Federated learning for internet of things: A comprehensive survey
The Internet of Things (IoT) is penetrating many facets of our daily life with the proliferation of
intelligent services and applications empowered by artificial intelligence (AI). Traditionally …
intelligent services and applications empowered by artificial intelligence (AI). Traditionally …
Recent advances in pedestrian inertial navigation based on smartphone: A review
Q Wang, M Fu, J Wang, H Luo, L Sun, Z Ma… - IEEE Sensors …, 2022 - ieeexplore.ieee.org
Indoor location-based service is a hot research topic whose application market size is
expected to grow from 41 billion by 2022 and 58 billion by 2023. As a portable …
expected to grow from 41 billion by 2022 and 58 billion by 2023. As a portable …
Survey on Federated Learning enabling indoor navigation for industry 4.0 in B5G
SH Alsamhi, AV Shvetsov, A Hawbani… - Future Generation …, 2023 - Elsevier
With the expansion of intelligent services and applications powered by Artificial Intelligence
(AI), the Internet of Things (IoT) permeates many aspects of our everyday lives. In order to …
(AI), the Internet of Things (IoT) permeates many aspects of our everyday lives. In order to …
A federated learning framework for fingerprinting-based indoor localization in multibuilding and multifloor environments
The participatory nature of federated learning (FL) makes it attractive for fingerprinting-based
indoor localization in multibuilding and multifloor environments. A group of sensing clients …
indoor localization in multibuilding and multifloor environments. A group of sensing clients …
FedPos: A federated transfer learning framework for CSI-based Wi-Fi indoor positioning
This article proposes FedPos, a federated transfer learning framework together with a novel
position estimation method for Wi-Fi indoor positioning. Compared with traditional machine …
position estimation method for Wi-Fi indoor positioning. Compared with traditional machine …
Localization as a key enabler of 6G wireless systems: A comprehensive survey and an outlook
SE Trevlakis, AAA Boulogeorgos… - IEEE Open Journal …, 2023 - ieeexplore.ieee.org
When fully implemented, sixth generation (6G) wireless systems will constitute intelligent
wireless networks that enable not only ubiquitous communication but also high-accuracy …
wireless networks that enable not only ubiquitous communication but also high-accuracy …
Towards accurate and privacy-preserving localization using anchor quality assessment in Internet of Things
F Zuo, Y Li, G Wang, X He - Future Generation Computer Systems, 2023 - Elsevier
Crowdsourced localization plays a significant role for the applications in Internet of Things.
Even though existing studies have proposed privacy-preserving localization algorithms to …
Even though existing studies have proposed privacy-preserving localization algorithms to …
On-device indoor positioning: A federated reinforcement learning approach with heterogeneous devices
The widespread deployment of machine learning techniques in ubiquitous computing
environments has sparked interests in exploiting the vast amount of data stored on mobile …
environments has sparked interests in exploiting the vast amount of data stored on mobile …
Recent advances in pedestrian navigation activity recognition: a review
Q Wang, H Luo, J Wang, L Sun, Z Ma… - IEEE Sensors …, 2022 - ieeexplore.ieee.org
Pedestrian navigation activity recognition (PNAR) has a significant impact on positioning
and tracking performance. Smartphone-based PNAR utilizes measurements from sensors …
and tracking performance. Smartphone-based PNAR utilizes measurements from sensors …
Toward crowdsourced transportation mode identification: A semisupervised federated learning approach
Privacy-preserving transportation mode identification (TMI) is among the key challenges
toward future intelligent transportation systems. With recent developments in federated …
toward future intelligent transportation systems. With recent developments in federated …