PaCNN-LSTM: A Localization Scheme Based on Improved Contrastive Learning and Parallel Fusion Neural Network

Q Pu, Y Chen, M Zhou, JKY Ng… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
The deep learning technique plays an important role in Wi-Fi localization systems as it could
mine deep features of measurement data. The main challenges are to combat the signal …

Conditional probability-based ensemble learning for indoor landmark localization

Z Zhao, T Braun, Z Pan - Computer Communications, 2019 - Elsevier
Indoor location awareness enables many location-based services, such as smart homes or
smart offices. The huge amount of sensor data collected by nowadays' smartphones …

Fingerprinting-based indoor positioning using channel state information

JMB Rocamora - 2023 - theses.lib.polyu.edu.hk
Techniques for indoor positioning systems (IPSs) can be categorized as range-based or
range-free. Range-based methods rely on geometric mappings to approximate a location …

Influence of Access Points' Height and High Signal Relation in WLAN Fingerprinting-Based Indoor Positioning Systems' Accuracy

MR Nicholaus, FA Ruambo, EE Masanga… - … on Distributed Computer …, 2023 - Springer
Abstract Wireless Local Area Network (WLAN) Fingerprinting-based Indoor Positioning
Systems (IPS) offer several key advantages over other indoor positioning technologies …

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 …

Wi-Fi Csi Fingerprinting-Based Indoor Positioning Using Deep Learning and Vector Embedding

JMR Reyes, IWH Ho, MW Mak - Available at SSRN 4611921 - papers.ssrn.com
Fingerprinting systems based on channel state information (CSI) often rely on updated
databases to achieve indoor positioning with high accuracy and resolution of centimeter …