对退化广播信道容量区域计算的探讨

Kensuke Yasui, T. Matsushima
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引用次数: 9

摘要

最近,Calvo等人[6]将退化广播信道(DBC)容量区域的计算视为一个非凸优化问题。由于缺乏凸性,似乎没有有效的方法在多项式时间内求解。而在其他非凸优化问题中,Kumar等人证明了在某些条件满足的情况下,Arimoto-Blahut型算法收敛到全局最优[12]。在本文中,我们提出了计算DBC容量区域的Arimoto-Blahut算法。利用Kumar的方法,证明了该算法在一定条件下的全局收敛性,并给出了其收敛速度的表达式。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Toward computing the capacity region of degraded broadcast channel
Recently, computing the capacity region of the degraded broadcast channel (DBC) was showed as a nonconvex optimization problem by Calvo et al [6]. There seems to be no efficient method to solve in polynomial time due to the lack of convexity. In other nonconvex optimization problem, however, Kumar et al showed that Arimoto-Blahut type algorithm converges to the global optimum when some conditions hold [12]. In this paper, we present Arimoto-Blahut type algorithm toward computing the capacity region of the DBC. By using Kumar's method, we prove the global convergence of the algorithm when some conditions hold and derive an expression for its convergence rate.
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