Machine learning based indoor localization using Wi-Fi RSSI fingerprints: An overview

N Singh, S Choe, R Punmiya - IEEE access, 2021 - ieeexplore.ieee.org
In the era of the Internet of Things (IoT) and Industry 4.0, the indoor usage of smart devices is
expected to increase, thereby making their location information more important. Based on …

[HTML][HTML] A comprehensive review of indoor/outdoor localization solutions in IoT era: Research challenges and future perspectives

SM Asaad, HS Maghdid - Computer Networks, 2022 - Elsevier
The number of connected mobile devices and Internet of Things (IoT) is growing around us,
rapidly. Since most of people's daily activities are relying on these connected things or …

DNN-based indoor localization under limited dataset using GANs and semi-supervised learning

W Njima, A Bazzi, M Chafii - IEEE access, 2022 - ieeexplore.ieee.org
Indoor localization techniques based on supervised learning deliver great performance
accuracy while maintaining low online complexity. However, such systems require massive …

Metafi++: Wifi-enabled transformer-based human pose estimation for metaverse avatar simulation

Y Zhou, H Huang, S Yuan, H Zou… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
In the metaverse, digital avatar plays an important role in representing human beings for
various interaction with virtual objects and environments, which puts a high demand on …

Indoor positioning systems of mobile robots: A review

J Huang, S Junginger, H Liu, K Thurow - Robotics, 2023 - mdpi.com
Recently, with the in-depth development of Industry 4.0 worldwide, mobile robots have
become a research hotspot. Indoor localization has become a key component in many fields …

Indoor localization using data augmentation via selective generative adversarial networks

W Njima, M Chafii, A Chorti, RM Shubair… - IEEE access, 2021 - ieeexplore.ieee.org
Several location-based services require accurate location information in indoor
environments. Recently, it has been shown that deep neural network (DNN) based received …

CRCLoc: A crowdsourcing-based radio map construction method for WiFi fingerprinting localization

X Du, X Liao, M Liu, Z Gao - IEEE Internet of Things Journal, 2021 - ieeexplore.ieee.org
The WiFi-based fingerprint indoor-positioning system has attracted increasing interest from
industry and academia, benefiting from the widespread deployment of the wireless local …

A universal Wi-Fi fingerprint localization method based on machine learning and sample differences

X Cao, Y Zhuang, X Yang, X Sun, X Wang - Satellite Navigation, 2021 - Springer
Wi-Fi technology has become an important candidate for localization due to its low cost and
no need of additional installation. The Wi-Fi fingerprint-based positioning is widely used …

Rme-gan: A learning framework for radio map estimation based on conditional generative adversarial network

S Zhang, A Wijesinghe, Z Ding - IEEE Internet of Things Journal, 2023 - ieeexplore.ieee.org
Outdoor radio coverage map estimation is an important tool for network planning and
resource management in modern Internet of Things (IoT) and cellular systems. A radio map …

MetaFi: Device-free pose estimation via commodity WiFi for metaverse avatar simulation

J Yang, Y Zhou, H Huang, H Zou… - 2022 IEEE 8th World …, 2022 - ieeexplore.ieee.org
Avatar refers to a representative of a physical user in the virtual world that can engage in
different activities and interact with other objects in metaverse. Simulating the avatar …