低成本和简单配置的无设备室内定位:综述

Dwi Joko Suroso, N. A. Siddiq, Refa Rupaksi, A. Krisnawan
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摘要

本文以无设备室内定位(DFIL)为重点,综述了室内定位的最新进展和发展。DFIL为用户或对象的视角提供了更大的灵活性。其基本思想是将对象从附加的设备中解放出来进行定位过程。最流行的DFIL技术是基于无线技术的。然而,如果我们讨论低成本系统,我们必须讨论多个传感器输出数据的融合或混合以提高精度。用于这些低成本系统的一些可访问技术是基于无线的,即Wi-Fi, ZigBee,射频识别(RFID)和基于光学的可见光通信(VLC)。基于无线的可能是最常用的一种低成本且配置简单的室内定位方法,因为所使用的参数可以直接从其设备中获得。在基于无线的系统中,最常用的参数是接收信号强度指标(RSSI),它仅仅是距离对功率的推导。通过该参数,可以使用三边测量、最小最大值、RSSI数据库等技术作为定位。在DFIL中,RSSI可以作为来自两个或多个链路的基于Wi-Fi的无线地图,并应用Bayes Inference等算法,使目标跟踪精度达到86%。另一方面,ZigBee适用于网状网络,需要更多的节点来收集更多的信息,以获得更高的精度结果。RFID具有无接触的优点,即使在非视距(LoS)条件下也具有良好的精度。基于光学的VLC可以提供较高的精度,但依赖于物体中的光噪声和阴影效应。从一些低成本系统的这些优点和缺点来看,我们可以通过融合传感器或开发混合系统来充分利用它们。
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Low-cost and Simple Configuration Device-free Indoor Localization: A Review
This paper focuses on the review of the recent advancement and development of indoor localization focusing on device-free indoor localization (DFIL). DFIL offers more flexibility for the user or object point-of-view. The basic idea is to free the object from the device attached for localization process. The most popular technologies for DFIL are based on wireless technology. However, if we discuss the low-cost system, we have to discuss the fusion or hybrid of many sensors output data to increase accuracy. Some of the accessible technology used for these low-cost systems are wireless-based, i.e., Wi-Fi, ZigBee, radio frequency identification (RFID) and an optical-based, visible light communication (VLC). Wireless-based probably the most used in the low-cost and simple configuration of an indoor localization since the parameter used can be directly obtained from its device. The most used parameter in the wireless-based system is received signal strength indicator (RSSI), which merely the derivation of power by the distance. By this parameter, the technique such as trilateration, min-max, and RSSI database can be used as the location. In the DFIL, RSSI can be applied as the Wi-Fi -based radio map from two or more links and applying an algorithm such as the Bayes Inference, resulting in the accuracy of object tracking up to 86%. On the other hand, ZigBee applies to mesh network and need more nodes to gather more information for higher accuracy results. The RFID has advantages in no-contact, and a good accuracy even in non-line-of-sight (LoS) condition. Optical-based VLC can provide high accuracy but dependent on the light noise and shadow effect in the object. From these benefits and disadvantages of some low-cost systems, we can make the best of them by fusing the sensor or developing the hybrid system.
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