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Analysis of Iterative Waterfilling Algorithm for Multiuser Power Control in Digital Subscriber Lines
EURASIP Journal on Advances in Signal Processing volume 2006, Article number: 024012 (2006)
Abstract
We present an equivalent linear complementarity problem (LCP) formulation of the noncooperative Nash game resulting from the DSL power control problem. Based on this LCP reformulation, we establish the linear convergence of the popular distributed iterative waterfilling algorithm (IWFA) for arbitrary symmetric interference environment and for certain asymmetric channel conditions with any number of users. In the case of symmetric interference crosstalk coefficients, we show that the users of IWFA in fact, unknowingly but willingly, cooperate to minimize a common quadratic cost function whose gradient measures the received signal power from all users. This is surprising since the DSL users in the IWFA have no intention to cooperate as each maximizes its own rate to reach a Nash equilibrium. In the case of asymmetric coefficients, the convergence of the IWFA is due to a contraction property of the iterates. In addition, the LCP reformulation enables us to solve the DSL power control problem under no restrictions on the interference coefficients using existing LCP algorithms, for example, Lemke's method. Indeed, we use the latter method to benchmark the empirical performance of IWFA in the presence of strong crosstalk interference.
References
Song KB, Chung ST, Ginis G, Cioffi JM: Dynamic spectrum management for next-generation DSL systems. IEEE Communications Magazine 2002, 40(10):101–109. 10.1109/MCOM.2002.1039864
Cherubini G, Eleftheriou E, Olcer S: On the optimality of power back-off methods. American National Standards Institute, ANSI-T1E1.4/235, August 2000
Cendrillon R, Moonen M, Verliden J, Bostoen T, Yu W: Optimal multiuser spectrum management for digital subscriber lines. Proceedings of IEEE International Conference on Communications (ICC '04), June 2004, Paris, France 1: 1–5.
Yu W, Ginis G, Cioffi JM: Distributed multiuser power control for digital subscriber lines. IEEE Journal on Selected Areas in Communications 2002, 20(5):1105–1115. 10.1109/JSAC.2002.1007390
Chung ST, Kim SJ, Lee J, Cioffi JM: A game-theoretic approach to power allocation in frequency-selective Gaussian interference channels. Proceedings of IEEE International Symposium on Information Theory (ISIT '03), June–July 2003, Pacifico Yokohama, Kanagawa, Japan 316–316.
Chung ST: Transmission schemes for frequency selective Gaussian interference channels, Doctral disseration. Department of Electrical Engineering, Stanford University, Stanford, Calif, USA; 2003.
Cottle RW, Pang J-S, Stone RE: The Linear Complementarity Problem. Academic Press, Boston, Mass, USA; 1992.
Lemke CE: Bimatrix equilibrium points and mathematical programming. Management Science 1965, 11(7):681–689. 10.1287/mnsc.11.7.681
Yamashita N, Luo Z-Q: A nonlinear complementarity approach to multiuser power control for digital subscriber lines. Optimization Methods and Software 2004, 19(5):633–652. 10.1080/1055678042000218975
Facchinei F, Pang J-S: Finite-Dimensional Variational Inequalities and Complementarity Problems. Springer, New York, NY, USA; 2003.
Luo Z-Q, Tseng P: Error bounds and convergence analysis of feasible descent methods: A general approach. Annals of Operations Research 1993, 46: 157–178. 10.1007/BF02096261
Braess D: Über ein Paradoxon aus der Verkehrsplanung. Unternehmensforschung 1968, 12: 258–268. 10.1007/BF01918335
Bertsekas DP, Tsitsiklis JN: Parallel and Distributed Computation: Numerical Methods. Prentice-Hall, Englewood Cliffs, NJ, USA; 1989.
Luo Z-Q, Tseng P: On the rate of convergence of a distributed asynchronous routing algorithm. IEEE Transactions on Automatic Control 1994, 39(5):1123–1129. 10.1109/9.284908
Kojima M, Megiddo N, Noma T, Yoshise A: A Unified Approach to Interior Point Algorithms for Linear Complementarity Problems, Lecture Notes in Computer Science. Volume 538. Springer, Berlin, Germany; 1991.
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Luo, ZQ., Pang, JS. Analysis of Iterative Waterfilling Algorithm for Multiuser Power Control in Digital Subscriber Lines. EURASIP J. Adv. Signal Process. 2006, 024012 (2006). https://doi.org/10.1155/ASP/2006/24012
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DOI: https://doi.org/10.1155/ASP/2006/24012