Title :
Convergence Time of Power-Control Dynamics
Author :
Dams, Johannes ; Hoefer, Martin ; Kesselheim, Thomas
Author_Institution :
Dept. of Comput. Sci., RWTH Aachen Univ., Aachen, Germany
fDate :
12/1/2012 12:00:00 AM
Abstract :
We study convergence of distributed protocols for power control in a non-cooperative wireless transmission scenario. There are n wireless communication requests or links that experience interference and noise. To be successful a link must satisfy an SINR constraint. Each link is a rational selfish agent that strives to be successful with the least power that is required. A classic approach to this problem is the fixed-point iteration due to Foschini and Miljanic , for which we prove the first bounds on worst-case convergence times - after roughly O(n log n) rounds all SINR constraints are nearly satisfied. When agents try to satisfy each constraint exactly, however, links might not be successful at all. For this case, we design a novel framework for power control using regret learning algorithms and iterative discretization. While the exact convergence times must rely on a variety of parameters, we show that roughly a polynomial number of rounds suffices to make every link successful during at least a constant fraction of all previous rounds.
Keywords :
iterative methods; power control; protocols; radiocommunication; radiofrequency interference; telecommunication control; Foschini; Miljanic; SINR constraint; distributed protocols; fixed-point iteration; interference; iterative discretization; noise; noncooperative wireless transmission scenario; polynomial number; power control dynamics; rational selfish agent; regret learning algorithm; round suffices; wireless communication links; wireless communication requests; Communication networks; Distributed processing; Economics; Learning systems; Protocols; Telecommunication services; Wireless networks; Convergence time; game theory; power control; regret learning;
Journal_Title :
Selected Areas in Communications, IEEE Journal on
DOI :
10.1109/JSAC.2012.121215