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Mobile Data Offloading Through A Third-Party WiFi Access Point: An Operator's Perspective

机译:通过第三方WiFi接入点进行移动数据卸载:运营商的观点

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摘要

WiFi offloading is regarded as one of the most promising techniques for dealing with the explosive data increase in cellular networks due to its high data transmission rate and low requirement on devices. In this paper, we investigate the mobile data offloading problem through a third-party WiFi access point (AP) for a cellular mobile system. From the cellular operator's perspective, by assuming a usage-based charging model, we formulate the problem as a utility maximization problem. In particular, we consider three scenarios: 1) successive interference cancellation (SIC) available at both the base station (BS) and the AP; 2) SIC available at neither the BS nor the AP; and 3) SIC available at only the BS. For scenario 1, we show that the utility maximization problem can be solved by considering its relaxation problem, and the proposed data offloading scheme is near-optimal when the number of users is large. For scenario 2, we prove that with high probability the optimal solution is One-One-Association, i.e., one user connects to the BS and one user connects to the AP. For scenario 3, we show that with high probability there is at most one user connecting to the AP, and all the other users connect to the BS. By comparing these three scenarios, we prove that SIC decoders help the cellular operator maximize its utility. To relieve the computational burden of the BS, we propose a threshold-based distributed data offloading scheme. We show that the proposed distributed scheme performs well if the threshold is properly chosen.
机译:WiFi卸载由于其高数据传输速率和对设备的低要求,被认为是应对蜂窝网络中爆炸性数据增长的最有前途的技术之一。在本文中,我们通过蜂窝移动系统的第三方WiFi接入点(AP)研究了移动数据卸载问题。从蜂窝运营商的角度来看,通过假设基于使用情况的收费模型,我们将该问题表述为效用最大化问题。特别地,我们考虑三种情况:1)在基站(BS)和AP上都可用的连续干扰消除(SIC); 2)SIC在BS和AP上都不可用; 3)SIC仅在BS可用。对于方案1,我们表明可以通过考虑效用最大化问题来解决效用最大化问题,并且当用户数量很大时,所提出的数据卸载方案几乎是最优的。对于场景2,我们证明最佳解决方案是一对一关联,即一个用户连接到BS,一个用户连接到AP。对于场景3,我们显示出很有可能最多有一个用户连接到AP,而所有其他用户都连接到BS。通过比较这三种情况,我们证明SIC解码器可以帮助蜂窝运营商最大程度地发挥其效用。为了减轻基站的计算负担,我们提出了一种基于阈值的分布式数据卸载方案。我们证明,如果正确选择阈值,则该分布式方案表现良好。

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