Cost- and energy-aware multi-flow mobile data offloading under time dependent pricing

Cheng Zhang, Bo Gu, Zhi Liu, K. Yamori, Y. Tanaka
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引用次数: 7

Abstract

Nowadays, mobile network operators (MNOs) are trying to deploy wireless local area network (LAN) to offload mobile data from their cellular networks to complementary wireless LAN for congestion relief and cost savings. However, these network-centric methods do not take into consideration mobile user's (MU's) interests of monetary cost, energy consumption, and applications' deadlines. How the MU decides whether to offload their traffic to a complementary wireless LAN is non-trivial and important issue. Previous studies assume that MNO adopts usage-based pricing for mobile data, which only cares about how much a MU consumes data but not when a MU consumes data. In this paper, we study the MU's policy to minimize his monetary cost and energy consumption under time-dependent pricing (TDP). We formulate MU's wireless LAN offloading problem as a finite-horizon discrete-time Markov decision process (MDP) and establish an optimal policy by a dynamic programming based algorithm. Extensive simulations are conducted to validate our proposed offloading algorithm.
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时间依赖定价下具有成本和能源意识的多流移动数据卸载
目前,移动网络运营商(mno)正试图部署无线局域网(LAN),将移动数据从蜂窝网络转移到互补的无线局域网,以缓解拥塞和节省成本。然而,这些以网络为中心的方法并没有考虑到移动用户(MU)在货币成本、能源消耗和应用程序期限等方面的利益。MU如何决定是否将其流量分流到互补的无线局域网是一个非常重要的问题。以往的研究假设MNO对移动数据采用基于使用量的定价,只关心MU消耗了多少数据,而不关心MU什么时候消耗数据。本文研究了在时间依赖定价(TDP)条件下,个体用户的货币成本和能源消耗最小化的策略。将MU无线局域网卸载问题表述为一个有限视界离散马尔可夫决策过程,并利用基于动态规划的算法建立最优策略。大量的仿真验证了我们提出的卸载算法。
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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