Wi-Fi based accurate indoor localization system using SVM and LSTM algorithms

HA Abbas, NW Boskany, KZ Ghafoor… - 2021 IEEE 22nd …, 2021 - ieeexplore.ieee.org
Indoor localization of mobile nodes is emerging as a promising field in the past decades due
to the advances in mobile devices and the increasing number of wireless services and …

An adapted machine learning algorithm based-Fingerprints using RLS to improve indoor Wi-fi localization systems

M Niang, P Canalda, M Ndong, F Spies… - … on Emerging Trends …, 2022 - ieeexplore.ieee.org
Indoor localization has gained popularity in recent years. Various technologies have been
proposed, but many of them do not give good accuracy without high-cost equipment …

WiFi-based indoor localization using clustering and fusion fingerprint

M Luo, J Zheng, W Sun, X Zhang - 2021 40th Chinese Control …, 2021 - ieeexplore.ieee.org
Due to the free deployment of the additional network infrastructure, WiFi-based indoor
localization has drawn researchers' attention in recent years. However, the accuracy and …

Wi-fi fingerprint-based indoor localization method via standard particle swarm optimization

J Zheng, K Li, X Zhang - Sensors, 2022 - mdpi.com
With the continuous development and improvement in Internet-of-Things (IoT) technology,
indoor localization has received considerable attention. Particularly, owing to its unique …

Wlan fingerprint localization with stable access point selection and deep LSTM

X Shi, J Guo, Z Fei - 2020 IEEE 8th International Conference on …, 2020 - ieeexplore.ieee.org
With the development of communication technologies, the demand for location-based
services is growing rapidly. The presence of a large number of Wi-Fi network infrastructures …

WiFi indoor location method based on RSSI

X Li, Z Deng, F Yang, X Zheng… - 2021 11th IEEE …, 2021 - ieeexplore.ieee.org
With the rapid development and popularization of WiFi technology, positioning based on
WiFi signal has become a hotspot in the field of indoor positioning research. The current …

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 …

Wi-Fi fingerprint localization based on multi-output least square support vector regression

A Christy Jeba Malar, M Deva Priya, F Femila… - … Systems: Proceedings of …, 2021 - Springer
Estimating the location of a movable object is highly necessary for providing context-aware
services in an indoor environment. As Global Positioning System (GPS) is not appropriate …

RSSI-KNN: A RSSI Indoor Localization Approach with KNN

X Zheng, R Cheng, Y Wang - 2023 IEEE 2nd International …, 2023 - ieeexplore.ieee.org
Nowadays, with the rapid growth of wireless communication technique, Received Signal
Strength Indicator (RSSI) is not only satisfied in measuring distance, but also be used in …

An improved weighted k-nearest neighbors algorithm for high accuracy in indoor localization

HA Pham, TV Le - 2019 25th Asia-Pacific Conference on …, 2019 - ieeexplore.ieee.org
In this paper, we propose an improvement of the traditional Weighted K-Nearest Neighbors
(WKNN) that is pervasively used in most WiFi fingerprint-based approaches for indoor …