Title :
A polymatroid approach to separable convex optimization with linear ascending constraints
Author :
Akhil, P.T. ; Singh, Rajdeep ; Sundaresan, R.
Author_Institution :
ECE Dept., Indian Inst. of Sci., Bangalore, India
fDate :
Feb. 28 2014-March 2 2014
Abstract :
We revisit a problem studied by Padakandla and Sundaresan [SIAM J. Optim., August 2009] on the minimization of a separable convex function subject to linear ascending constraints. The problem arises as the core optimization in several resource allocation problems in wireless communication settings. It is also a special case of an optimization of a separable convex function over the bases of a specially structured polymatroid. We give an alternative proof of the correctness of the algorithm of Padakandla and Sundaresan. In the process we relax some of their restrictions placed on the objective function.
Keywords :
optimisation; resource allocation; wireless channels; core optimization; linear ascending constraints; polymatroid approach; resource allocation problems; separable convex function; separable convex optimization; structured polymatroid; wireless communication; Convex functions; Educational institutions; Electronic mail; Linear programming; Optimization; Resource management; Vectors;
Conference_Titel :
Communications (NCC), 2014 Twentieth National Conference on
Conference_Location :
Kanpur
DOI :
10.1109/NCC.2014.6811290