An Accurate and Fast WLAN User Location Estimation Method Based on Received Signal Strength
نویسندگان
چکیده
Location estimation is a crucial component of location-aware applications. Positioning based on received signal strength (RSS) in wireless networks is considered a promising and inexpensive solution. Existing techniques only use RSS from some fixed access points (APs) deployed within the area of interest to estimate user location. Through experiments on the properties of RSS, it is found that RSS from far access points can distinguish different locations more easily. In this paper, we propose to introduce RSS from APs outside of the area to increase location estimation accuracy. We also present an online maximum matching method to select the most possible locations first, thus reducing the computational cost incurred by using more RSS values and improving the speed of location estimation. Our new location estimation method is implemented and compared with related work in a practical wireless network. Experimental results illustrate that the proposed method can give a higher degree of accuracy.
منابع مشابه
Multiple Subcarrier Indoor Geolocation System in MIMO-OFDM WLAN APs Structure
This report aims to utilize existing and future Multiple-Input Multiple-Output Orthogonal Frequency Division Multiplexing Wireless Local Area Network (MIMO-OFDM WLAN) systems characteristics—such as multiple subcarriers, multiple antennas, and channel estimation characteristics—for indoor location estimation systems based on the Direction of Arrival (DOA) and Radio Signal Strength Indication (R...
متن کاملMicrosoft Word - Kablan-Venice1.1final
This report aims to utilize existing and future Multiple-Input Multiple-Output Orthogonal Frequency Division Multiplexing Wireless Local Area Network (MIMO-OFDM WLAN) systems characteristics—such as multiple subcarriers, multiple antennas, and channel estimation characteristics—for indoor location estimation systems based on the Direction of Arrival (DOA) and Radio Signal Strength Indication (R...
متن کاملA Probabilistic Approach to WLAN User Location Estimation
We estimate the location of a WLAN user based on radio signal strength measurements performed by the user’s mobile terminal. In our approach the physical properties of the signal propagation are not taken into account directly. Instead the location estimation is regarded as a machine learning problem in which the task is to model how the signal strengths are distributed in different geographica...
متن کاملAdaptive Parameter Estimation Method for Wireless Localization Using RSSI Measurements
Location-based service (LBS) is becoming an important part of the information technology (IT) business. Localization is a core technology for LBS because LBS is based on the position of each device or user. In case of outdoor, GPS – which is used to determine the position of a moving user – is the dominant technology. As satellite signal cannot reach indoor, GPS cannot be used in indoor environ...
متن کاملHybrid Method for Localization Using WLAN
There are essentially two categories of signal strength (SS) based techniques for positioning using WLAN (Wireless LAN): ‘Trilateration’ and ‘Location Fingerprint’. The prerequisite of the trilateration method is using a signal propagation model to convert SS to a transmitterreceiver (T-R) separated distance measurement. Utilizing the general empirical model can only obtain a very inaccurate di...
متن کامل