Communication-efficient multimodal federated learning: Joint modality and client selection

L Yuan, DJ Han, S Wang, D Upadhyay… - arXiv preprint arXiv …, 2024 - arxiv.org
Multimodal federated learning (FL) aims to enrich model training in FL settings where clients
are collecting measurements across multiple modalities. However, key challenges to …

Probabilistic indoor tracking of Bluetooth Low-Energy beacons

FS Daniş, C Ersoy, AT Cemgil - Performance Evaluation, 2023 - Elsevier
We construct a practical and real-time probabilistic framework for fine target tracking. In our
scenario, a Bluetooth Low-Energy (BLE) device navigating in the environment publishes …

Robust indoor localization based on multi-modal information fusion and multi-scale sequential feature extraction

Q Wang, J Jia, J Chen, Y Deng, X Wang… - Future Generation …, 2024 - Elsevier
Magnetic-assisted indoor localization has attracted significant attention because of its
commercial and social values. However, it is challenging to construct a robust and accurate …

A novel suppression method of height drift for pedestrian navigation with a circular hypotheses on terrain slope

J Wang, X Xu, Z Yu, Z Li, S Liu - IEEE Sensors Journal, 2022 - ieeexplore.ieee.org
The inertial navigation system (INS) based on zero velocity update (ZUPT) is a traditional
method for pedestrian positioning. The height information of INS will drift over time. A …

A practical hybrid height estimation algorithm based on fm-aided motion mode recognition

L Cong, J Tian, H Qin - IEEE Transactions on Instrumentation …, 2023 - ieeexplore.ieee.org
Height estimation is critical for precise indoor localization in multistorey buildings.
Traditionally, it is achieved by the barometric altimetry (BA)-based method, whose accuracy …

Radar update (RUPT): A pedestrian navigation system with enhanced trajectory performance

Y Dai, K Li, J Chai, Z Xiao, B Yan… - … Symposium on Circuits …, 2021 - ieeexplore.ieee.org
To alleviate the dependence on sensor quality and to reduce the accumulated error in
traditional inertial navigation systems, this paper proposes RUPT: a millimeter-wave radar …

Adaptive Sensor Fusion Framework for Personalized Indoor Navigation

S Ahn, D Han - 2022 IEEE 12th International Conference on …, 2022 - ieeexplore.ieee.org
Many methods using various sensors of the latest smartphones are being studied for
accurate indoor navigation. In particular, sensor fusion frameworks integrate all information …

Multimodal scene representation learning for localization of driverless vehicles

H Tibebu - 2022 - repository.lboro.ac.uk
There has been a surge in interest in driverless vehicles and other vehicular technologies
recently. Accurate sensing, perception and control technology that accounts for human …

Robust localization and navigation for autonomous, military robots in GNSS-denied environments

Y Boersma - 2022 - essay.utwente.nl
The use of Robotic and Autonomous Systems (RAS) is becoming increasingly important for
the Royal Netherlands Army (RNLA), as it allows for the effective deployment of scarce …