Closed and open loop optimal control of buffer and energy of a wireless device

V. Borkar, A. Kherani, B. Prabhu
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引用次数: 14

Abstract

We study a decision problem faced by an energy limited wireless device that operates in discrete time. There is some external arrival to the device's transmit buffer. The possible decisions are: a) to serve some of the buffer content; b) to reorder a new battery after serving the maximum possible amount that it can; or c) to remain idle so that the battery charge can increase owing to diffusion process (which is possible in some commercially available batteries). We look at open and closed-loop controls of the system. The closed-loop control problem is a using the framework of Markov decision processes. We address both finite and infinite horizon discounted costs as well as average cost minimization problems. Without using any second order characteristics, we obtain results that include i) optimality of bang-bang control, ii) the optimality of threshold based policies, iii) parametric monotonicity of the threshold, and iv) uniqueness of the threshold. For the open-loop control setting we use recent advances in application of multimodular functions to establish optimality of bracket sequence based control.
无线设备缓冲器和能量的开闭环最优控制
我们研究了一个离散时间运行的能量有限的无线设备所面临的决策问题。有一些外部到达设备的传输缓冲区。可能的决定是:a)提供一些缓冲区内容;B)用完最大可能的电量后重新订购新电池;或者c)保持空闲状态,这样电池的电量就可以由于扩散过程而增加(这在一些市售电池中是可能的)。我们看一下系统的开环和闭环控制。闭环控制问题是一个使用马尔可夫决策过程框架的问题。我们解决了有限和无限视界贴现成本以及平均成本最小化问题。在不使用任何二阶特征的情况下,我们得到的结果包括i) bang-bang控制的最优性,ii)基于阈值策略的最优性,iii)阈值的参数单调性,以及iv)阈值的唯一性。对于开环控制设置,我们利用多模函数的最新应用进展来建立基于括号序列控制的最优性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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