An exact algorithm for a resource allocation problem in mobile wireless communications

被引:8
|
作者
Letchford, Adam N. [1 ]
Ni, Qiang [2 ]
Zhong, Zhaoyu [1 ]
机构
[1] Univ Lancaster, Dept Management Sci, Lancaster LA1 4YX, England
[2] Univ Lancaster, Sch Comp & Commun, Lancaster LA1 4WA, England
关键词
Mixed-integer nonlinear programming; Mobile wireless communications; OFDMA systems; INTEGER NONLINEAR PROGRAMS; MULTIUSER OFDMA SYSTEMS; POWER ALLOCATION; OUTER-APPROXIMATION; JOINT SUBCARRIER; OPTIMIZATION; COMPLEXITY; BRANCH;
D O I
10.1007/s10589-017-9914-9
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
We consider a challenging resource allocation problem arising in mobile wireless communications. The goal is to allocate the available channels and power in a so-called OFDMA system, in order to maximise the transmission rate, subject to quality of service constraints. Standard MINLP software struggled to solve even small instances of this problem. Using outer approximation, perspective cuts and several implementation "tricks", we are able to solve realistic instances in about one minute. A novel ingredient of our algorithm is what we call pre-emptive cut generation: the generation of cutting planes that are not violated in the current iteration, but are likely to be violated in subsequent iterations.
引用
收藏
页码:193 / 208
页数:16
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