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TRINITY: Tailoring Wireless Transmission Strategies to User Profiles in Enterprise Wireless Networks

机译:三位一体:针对企业无线网络中的用户配置文件量身定制无线传输策略

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摘要

The proliferation of smartphones and tablet devices is changing the landscape of user connectivity and data access from predominantly static users to a mix of static and mobile users. While significant advances have been made in wireless transmission strategies (e.g., beamforming and network MIMO) to meet the increased demand for capacity, such strategies primarily cater to static users. To cope with growing heterogeneity in data access, it is critical to identify and optimize strategies that can cater to users of various profiles to maximize system performance and more importantly, improve users’ quality of experience. Toward this goal, we first show that users can be profiled into three distinct categories based on their data access (mobility) and channel coherence characteristics. Then, with real-world experiments, we show that the strategy that best serves users in these categories varies distinctly from one profile to another and belongs to the class of strategies that emphasize either multiplexing (e.g., network MIMO), diversity (e.g., distributed antenna systems) or reuse (e.g., conventional CSMA). Two key challenges remain in translating these inferences to a practical system, namely: 1) how to profile users and 2) how to combine strategies to communicate with users of different profiles simultaneously. In addressing these challenges, we present the design of TRINITY—a practical system that effectively caters to a heterogeneous set of users. We implement and evaluate a prototype of TRINITY on our WARP radio testbed. Our extensive experiments show that TRINITY’s intelligent combining of transmission strategies improves the total network rate by 50%–150%, satisfies the QoS requirements of thrice as many users, and improves PSNR for video traffic by 10 dB compared with individual transmission strategies.
机译:智能手机和平板电脑设备的激增正在将用户连接和数据访问的格局从主要的静态用户变为静态和移动用户的混合。虽然在无线传输策略(例如,波束成形和网络MIMO)方面已经取得了显着的进步来满足对容量的不断增长的需求,但是这样的策略主要迎合了静态用户。为了应对数据访问中日益增长的异构性,至关重要的是确定和优化可满足各种配置文件用户的策略,以最大化系统性能,更重要的是,提高用户的体验质量。为了实现这一目标,我们首先显示可以根据用户的数据访问(移动性)和渠道一致性特征将其分为三个不同的类别。然后,通过实际实验,我们表明,最能为这些类别的用户提供服务的策略从一个配置文件到另一个配置文件明显不同,并且属于强调多路复用(例如,网络MIMO),分集(例如,分布式)的策略类别。天线系统)或重用(例如,常规CSMA)。在将这些推论转化为实际系统时,仍然存在两个主要挑战,即:1)如何对用户进行配置文件; 2)如何组合策略以同时与不同配置文件的用户进行通信。为了应对这些挑战,我们提出了TRINITY的设计,TRINITY是一种实用的系统,可以有效地满足不同类型的用户的需求。我们在WARP无线电测试平台上实现并评估了TRINITY的原型。我们的广泛实验表明,与单独的传输策略相比,TRINITY的传输策略的智能组合可将总网络速率提高50%–150%,满足三次用户的QoS要求,并将视频流量的PSNR提高10 dB。

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