author={K. Frédéric and M. Ogier and J. Santiago and B. Laurent and C. Pierre},
280 title={{Speedups between 70 and 120 for a generic local search memetic algorithm on a single GPGPU chip}},
281 booktitle={{Applications of Evolutionary Computation}},
282 series={Lecture Notes in Computer Science},
288 @incollection{albaCGAGPU,
289 author={P. Vidal and E. Alba},
290 title={{Cellular genetic algorithm on graphic processing units}},
291 booktitle={Nature Inspired Cooperative Strategies for Optimization (NICSO 2010)},
292 series={Studies in Computational Intelligence},
298 @inproceedings{maitre2009,
299 author = {O. Maitre and L. Baumes and N. Lachiche and A. Corma and P. Collet},
300 title = {{Coarse grain parallelization of evolutionary algorithms on GPGPU cards with EASEA}},
301 booktitle = {Proceedings of the 11th Annual conference on Genetic and evolutionary computation},
302 series = {GECCO '09},
303 pages = {1403--1410},
307 @inproceedings{kannan,
308 author = {S. Kannan and R. Ganji},
309 title = {{Porting AutoDock to CUDA}},
310 booktitle = {IEEE Congress on Evolutionary Computation},
315 @incollection{yu2005,
317 isbn={978-3-540-28320-1},
318 booktitle={Advances in Natural Computation},
320 series={Lecture Notes in Computer Science},
321 doi={10.1007/11539902_134},
322 title={Parallel Genetic Algorithms on Programmable Graphics Hardware},
323 url={http://dx.doi.org/10.1007/11539902_134},
324 author={Q. Yu and C. Chen and Z. Pan},
328 @inproceedings{li2007,
329 author = {J. M. Li and X. J. Wang and R. S. He and Z. X. Chi},
330 title = {An Efficient Fine-grained Parallel Genetic Algorithm Based on GPU-Accelerated},
331 booktitle = {Proceedings of the 2007 IFIP International Conference on Network and Parallel Computing Workshops},
334 isbn = {0-7695-2943-7},
338 publisher = {IEEE Computer Society},
339 address = {Washington, DC, USA}
342 @incollection{pospichal10,
344 isbn={978-3-642-12238-5},
345 booktitle={Applications of Evolutionary Computation},
347 series={Lecture Notes in Computer Science},
348 doi={10.1007/978-3-642-12239-2_46},
349 title={{Parallel genetic algorithm on the CUDA architecture}},
350 url={http://dx.doi.org/10.1007/978-3-642-12239-2_46},
351 publisher={Springer Berlin Heidelberg},
352 author={P. Pospichal and J. Jaros and J. Schwarz},
356 @incollection{zhang09,
358 isbn={978-3-642-04842-5},
359 booktitle={Advances in Computation and Intelligence},
361 series={Lecture Notes in Computer Science},
362 editor={Cai, Zhihua and Li, Zhenhua and Kang, Zhuo and Liu, Yong},
363 doi={10.1007/978-3-642-04843-2_4},
364 title={Implementation of Parallel Genetic Algorithm Based on {CUDA}},
365 url={http://dx.doi.org/10.1007/978-3-642-04843-2_4},
366 publisher={Springer Berlin Heidelberg},
367 keywords={Genetic Algorithm; Parallel Genetic Algorithm; Cuda},
368 author={S. Zhang and Z. He},
372 @inproceedings{zhou2009,
373 author = {Y. Zhou and Y. Tan},
374 title = {{GPU-based parallel particle swarm optimization}},
375 booktitle = {Proceedings of the Eleventh Conference on Congress on Evolutionary Computation},
378 isbn = {978-1-4244-2958-5},
379 location = {Trondheim, Norway},
380 pages = {1493--1500},
382 url = {http://dl.acm.org/citation.cfm?id=1689599.1689796},
384 publisher = {IEEE Press},
385 address = {Piscataway, NJ, USA}
388 @article{Janiak_et_al_2008,
389 title={{Tabu search on GPU}},
390 author={A. Janiak and W. Janiak and M. Lichtenstein},
391 journal={Journal of Universal Computer Science},
398 @article{zhu_et_al_2008,
399 title={{SIMD tabu search for the quadratic assignment problem with graphics hardware acceleration}},
400 author={W. Zhu and J. Curry and A. Marquez},
401 journal={International Journal of Production Research},
406 publisher={Taylor \& Francis}
409 @inproceedings{arenas2011,
410 author = {M. G. Arenas and A. M. Mora and G. Romero and P. A. Castillo},
411 title = {{GPU computation in bioinspired algorithms: A review}},
412 booktitle = {{Proceedings of the 11th International Conference on Artificial Neural Networks Conference on Advances in Computational Intelligence, Volume Part I}},
