Tight Bounds for Clairvoyant Dynamic Bin Packing

被引:11
|
作者
Azar, Yossi [1 ]
Vainstein, Danny [1 ]
机构
[1] Tel Aviv Univ, Sch Comp Sci, Tel Aviv, Israel
基金
以色列科学基金会;
关键词
Online algorithms; dynamic bin packing; clairvoyant setting; competitive ratio; analysis of algorithms;
D O I
10.1145/3364214
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In this article, we focus on the Clairvoyant Dynamic Bin Packing (DBP) problem, which extends the Classical Online Bin Packing problem in that items arrive and depart over time and the departure time of an item is known upon its arrival. The problem naturally arises when handling cloud-based networks. We focus specifically on the MinUsageTime objective function, which aims to minimize the overall usage time of all bins that are opened during the packing process. Earlier work has shown a O(log mu/ log log mu) upper bound on the algorithm's competitiveness, where mu is defined as the ratio between the maximal and minimal durations of all items. We improve the upper bound by giving a O(root log mu)-competitive algorithm. We then provide a matching lower bound of Omega(root log mu) on the competitive ratio of any online algorithm, thus closing the gap with regard to this problem. We then focus on what we call the class of aligned inputs and give a O(log log mu)-competitive algorithm for this case, beating the lower bound of the general case by an exponential factor. Surprisingly enough, the analysis of our algorithm that we present is closely related to various properties of binary strings.
引用
收藏
页数:21
相关论文
共 50 条
  • [41] Lower and upper bounds for the Bin Packing Problem with Fragile Objects
    Clautiaux, Francois
    Dell'Amico, Mauro
    Iori, Manuel
    Khanafer, Ali
    DISCRETE APPLIED MATHEMATICS, 2014, 163 : 73 - 86
  • [42] New bounds for variable-sized online bin packing
    Seiden, SS
    Van Stee, R
    Epstein, L
    SIAM JOURNAL ON COMPUTING, 2003, 32 (02) : 455 - 469
  • [43] Bin packing with “Largest In Bottom” constraint: tighter bounds and generalizations
    Gyorgy Dosa
    Zsolt Tuza
    Deshi Ye
    Journal of Combinatorial Optimization, 2013, 26 : 416 - 436
  • [44] IMPROVED BOUNDS FOR HARMONIC-BASED BIN PACKING ALGORITHMS
    RICHEY, MB
    DISCRETE APPLIED MATHEMATICS, 1991, 34 (1-3) : 203 - 227
  • [45] New classes of fast lower bounds for bin packing problems
    Fekete, SP
    Schepers, J
    MATHEMATICAL PROGRAMMING, 2001, 91 (01) : 11 - 31
  • [46] Upper bounds and algorithms for the maximum cardinality bin packing problem
    Labbé, M
    Laporte, G
    Martello, S
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2003, 149 (03) : 490 - 498
  • [47] New lower bounds for certain classes of bin packing algorithms
    Balogh, Janos
    Bekesi, Jozsef
    Galambos, Gabor
    THEORETICAL COMPUTER SCIENCE, 2012, 440 : 1 - 13
  • [48] Dynamic bin packing of unit fractions items
    Chan, Joseph Wun-Tat
    Lam, Tak-Wah
    Wong, Prudence W. H.
    THEORETICAL COMPUTER SCIENCE, 2008, 409 (03) : 521 - 529
  • [49] On Dynamic Bin Packing for Resource Allocation in the Cloud
    Li, Yusen
    Tang, Xueyan
    Cai, Wentong
    PROCEEDINGS OF THE 26TH ACM SYMPOSIUM ON PARALLELISM IN ALGORITHMS AND ARCHITECTURES (SPAA'14), 2014, : 2 - 11
  • [50] Dynamic multi-dimensional bin packing
    Epstein, Leah
    Levy, Meital
    JOURNAL OF DISCRETE ALGORITHMS, 2010, 8 (04) : 356 - 372