A survey of deep learning approaches for WiFi-based indoor positioning

X Feng, KA Nguyen, Z Luo - Journal of Information and …, 2022 - Taylor & Francis
One of the most popular approaches for indoor positioning is WiFi fingerprinting, which has
been intrinsically tackled as a traditional machine learning problem since the beginning, to …

Fly-Navi: A novel indoor navigation system with on-the-fly map generation

H Jiang, W Liu, G Jiang, Y Jia, X Liu… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
Existing studies on indoor navigation often require such a pre-deployment as floor map,
localization system and/or additional (customized) hardwares, or human motion traces …

WiFi based fingerprinting positioning based on Seq2seq model

H Sun, X Zhu, Y Liu, W Liu - Sensors, 2020 - mdpi.com
Indoor positioning technologies are of great use in GPS-denied areas. They can be
partitioned into two types of systems—infrastructure-free based and infrastructure …

Voronoi diagram and crowdsourcing-based radio map interpolation for GRNN fingerprinting localization using WLAN

Y Sun, Y He, W Meng, X Zhang - Sensors, 2018 - mdpi.com
In the last decade, fingerprinting localization using wireless local area network (WLAN) has
been paid lots of attention. However, this method needs to establish a database called radio …

[PDF][PDF] 基于变分自编码器的WLAN 定位方法

米伟娟, 李娜 - 电子测量与仪器学报, 2020 - jemi.cnjournals.com
基于无线局域网络(WLAN) 的定位是当前室内定位领域的主流技术之一. 提出一种基于变分自
编码器的WLAN 定位方法, 具备定位通路和接受信号强度(RSS) 信号指纹重构通路 …

Variational auto encoder based WLAN positioning

米伟娟, 李娜 - Journal of Electronic Measurement and …, 2023 - jemi.cnjournals.com
基于无线局域网络 (WLAN) 的定位是当前室内定位领域的主流技术之一. 提出一种基于变分自
编码器的 WLAN 定位方法, 具备定位通路和接受信号强度 (RSS) 信号指纹重构通路 …

Radio map estimation with neural networks and active learning for indoor localization

S Güler - 2019 - 193.140.201.98
In this thesis, a practical indoor localization technique is proposed. In contrast to the state of
art approaches, this practical approach does not deal with the multipath problems and …

[PDF][PDF] Mitigating variability issues for feature-based indoor positioning

C Zhou - 2019 - research-collection.ethz.ch
As a promising indoor positioning solution, feature-based indoor positioning systems
(FIPSs) utilizing signals of opportunity as features are capable of providing indoor location …