COCKTAIL: An RF-Based Hybrid Approach for Indoor Localization

Dian Zhang, Yanyan Yang, Dachao Cheng, Siyuan Liu, L. Ni
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引用次数: 43

Abstract

Traditional RF-based indoor positioning approaches use only Radio Signal Strength Indicator (RSSI) to locate the target object. But RSSI suffers significantly from the multi-path phenomenon and other environmental factors. Hence, the localization accuracy drops dramatically in a large tracking field. To solve this problem, this paper introduces one more resource, the dynamic of RSSI, which is the variance of signal strength caused by the target object and is more robust to environment changes. By combining these two resources, we are able to greatly improve the accuracy and scalability of current RF-based approaches. We call such hybrid approach COCKTAIL. It employs both the technologies of active RFID and Wireless Sensor Networks (WSNs). Sensors use the dynamic of RSSI to figure out a cluster of reference tags as candidates. The final target location is estimated by using the RSSI relationships between the target tag and candidate reference tags. Experiments show that COCKTAIL can reach a remarkable high degree of localization accuracy to 0:45m, which outperforms significantly to most of the pure RF-based localization approaches.
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鸡尾酒:基于射频的室内定位混合方法
传统的基于射频的室内定位方法仅使用无线电信号强度指示器(RSSI)来定位目标物体。但RSSI受多径现象等环境因素影响较大。因此,在较大的跟踪范围内,定位精度急剧下降。为了解决这一问题,本文引入了一种新的资源,即RSSI的动态性,即目标对象引起的信号强度的变化,对环境的变化具有更强的鲁棒性。通过结合这两种资源,我们能够大大提高当前基于射频的方法的准确性和可扩展性。我们称这种混合方法为COCKTAIL。它采用了有源RFID和无线传感器网络(WSNs)技术。传感器使用RSSI动态找出一组参考标签作为候选标签。通过使用目标标记和候选参考标记之间的RSSI关系来估计最终的目标位置。实验表明,该方法的定位精度高达0:45m,明显优于大多数纯基于射频的定位方法。
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