419 author = {C. Blum and A. Roli},
420 title = {Metaheuristics in combinatorial optimization: Overview and conceptual comparison},
421 journal = {ACM Comput. Surv.},
429 @inproceedings{catala2007,
430 title={Strategies for accelerating ant colony optimization algorithms on graphical processing units},
431 author={A. Catala and J. Jaen and J. A. Modioli},
432 booktitle={IEEE Congress on Evolutionary Computation, 2007. CEC 2007.},
437 %--------------------------------
439 @inproceedings{Wong_et_al_2005,
440 title={Parallel evolutionary algorithms on graphics processing unit},
441 author={M.L. Wong and T. T. Wong and K.L. Fok},
442 booktitle={Evolutionary Computation, 2005. The 2005 IEEE Congress on},
448 @article{Fok_et_al_2007,
449 title={Evolutionary computing on consumer graphics hardware},
450 author={K.L. Fok and T.T. Wong and M.L. Wong},
451 journal={Intelligent systems, IEEE},
458 @inproceedings{Wong_2009,
459 title={Parallel multi-objective evolutionary algorithms on graphics processing units},
461 booktitle={Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers},
467 @inproceedings{Luo_et_al_2006,
468 title={{Cellular genetic algorithms and local search for 3-SAT problem on graphic hardware}},
469 author={Z. Luo and H. Liu},
470 booktitle={Evolutionary Computation, 2006. CEC 2006. IEEE Congress on},
476 @inproceedings{Zhu_2009,
477 title={{A study of parallel evolution strategy: pattern search on a GPU computing platform}},
479 booktitle={Proceedings of the first ACM/SIGEVO Summit on Genetic and Evolutionary Computation},
485 @inproceedings{Arora_et_al_2010,
486 title={{Parallelization of binary and real-coded genetic algorithms on GPU using CUDA}},
487 author={R. Arora and R. Tulshyan and K. Deb},
488 booktitle={Evolutionary Computation (CEC), 2010 IEEE Congress on},
494 @article{Munawar_et_al_2009hybrid,
495 title={{Hybrid of genetic algorithm and local search to solve max-sat problem using nvidia CUDA framework}},
496 author={A. Munawar and M. Wahib and M. Munetomo and K. Akama},
497 journal={Genetic Programming and Evolvable Machines},
505 @inproceedings{Van_et_al_2010parallel,
506 title={{Parallel hybrid evolutionary algorithms on GPU}},
507 author={T.V. Luong and N. Melab and E-G. Talbi},
508 booktitle={IEEE Congress on Evolutionary Computation (CEC), 2010 },
514 @article{Van_et_al_2010local,
515 title={{Local search algorithms on graphics processing units. A case study: The permutation perceptron problem}},
516 author={T. V. Luong and N. Melab and E-G. Talbi},
517 journal={Evolutionary Computation in Combinatorial Optimization},
523 @article{Van_et_al_2011b,
524 title={{GPU-Based approaches for multiobjective local search algorithms. A case study: the flowshop scheduling problem}},
525 author={T. V. Luong and N. Melab and E-G. Talbi},
526 journal={Evolutionary Computation in Combinatorial Optimization},
532 @inproceedings{Melab_et_al_2010,
533 title={{GPU-based island model for evolutionary algorithms}},
534 author={T.V. Luong. and N. Melab and E-G. Talbi},
535 booktitle={Genetic and Evolutionary Computation Conference (GECCO)},
541 title = {{NVIDIA CUDA C Programming Best Practices Guide}},
542 note={http://docs.nvidia.com/cuda/cuda-c-best-practices-guide/}
546 title={{GPU-based massively parallel implementation of metaheuristic algorithms}},
547 author={R. Nowotniak and J. Kucharski},
548 journal={Automatyka},
556 title={{Grid’5000 French nation-wide grid. https://www.grid5000.fr}},
559 @article{burkard1991qaplib,
560 title={{QAPLIB - A quadratic assignment problem library}},
561 author={Burkard, R. E. and Cela, E. and Karisch, S. and Rendl, F.},
562 url={http://www.seas.upenn.edu/qaplib/}
566 title={{ParadisEO: A framework for the reusable design of parallel and distributed metaheuristics}},
567 author={S. Cahon and N. Melab and E-G. Talbi},
568 journal={Journal of Heuristics},
577 author = {M. R. Garey and D. S. Johnson},
578 title = {{Computers and Intractability; A Guide to the Theory of NP-Completeness}},
581 publisher = {W. H. Freeman \& Co.},
582 address = {New York, NY, USA}