Abstract
The parallel execution of branch and bound algorithms can result in seemingly unreasonable speedups or slowdowns. Almost never the speedup is equal to the increase in computing power. For synchronous parallel branch and bound, these effects have been studied extensively. For asynchronous parallelizations, only little is known.
In this paper, we derive sufficient conditions to guarantee that an asynchronous parallel branch and bound algorithm (with elimination by lower bound tests and dominance) will be at least as fast as its sequential counterpart. The technique used for obtaining the results seems to be more generally applicable.
The essential observations are that, under certain conditions, the parallel algorithm will always work on at least one node, that is branched from by the sequential algorithm, and that the parallel algorithm, after elimination of all such nodes, is able to conclude that the optimal solution has been found.
Finally, some of the theoretical results are brought into connection with a few practical experiments.
This work was partially supported by the Human Capital and Mobility project SCOOP — Solving Combinatorial Optimization Problems in Parallel — of the European Union.
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F.W. Burton, M.M. Huntbach, G.P. McKeown, V.J. Rayward-Smith (1983). Parallelism in Branch-and-Bound Algorithms, Report CSA/3/1983, University of East Anglia, Norwich.
R. Corrêa, A. Ferreira (1995a). A distributed implementation of asynchronous parallel branch-and-bound. A. Ferreira & J. Rolim (eds.). Solving Irregular Problems in Parallel: State of the Art, Kluwer, Boston, to appear.
R. Corrêa, A. Ferreira (1995b). Modeling parallel branch-and-bound for asynchronous implementations. 1994 DIMACS Workshop on Parallel Processing of Discrete Optimization problems, DIMACS, Piscataway, to appear.
B.L. Fox, J.K. Lenstra, A.H.G. Rinnnooy Kan, L.E. Schrage (1978). Branching from the largest upper bound: folklore and facts. European J. Oper. Res. 2, 191–194.
T. Ibaraki (1976). Theoretical comparisons of search strategies in branch-and-bound algorithms. Int. J. Comput. Inform. Sci. 5, 315–344.
T. Ibaraki (1977). The power of dominance relations in branch-and-bound algorithms. J. Assoc. Comput. Mach. 24, 264–279.
T.-H. Lai, S. Sahni (1984). Anomalies in parallel branch-and-bound algorithms. Comm. ACM 27, 594–602.
T.-H. Lai, A. Sprague (1985). Performance of parallel branch-and-bound algorithms. IEEE Trans. Comput. C-34, 962–964.
T.-H. Lai, A. Sprague (1986). A note on anomalies in parallel branch-and-bound algorithms with one-to-one bounding functions. Inform. Process. Lett. 23, 119–122.
G.-J. Li, B.W. Wah (1984). Computational Efficiency of Parallel Approximate Branch-and-Bound Algorithms, Report TR-EE 84-6, Purdue University, West Lafayette.
G.-J. Li, B.W. Wah (1986). Coping with anomalies in parallel branch-and-bound algorithms. IEEE Trans. Comput. C-35, 568–573.
G.P. McKeown, V.J. Rayward-Smith, S.A. Rush (1992). Parallel branch-and-bound. L. Kronsjoe, D. Shumsheruddin (eds.) Advances in Parallel Algorithms, Advanced Topics in Computer Science 14, Blackwell, Oxford, 111–150.
L.G. Mitten (1970). Branch-and-bound methods: general formulation and properties. Oper. Res. 18, 24–34.
H.W.J.M. Trienekens (1990). Parallel Branch and Bound Algorithms, Ph.D. thesis, Erasmus University, Rotterdam.
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© 1995 Springer-Verlag Berlin Heidelberg
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de Bruin, A., Kindervater, G.A.P., Trienekens, H.W.J.M. (1995). Asynchronous parallel branch and bound and anomalies. In: Ferreira, A., Rolim, J. (eds) Parallel Algorithms for Irregularly Structured Problems. IRREGULAR 1995. Lecture Notes in Computer Science, vol 980. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-60321-2_29
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DOI: https://doi.org/10.1007/3-540-60321-2_29
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