RSSI based localization algorithm development and comparative study

A Real Time Locating System (RTLS) is used for tracking assets, people, objects, etc. that are the subjects of the RTLS environment in real time. The physical layer of the RTLS uses RF (radio frequency) communication and recent studies have mentioned the development of RTLS using optical or acoustic...

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Main Author: Kanthadai Venkatakrishnan Badrinarayanan
Other Authors: Chong Han Joo Peter
Format: Theses and Dissertations
Language:English
Published: 2014
Subjects:
Online Access:http://hdl.handle.net/10356/61625
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-616252023-07-04T15:38:47Z RSSI based localization algorithm development and comparative study Kanthadai Venkatakrishnan Badrinarayanan Chong Han Joo Peter School of Electrical and Electronic Engineering DRNTU::Engineering::Electrical and electronic engineering A Real Time Locating System (RTLS) is used for tracking assets, people, objects, etc. that are the subjects of the RTLS environment in real time. The physical layer of the RTLS uses RF (radio frequency) communication and recent studies have mentioned the development of RTLS using optical or acoustic technology working in tandem with RF. Tracking of prisoners, medical equipment in a hospital, automobile tracking in a warehouse are a few applications of a RTLS. A generic RTLS usually consists of two types of RFID tags, wireless readers known as asset tags contained to the objects/persons being tracked and a set of fixed readers called location tags which help in determining the location of the asset by obtaining the RSSI value and passing it to the base station. The base station is central to the whole RTLS and is responsible for determining the position of the asset. The base station is connected to a processing center such as a PC to execute the localization algorithm and process the results. The project is centered on developing stable localization algorithms that will provide a near accurate location estimate of the asset tags in the existing setup. The current system is based out of a SIMTech lab in NTU. The proposed algorithms use multiple propagation models and CS theory to improve the system performance. The RTLS is realized completely in software which can process the RSS data from the reader and does not involve any extra components for hardware or any adjustments to the RFID tags. Based on the results, we conclude that using propagation models and tag multiplicity, the accuracy of the RTLS has improved and the performance is better than the radiomap approach used previously. Master of Science 2014-06-30T04:16:02Z 2014-06-30T04:16:02Z 2013 2013 Thesis http://hdl.handle.net/10356/61625 en 65 p. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic DRNTU::Engineering::Electrical and electronic engineering
spellingShingle DRNTU::Engineering::Electrical and electronic engineering
Kanthadai Venkatakrishnan Badrinarayanan
RSSI based localization algorithm development and comparative study
description A Real Time Locating System (RTLS) is used for tracking assets, people, objects, etc. that are the subjects of the RTLS environment in real time. The physical layer of the RTLS uses RF (radio frequency) communication and recent studies have mentioned the development of RTLS using optical or acoustic technology working in tandem with RF. Tracking of prisoners, medical equipment in a hospital, automobile tracking in a warehouse are a few applications of a RTLS. A generic RTLS usually consists of two types of RFID tags, wireless readers known as asset tags contained to the objects/persons being tracked and a set of fixed readers called location tags which help in determining the location of the asset by obtaining the RSSI value and passing it to the base station. The base station is central to the whole RTLS and is responsible for determining the position of the asset. The base station is connected to a processing center such as a PC to execute the localization algorithm and process the results. The project is centered on developing stable localization algorithms that will provide a near accurate location estimate of the asset tags in the existing setup. The current system is based out of a SIMTech lab in NTU. The proposed algorithms use multiple propagation models and CS theory to improve the system performance. The RTLS is realized completely in software which can process the RSS data from the reader and does not involve any extra components for hardware or any adjustments to the RFID tags. Based on the results, we conclude that using propagation models and tag multiplicity, the accuracy of the RTLS has improved and the performance is better than the radiomap approach used previously.
author2 Chong Han Joo Peter
author_facet Chong Han Joo Peter
Kanthadai Venkatakrishnan Badrinarayanan
format Theses and Dissertations
author Kanthadai Venkatakrishnan Badrinarayanan
author_sort Kanthadai Venkatakrishnan Badrinarayanan
title RSSI based localization algorithm development and comparative study
title_short RSSI based localization algorithm development and comparative study
title_full RSSI based localization algorithm development and comparative study
title_fullStr RSSI based localization algorithm development and comparative study
title_full_unstemmed RSSI based localization algorithm development and comparative study
title_sort rssi based localization algorithm development and comparative study
publishDate 2014
url http://hdl.handle.net/10356/61625
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