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Multiuser Margin Optimization in Digital Subscriber Line (DSL) Channels

机译:数字用户线(DSL)通道中的多用户保证金优化

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This paper presents efficient multiuser margin optimization algorithms suitable for multicarrier digital subscriber line (DSL) systems using Dynamic Spectrum Management (DSM). The favorable monotonicity and fairness properties of multiuser margin are employed to formulate a box-constrained nonlinear least squares (NLSQ) problem for multiuser margin maximization, which is efficiently solved by using a scaled-gradient trust-region approach with Broyden Jacobian update. Based on this NLSQ formulation, a multiuser harmonized margin (MHM) optimization algorithm for resource allocation is developed. A Newton–Raphson method is also developed for fast margin estimation and used within the MHM. The MHM algorithm converges efficiently to a solution for the best common equal margin to all users, while explicitly guaranteeing their target rate requirements. (This is the reason for the term harmonized.) Furthermore, its predominantly distributed structure can be implemented in DSL/DSM scenarios with only Level 1 coordination. Simulation results of various cases verify the convergence to the unique optimal solution within 5–10 iterations.
机译:本文提出了使用动态频谱管理(DSM)的适用于多载波数字用户线(DSL)系统的有效多用户余量优化算法。利用多用户裕度的良好单调性和公平性来制定用于多用户裕度最大化的框约束非线性最小二乘(NLSQ)问题,该问题可以通过使用具有Broyden Jacobian更新的比例梯度信任区域方法来有效解决。基于此NLSQ公式,开发了一种用于资源分配的多用户协调余量(MHM)优化算法。 Newton-Raphson方法也被开发用于快速余量估计并在MHM中使用。 MHM算法可有效收敛到所有用户的最佳公共平等余量的解决方案,同时明确保证其目标速率要求。 (这是术语“统一”的原因。)此外,它的主要分布式结构可以在仅1级协调的DSL / DSM方案中实现。各种情况的仿真结果证明了在5-10次迭代中收敛到唯一的最优解。

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