Title :
Enhancement of the Iterative Spectrum Balancing Algorithm for Power Allocation in DSL Systems
Author :
Kalakech, Ali ; Louveaux, Jérôme ; Vandendorpe, Luc
Author_Institution :
Commun. & Remote Sensing Lab., Ecole Polytech. de Louvain, Louvain-la-Neuve
Abstract :
The optimization of power allocation in DSL systems is a well studied non-convex problem. In recent years many algorithms have been proposed to solve this problem, but due to the non-convexity, researchers had to rely on heuristic, or exhaustive search algorithms. Iterative spectrum balancing (ISB) is one of these algorithms, that relies on iterative exhaustive search over individual power to achieve the optimization. In this paper we propose to take advantage of an approximate gradient model to reduce the complexity of ISB. Furthermore techniques such as the additional starting point (ASP) and successive optimization are used to bring the result closer to the global optimum.
Keywords :
approximation theory; concave programming; digital subscriber lines; gradient methods; resource allocation; search problems; DSL system; approximate gradient model; exhaustive search; iterative spectrum balancing algorithm; nonconvex problem; power allocation optimization; Application specific processors; Bit rate; Crosstalk; DSL; Distributed algorithms; Iterative algorithms; Modems; Power system modeling; Remote sensing; Sliding mode control;
Conference_Titel :
Global Telecommunications Conference, 2008. IEEE GLOBECOM 2008. IEEE
Conference_Location :
New Orleans, LO
Print_ISBN :
978-1-4244-2324-8
DOI :
10.1109/GLOCOM.2008.ECP.678