REAL-TIME SELF-TRACKING IN THE INTERNET OF THINGS

被引:0
|
作者
Geng, Li [1 ]
Bugallo, Monica F. [1 ]
Athalye, Akshay [1 ]
Djuric, Petar M. [1 ]
机构
[1] SUNY Stony Brook, Dept Elect & Comp Engn, Stony Brook, NY 11794 USA
来源
2015 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING (ICASSP) | 2015年
基金
美国国家科学基金会;
关键词
Radio Frequency Identification (RFID); Internet of Things (IoT); real-time tracking; tag-to-tag communication; INDOOR TRACKING;
D O I
暂无
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
We investigate the problem of real-time self-tracking of tagged objects in a new system with low-cost "smart" tags. These tiny and battery-less devices will play a pivotal role in the infrastructure of the Internet of Things (IoT). With capabilities of low-power computation and tag-to-tag backscattered communication, no readers will be needed for running the Radio Frequency Identification (RFID) system. In order to allow for low-cost tags, self-tracking has to be performed with simple algorithms while still exhibiting high accuracy. In this paper we propose a linear observation model for which Kalman filtering (KF) is the optimal method. We also consider a nonlinear model for which we apply particle filtering (PF) of reduced complexity as the tracking method. The performance and computational complexity of the different methods are compared by computer simulations.
引用
收藏
页码:5510 / 5514
页数:5
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