Constraint-based large neighborhood search for machine reassignment

被引:8
|
作者
Brandt, Felix [1 ,3 ]
Speck, Jochen [2 ,4 ]
Voelker, Markus [2 ,4 ]
机构
[1] Res Ctr Informat Technol, Logist & Supply Chain Optimizat, D-76131 Karlsruhe, Germany
[2] Karlsruhe Inst Technol, Inst Theoret Informat, D-76128 Karlsruhe, Germany
[3] Res Ctr Informat Technol Logist & Supply Chain Op, Haid und Neu Str 10-14, D-76131 Karlsruhe, Germany
[4] Karlsruhe Inst Technol, Inst Theoret Informat, Box 6980, D-76128 Karlsruhe, Germany
关键词
Cloud computing; Machine assignment; Constraint programming; Heuristic;
D O I
10.1007/s10479-014-1772-6
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
This paper addresses a process-to-machine reassignment problem arising in cloud computing environments. The problem formulation has been posed as the ROADEF/EURO challenge 2012. Our presented approach is basically a large neighborhood search that iteratively improves a given solution. In each iteration only a subset of processes is considered for reassignment and the new assignments are evaluated by a constraint program. In this paper we present our general solution approach. Furthermore, we evaluate different process selection strategies and other optimization means to improve the performance on larger instances. In addition, we present a simple way to compute tight lower bounds of the necessary costs.
引用
收藏
页码:63 / 91
页数:29
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