Discrete Hopfield neural network based indoor Wi-Fi localization using CSI

X Dang, X Tang, Z Hao, J Ren - EURASIP Journal on Wireless …, 2020 - Springer
The fingerprint indoor localization method based on channel state information (CSI) has
gained widespread attention. However, this method fails to provide a better localization …

A CNN-based CSI fingerprint indoor localization method

S LIU, X WANG, N WU - Chinese Journal of Engineering, 2021 - cje.ustb.edu.cn
To improve the performance of Wi-Fi fingerprint indoor positioning technology, a method
based on convolutional neural networks (CNNs) for channel state information (CSI) …

High-precision WiFi indoor localization algorithm based on CSI-XGBoost

X ZHANG, C XIU, Y WANG, D YANG - 北京航空航天大学学报, 2018 - bhxb.buaa.edu.cn
Considering the influence of complex indoor environment and multi-path effects on the WiFi
fingerprint positioning performance, this paper extracts channel state information (CSI) from …

A novel fingerprint localization algorithm based on modified channel state information using Kalman filter

J Wang, JG Park - Journal of Electrical Engineering & Technology, 2020 - Springer
With the increasing demand for location-based services, indoor fingerprinting localization
based on received signal strength indicator or channel state information (CSI) has become …

Adaptive genetic algorithm-aided neural network with channel state information tensor decomposition for indoor localization

M Zhou, Y Long, W Zhang, Q Pu… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
Channel state information (CSI) can provide phase and amplitude of multichannel subcarrier
to better describe signal propagation characteristics. Therefore, CSI has become one of the …

A noise reduction fingerprint feature for indoor localization

M Yan, F Xu, S Bai, Q Wan - 2018 10th International …, 2018 - ieeexplore.ieee.org
Indoor localization has received extensive attention in recent years. Due to the complexity of
the indoor environment, fingerprint positioning methods have better performance than the …

Ranging and fingerprinting‐based indoor Wi‐Fi localisation using channel state information

Y Wang, J Yang, G Sun, X Wang - IET Communications, 2019 - Wiley Online Library
In this study, a hybrid indoor localisation scheme based on ranging and fingerprinting using
the calibrated channel state information is presented. In ranging, regarding the serious …

Exploiting distribution of channel state information for accurate wireless indoor localization

Y Xiao, S Zhang, J Cao, H Wang, J Wang - Computer Communications, 2017 - Elsevier
Wi-Fi fingerprint based wireless indoor localization has received increasing research
attention in recent years. Most existing works utilize the received signal strength (RSS) as …

A Hybrid Wi‐Fi Fingerprint‐Based Localization Scheme Achieved by Combining Fisher Score and Stacked Sparse Autoencoder Algorithms

Z Wang, Z Wang, L Fan, Z Yu - Mobile Information Systems, 2020 - Wiley Online Library
Along with the advancement of wireless technology, indoor localization technology based
on Wi‐Fi has received considerable attention from academia and industry. The fingerprint …

A highly robust indoor location algorithm using WiFi channel state information based on transfer learning reinforcement

Y LI, X SUN - 电子与信息学报, 2023 - jeit.ac.cn
The WiFi fingerprint based on Channel State Information (CSI) data can be used for indoor
positioning. Compared to Received Signal Strength Indicator (RSSI) data, CSI has a higher …