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عنوان فارسی مقاله:
فیلتر ذرات بهبود یافته بر اساس انگشت نگاری WLAN RSSI و سنسور هوشمند برای محلی سازی داخلی
عنوان انگلیسی مقاله:
Improved particle filter based on WLAN RSSI fingerprinting and smart sensors for indoor localization
سال انتشار : 2016
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مقدمه انگلیسی مقاله:
1. Introduction
The demand for accurate positioning for indoor location based services (LBS) is growing rapidly. The GPS technology cannot be easily used for indoor positioning as the direct line of sight obstructed which reduces the positioning accuracy [1,2]. To overcome the challenges of indoor positioning, many techniques have been developed in the past few years. The reported indoor positioning methods fall into two main approaches. In the first approach, wireless signals such as Bluetooth, Zigbee, RFID, Ultra-Wide Band (UWB), Wireless Local Area Network (WLAN) [3] are leveraged for indoor positioning in the second approach inertial sensors are utilized [4]. Two methods are developed for positioning algorithms utilizing wireless signal techniques. In the first method, the distance is estimated from Time of Flight (ToF), Time of Arrival (ToA)/Time Difference of Arrival (TDoA), Angle of Arrival (AoA) or Received signal Strength Indicator (RSSI) [3]. RSSI for ranging is highly dependent on the environment structure and has limited accuracy [5]. Time measurement based method supports high positioning accuracy but it commonly requires extra infrastructure to accurately measure the time difference. This requirement increases the cost of implementation. An infra-structure free solution which utilizes available wireless local area network (WLAN) have also been reported [6]. In this method, it is assumed that each reference point has a unique RF signal strength vector, which is also called fingerprint. The fingerprints of reference points in a building are collected ahead of time and stored in a database. Then, pattern recognition algorithms are used to match the on-line vector with pre-collected fingerprints. This approach is infrastructure-free but labor-intensive [7]. Moreover, this system normally cannot provide a smooth location estimation because it suffers from problems such as similar fingerprints [8], missing value and noisy RSSI value.
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کلمات کلیدی:
Improved particle filter based on WLAN RSSI fingerprinting and smart ... https://www.researchgate.net/.../297203576_Improved_particle_filter_based_on_WLAN... Download paper (PDF): Improved particle filter based on WLAN RSSI fingerprinting and smart sensors for indoor localization on ResearchGate. Location Fingerprinting Technique for WLAN Device-Free Indoor ... https://www.researchgate.net/.../311712160_Location_Fingerprinting_Technique_for_... Official Full-Text Publication: Location Fingerprinting Technique for WLAN ... For the second phase the RSSI is measured in different propagation indoor environment. ... Radio frequency (RF) sensor networks have been employed to locate a person in an envi- ..... Smart cevices for smart environments: Device-free passive. [PDF]Improved particle filter based on WLAN RSSI fingerprinting and smart ... iranarze.ir/wp-content/uploads/2016/11/E679.pdf Improved particle filter based on WLAN RSSI fingerprinting and smart sensors for indoor localization. Zheng Wu, Esrafil Jedari, Roberto Muscedere, Rashid ... The implementation of indoor localization based on an experimental ... link.springer.com/10.1007/s12083-015-0372-9 by CM El Amine - 2016 - Cited by 1 - Related articles Jun 9, 2015 - The implementation of indoor localization based on an experimental ... Indoor localization RSSI fingerprinting Wireless sensor network XBee. Indoor Positioning System Using Depth Maps and Wireless Networks https://www.hindawi.com/journals/js/2016/2107872/ by J Duque Domingo - 2016 - Cited by 1 - Related articles May 23, 2016 - Indoor Positioning Systems (IPS) are techniques used to obtain the position of .... [15] propose to use three Kinect sensors for detecting and identifying ... In [16], authors propose a smart-cane for the visually impaired that, with the .... During the learning stage, the RSSI values of the fingerprint were grouped ... [PDF]Precise Indoor Localization Using Smart Phones - International ... www.icsi.berkeley.edu/pubs/speech/preciseindoor10.pdf by E Martin - 2010 - Cited by 185 - Related articles sensing capabilities of current state of the art smart phones. To the best of our ... by WiFi radio, cellular communications radio, accelerometer and magnetometer ... approach for indoor localization making use of smart phones. In. Section 2 the .... first one to accurately leverage RSSI fingerprinting in smart phones. Besides ...
