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2020 | OriginalPaper | Buchkapitel

Parallel Online Algorithms for the Bin Packing Problem

verfasst von : Sándor P. Fekete, Jonas Grosse-Holz, Phillip Keldenich, Arne Schmidt

Erschienen in: Approximation and Online Algorithms

Verlag: Springer International Publishing

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Abstract

We study parallel online algorithms: For some fixed integer k, a collective of k parallel processes that perform online decisions on the same sequence of events forms a k-copy algorithm. For any given time and input sequence, the overall performance is determined by the best of the k individual total results. Problems of this type have been considered for online makespan minimization; they are also related to optimization with advice on future events, i.e., a number of bits available in advance.
We develop Predictive Harmonic\(_3\) (PH3), a relatively simple family of k-copy algorithms for the online Bin Packing Problem, whose joint competitive factor converges to 1.5 for increasing k. In particular, we show that \(k=6\) suffices to guarantee a factor of 1.5714 for PH3, which is better than 1.57829, the performance of the best known 1-copy algorithm Advanced Harmonic, while \(k=11\) suffices to achieve a factor of 1.5406, beating the known lower bound of 1.54278 for a single online algorithm. In the context of online optimization with advice, our approach implies that 4 bits suffice to achieve a factor better than this bound of 1.54278, which is considerably less than the previous bound of 15 bits.

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Fußnoten
1
The intuition of this value is that at least 1/2 of each 1/3-sub-bin must be filled to guarantee a packing density of 2/3. Therefore, for \(|I_L|\) bins, we have to fill up a total capacity of \(\frac{|I_L|}{6}\) with small items.
 
