JOURNAL ARTICLE

Ambient Intelligent Wireless Sensor Network for Environmental Monitoring and Indoor Localization Using an Extended Kalman Filter

Karthik MuthineniAttaphongse Taparugssanagorn

Year: 2018 Journal:   2018 First International Conference on Secure Cyber Computing and Communication (ICSCCC) Vol: 109 Pages: 441-445

Abstract

Ambient Intelligent (AmI) Wireless Sensor Networks (WSN) provide intelligent services based on users and environment data obtained by sensors. In this paper, we propose AmI WSN that could sense environment parameters like temperature, humidity around the entity, and also estimate the position of an entity in indoor environments. Digital Humidity Temperature (DHT) sensor is used to sense temperature and humidity around the entity. Zigbee which is an IEEE802.15.4 based wireless specification is used for localization, that uses the Received Signal Strength Indicator (RSSI) values for locating the position of an entity. In addition, Extended Kalman Filter (EKF) is adapted to filter the RSSI values influenced by multipath fading. Graphical User Interface (GUI) is developed to display temperature, humidity, and position coordinates in the MATLAB platform. Performances of the proposed system are evaluated by deriving the Cramer Rao Lower Bound (CRLB) variance for the position estimate. It is found that the variance of the position coordinates obtained by the proposed system is close to the CRLB variance, that makes the proposed system to be efficient.

Keywords:
Wireless sensor network Computer science Kalman filter Real-time computing Multipath propagation Extended Kalman filter Wireless Position (finance) Cramér–Rao bound Filter (signal processing) Algorithm Telecommunications Computer network Artificial intelligence Computer vision Estimation theory

Metrics

3
Cited By
0.49
FWCI (Field Weighted Citation Impact)
12
Refs
0.63
Citation Normalized Percentile
Is in top 1%
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Citation History

Topics

Indoor and Outdoor Localization Technologies
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
Energy Efficient Wireless Sensor Networks
Physical Sciences →  Computer Science →  Computer Networks and Communications
Underwater Vehicles and Communication Systems
Physical Sciences →  Engineering →  Ocean Engineering
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