Multi-objective resource allocation in interference-limited M2M communication networks

被引:3
作者
Hussain, Fatima [1 ]
Anpalagan, Alagan [1 ]
Naeem, Muhammad [1 ]
Khwaja, Ahmed Shaharyar [1 ]
机构
[1] Ryerson Univ, Dept Elect & Comp Engn, 350 Victoria St, Toronto, ON M5B 2K3, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
machine to machine; M2M; MTCD controller; clustering;
D O I
10.1504/IJCNDS.2016.076655
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we propose a multi-objective optimisation-based solution to the problem of resource allocation in interference-limited machine to machine (M2M) communication. We consider machine type communication devices (MTCDs) in a clustered network structure, where they are divided into clusters and the devices belonging to a cluster communicate to cluster head (or controller). The cluster head aggregates the traffic and relays from MTCDs to eNB and vice versa. We maximise the number of admitted MTCD controllers and throughput with least interference caused to conventional primary users. We formulate the problem as a mixed-integer nonlinear problem with multiple objectives and apply meshed adaptive direct search (MADS) algorithm which gives guaranteed convergence. Simulation results show the effects of varying different parameters on cumulative throughput and the number of admitted MTCD controllers.
引用
收藏
页码:297 / 313
页数:17
相关论文
共 27 条
[1]   Convergence of mesh adaptive direct search to second-order stationary points [J].
Abramson, Mark A. ;
Audet, Charles .
SIAM JOURNAL ON OPTIMIZATION, 2006, 17 (02) :606-619
[2]   Mesh adaptive direct search algorithms for mixed variable optimization [J].
Abramson, Mark A. ;
Audet, Charles ;
Chrissis, James W. ;
Walston, Jennifer G. .
OPTIMIZATION LETTERS, 2009, 3 (01) :35-47
[3]  
Andreev S, 2011, GLOB TELECOMM CONF
[4]  
[Anonymous], [No title captured]
[5]   Mesh adaptive direct search algorithms for constrained optimization [J].
Audet, C ;
Dennis, JE .
SIAM JOURNAL ON OPTIMIZATION, 2006, 17 (01) :188-217
[6]   Globalization strategies for Mesh Adaptive Direct Search [J].
Audet, Charles ;
Dennis, J. E., Jr. ;
Le Digabel, Sebastien .
COMPUTATIONAL OPTIMIZATION AND APPLICATIONS, 2010, 46 (02) :193-215
[7]   A mesh adaptive direct search algorithm for multiobjective optimization [J].
Audet, Charles ;
Savard, Gilles ;
Zghal, Walid .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2010, 204 (03) :545-556
[8]  
Bonami P., 2011, ANLMCSP19490911, P1644
[9]   An algorithmic framework for convex mixed integer nonlinear programs [J].
Bonami, Pierre ;
Biegler, Lorenz T. ;
Conna, Andrew R. ;
Cornuejols, Gerard ;
Grossmann, Ignacio E. ;
Laird, Carl D. ;
Lee, Jon ;
Lodi, Andrea ;
Margot, Francois ;
Sawaya, Nicolas ;
Wachter, Andreas .
DISCRETE OPTIMIZATION, 2008, 5 (02) :186-204
[10]  
Bonami P, 2012, IMA VOL MATH APPL, V154, P1