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Ambient intelligent wireless sensor network for environmental monitoring and indoor localization using an extended kalman filter | |
Author | Muthineni, Karthik |
Call Number | AIT Thesis no.ICT-18-06 |
Subject(s) | Ambient Intelligent Wireless sensor network Wireless localization Location-based services |
Note | A thesis submitted in partial fulfillment of the requirements for the degree of Master of Engineering in Information and Communication Technology, School of Engineering and Technology |
Publisher | Asian Institute of Technology |
Series Statement | Thesis ; no. ICT-18-06 |
Abstract | Ambient Intelligent (AmI) Wireless Sensor Networks (WSN) provide intelligent services based on user and environment data obtained by sensors. Such networks are developed to give environmental monitoring and indoor localization services. In this work, Zigbee which is a wireless communication technology is used for localization based on Received Signal Strength Indicator (RSSI) method. In practice, Extended Kalman Filter (EKF) is adapted to filter RSSI values influenced by multi-path fading and noise. Log-Normal Shadowing Method (LNSM) together with the Trilateration method was implemented to locate the position of the unknown node or entity. In addition, Cramer Rao Lower Bound (CRLB) is de- ́ rived for the position estimation, that can be used to evaluate the performance of the system in terms of localization accuracy. Along with indoor localization, the deployed WSN could also monitor environment parameters like temperature and humidity surrounding entity using digital humidity and temperature (DHT11) sensor. Using Zigbee location coordinates of entity and environment parameters are transmitted to remote desktop where visualization of data is done using matrix laboratory (MATLAB). |
Year | 2018 |
Corresponding Series Added Entry | Asian Institute of Technology. Thesis ; no. ICT-18-06 |
Type | Thesis |
School | School of Engineering and Technology (SET) |
Department | Department of Information and Communications Technologies (DICT) |
Academic Program/FoS | Information and Communication Technology (ICT) |
Chairperson(s) | Attaphongse Taparugssanagorn; |
Examination Committee(s) | Teerapat Sanguankotchakorn;Poompat Saengudomlert; |
Scholarship Donor(s) | Asian Institute of Technology Fellowship; |
Degree | Thesis (M. Eng.) - Asian Institute of Technology, 2018 |