Literatur
1.
Zurück zum Zitat Albers, S., Hellwig, M.: Online makespan minimization with parallel schedules. Algorithmica 78(2), 492–520 (2017)MathSciNetCrossRef Albers, S., Hellwig, M.: Online makespan minimization with parallel schedules. Algorithmica 78(2), 492–520 (2017)MathSciNetCrossRef
3.
Zurück zum Zitat Balogh, J., Békési, J., Dósa, G., Epstein, L., Levin, A.: A new and improved algorithm for online bin packing. In: 26th Annual European Symposium on Algorithms (ESA 2018). Schloss Dagstuhl-Leibniz-Zentrum fuer Informatik (2018) Balogh, J., Békési, J., Dósa, G., Epstein, L., Levin, A.: A new and improved algorithm for online bin packing. In: 26th Annual European Symposium on Algorithms (ESA 2018). Schloss Dagstuhl-Leibniz-Zentrum fuer Informatik (2018)
4.
Zurück zum Zitat Balogh, J., Békési, J., Dósa, G., Epstein, L., Levin, A.: A new lower bound for classic online bin packing. arXiv preprint arXiv:1807.05554 (2018). (To appear at 17th Workshop on Approximation and Online Algorithms (WAOA)) Balogh, J., Békési, J., Dósa, G., Epstein, L., Levin, A.: A new lower bound for classic online bin packing. arXiv preprint arXiv:​1807.​05554 (2018). (To appear at 17th Workshop on Approximation and Online Algorithms (WAOA))
5.
Zurück zum Zitat Boyar, J., Favrholdt, L.M., Kudahl, C., Larsen, K.S., Mikkelsen, J.W.: Online algorithms with advice: a survey. ACM Comput. Surv. (CSUR) 50(2), 19 (2017)CrossRef Boyar, J., Favrholdt, L.M., Kudahl, C., Larsen, K.S., Mikkelsen, J.W.: Online algorithms with advice: a survey. ACM Comput. Surv. (CSUR) 50(2), 19 (2017)CrossRef
6.
Zurück zum Zitat Boyar, J., Kamali, S., Larsen, K.S., López-Ortiz, A.: On the list update problem with advice. In: 8th Conference on Language and Automata Theory and Applications (LATA), pp. 210–221 (2014)CrossRef Boyar, J., Kamali, S., Larsen, K.S., López-Ortiz, A.: On the list update problem with advice. In: 8th Conference on Language and Automata Theory and Applications (LATA), pp. 210–221 (2014)CrossRef
7.
Zurück zum Zitat Boyar, J., Kamali, S., Larsen, K.S., López-Ortiz, A.: Online bin packing with advice. Algorithmica 74(1), 507–527 (2016)MathSciNetCrossRef Boyar, J., Kamali, S., Larsen, K.S., López-Ortiz, A.: Online bin packing with advice. Algorithmica 74(1), 507–527 (2016)MathSciNetCrossRef
8.
Zurück zum Zitat Brown, D.M.: A lower bound for on-line one-dimensional bin packing algorithms. Technical report (1979) Brown, D.M.: A lower bound for on-line one-dimensional bin packing algorithms. Technical report (1979)
10.
Zurück zum Zitat Fekete, S.P., Grosse-Holz, J., Keldenich, P., Schmidt, A.: Parallel online algorithms for the bin packing problem (2019). arXiv preprint (1910.03249) Fekete, S.P., Grosse-Holz, J., Keldenich, P., Schmidt, A.: Parallel online algorithms for the bin packing problem (2019). arXiv preprint (1910.03249)
11.
Zurück zum Zitat Halldórsson, M.M., Iwama, K., Miyazaki, S., Taketomi, S.: Online independent sets. Theor. Comput. Sci. 289(2), 953–962 (2002)MathSciNetCrossRef Halldórsson, M.M., Iwama, K., Miyazaki, S., Taketomi, S.: Online independent sets. Theor. Comput. Sci. 289(2), 953–962 (2002)MathSciNetCrossRef
12.
Zurück zum Zitat Heydrich, S., van Stee, R.: Beating the harmonic lower bound for online bin packing. In: The 43rd International Colloquium on Automata, Languages, and Programming (ICALP), pp. 41:1–41:14 (2016) Heydrich, S., van Stee, R.: Beating the harmonic lower bound for online bin packing. In: The 43rd International Colloquium on Automata, Languages, and Programming (ICALP), pp. 41:1–41:14 (2016)
14.
Zurück zum Zitat Kamali, S., Ortiz, A.L.: Better compression through better list update algorithms. In: 2014 Data Compression Conference, pp. 372–381 (2014) Kamali, S., Ortiz, A.L.: Better compression through better list update algorithms. In: 2014 Data Compression Conference, pp. 372–381 (2014)
17.
Zurück zum Zitat López-Ortiz, A., Schuierer, S.: On-line parallel heuristics, processor scheduling and robot searching under the competitive framework. Theor. Comput. Sci. 310(1–3), 527–537 (2004)MathSciNetCrossRef López-Ortiz, A., Schuierer, S.: On-line parallel heuristics, processor scheduling and robot searching under the competitive framework. Theor. Comput. Sci. 310(1–3), 527–537 (2004)MathSciNetCrossRef
18.
Zurück zum Zitat Renault, M.P., Rosén, A., van Stee, R.: Online algorithms with advice for bin packing and scheduling problems. Theor. Comput. Sci. 600, 155–170 (2015)MathSciNetCrossRef Renault, M.P., Rosén, A., van Stee, R.: Online algorithms with advice for bin packing and scheduling problems. Theor. Comput. Sci. 600, 155–170 (2015)MathSciNetCrossRef
19.
Zurück zum Zitat van Vliet, A.: An improved lower bound for on-line bin packing algorithms. Inf. Proc. Lett. 43(5), 277–284 (1992)MathSciNetCrossRef van Vliet, A.: An improved lower bound for on-line bin packing algorithms. Inf. Proc. Lett. 43(5), 277–284 (1992)MathSciNetCrossRef
Metadaten
Titel
Parallel Online Algorithms for the Bin Packing Problem
verfasst von
Sándor P. Fekete
Jonas Grosse-Holz
Phillip Keldenich
Arne Schmidt
Copyright-Jahr
2020
DOI
https://doi.org/10.1007/978-3-030-39479-0_8