Distributed recursive Gaussian processes for RSS map applied to target tracking

F Yin, F Gunnarsson - IEEE Journal of Selected Topics in Signal …, 2017 - ieeexplore.ieee.org
We propose a distributed recursive Gaussian process (drGP) regression framework for
building received-signal-strength (RSS) map. The proposed framework adopts independent …

A kernel method to nonlinear location estimation with RSS-based fingerprint

PC Ng, P Spachos, J She… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
This paper presents a nonlinear location estimation to infer the position of a user holding a
smartphone. We consider a large location with number of grid points, each grid point is …

Discriminant minimization search for large-scale RF-based localization systems

SP Kuo, YC Tseng - IEEE Transactions on Mobile Computing, 2010 - ieeexplore.ieee.org
In large-scale fingerprinting localization systems, fine-grained location estimation and quick
location determination are conflicting concerns. To achieve finer grained localization, we …

RSS-based indoor positioning based on multi-dimensional kernel modeling and weighted average tracking

CC Huang, HN Manh - IEEE Sensors Journal, 2016 - ieeexplore.ieee.org
In this paper, we discuss a similarity inconsistency phenomenon where the radio signal
strength (RSS) signatures of two neighboring positions are dissimilar due to the RSS …

Sequential Monte Carlo for simultaneous passive device-free tracking and sensor localization using received signal strength measurements

X Chen, A Edelstein, Y Li, M Coates… - Proceedings of the …, 2011 - ieeexplore.ieee.org
This paper presents and evaluates a method for simultaneously tracking a target while
localizing the sensor nodes of a passive device-free tracking system. The system uses …

Gaussian process assisted fingerprinting localization

S Yiu, K Yang - IEEE Internet of Things Journal, 2015 - ieeexplore.ieee.org
This paper presents an application of the firefly algorithm (FA) to Gaussian process (GP)-
based localization. Partial radio-frequency (RF) signature map is first collected and used to …

A Kriging algorithm for location fingerprinting based on received signal strength

C Liu, A Kiring, N Salman, L Mihaylova… - 2015 Sensor Data …, 2015 - ieeexplore.ieee.org
Received signal strength (RSS) based location fingerprinting is a powerful wireless
positioning technique. It estimates the target location by consulting a preliminary database …

Gaussian processes for RSS fingerprints construction in indoor localization

Y Zhao, C Liu, LS Mihaylova… - 2018 21st International …, 2018 - ieeexplore.ieee.org
Location-based applications attract more and more attention in recent years. Examples of
such applications include commercial advertisements, social networking software and …

Improve accuracy of fingerprinting localization with temporal correlation of the RSS

X Tian, M Wang, W Li, B Jiang, D Xu… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
Recent study presents a fundamental limit of the RSS fingerprinting based indoor
localization. In this paper, we theoretically show that the temporal correlation of the RSS can …

RSS distribution-based passive localization and its application in sensor networks

C Liu, D Fang, Z Yang, H Jiang, X Chen… - IEEE Transactions …, 2015 - ieeexplore.ieee.org
Passive localization is fundamental for many applications such as activity monitoring and
real-time tracking. Existing received signal strength (RSS)-based passive localization …