Machine learning for practical localization system using multiview CSI

M Kim, D Han, JKK Rhee - IEEE Access, 2020 - ieeexplore.ieee.org
Various machine learning techniques on indoor localization using radio signals are being
rapidly developed to achieve a sub-meter accuracy under noisy and complex environments …

Robust, cost-effective and scalable localization in large indoor areas

T Guan, L Fang, W Dong, D Koutsonikolas, G Challen… - Computer Networks, 2017 - Elsevier
Indoor location information plays a fundamental role in supporting various interesting
location-aware indoor applications. Widely deployed WiFi networks make it feasible to …

Localization by fusing a group of fingerprints via multiple antennas in indoor environment

X Guo, N Ansari - IEEE Transactions on Vehicular Technology, 2017 - ieeexplore.ieee.org
Most existing fingerprints-based indoor localization approaches are based on some single
fingerprint, such as received signal strength (RSS), channel impulse response, and signal …

LoT: A Transformer-Based Approach Based on Channel State Information for Indoor Localization

W Li, X Meng, Z Zhao, Z Liu, C Chen… - IEEE Sensors …, 2023 - ieeexplore.ieee.org
Fingerprint-based localization has gained significant commercial value in recent years and
have brought new opportunities to location-based services in indoor environments. Existing …

CompFi: Partially connected neural network using complex CSI data for indoor localization

M Kim, C Kim, D Han, JKK Rhee - 2020 IEEE 91st Vehicular …, 2020 - ieeexplore.ieee.org
Many recent papers have directed attention to wireless indoor localization using Channel
State Information (CSI) from the IEEE 802.11 OFDM scheme. Compared to the Received …

A Variational Auto-Encoder Enabled Multi-Band Channel Prediction Scheme for Indoor Localization

R Yuan, K Huang, P Yang… - ICC 2023-IEEE …, 2023 - ieeexplore.ieee.org
Indoor localization is getting increasing demands for various cutting-edged technologies,
like Virtual/Augmented reality and smart home. Traditional model-based localization suffers …

Plugo: a vlc systematic perspective of large-scale indoor localization

Q Liang, M Liu - arXiv preprint arXiv:1709.06926, 2017 - arxiv.org
Indoor localization based on Visible Light Communication (VLC) has been in favor with both
the academia and industry for years. In this paper, we present a prototyping photodiode …

DeepPos: Deep supervised autoencoder network for CSI based indoor localization

P Yazdanian, V Pourahmadi - arXiv preprint arXiv:1811.12182, 2018 - arxiv.org
The widespread mobile devices facilitated the emergence of many new applications and
services. Among them are location-based services (LBS) that provide services based on …

[PDF][PDF] Deep learning for indoor localization based on bi-modal CSI data

X Wang, S Mao - Appl. Mach. Learn. Wirel. Commun, 2019 - eng.auburn.edu
In this chapter, we incorporate deep learning for indoor localization based on channel state
information with commodity 5GHz WiFi. We first introduce the state-of-the-art deep learning …

Direct-path based fingerprint extraction algorithm for indoor localization

D Zhu, B Zhao, S Wang, D Wu - … of the 15th EAI international conference …, 2018 - dl.acm.org
At present, there has been a booming interest in utilizing Channel State Information (CSI)
extracted from MIMO-OFDM PHY layer to achieve precise indoor localization. Compared …