… ABSTRACT The use of Unmanned Aerial Vehicles (UAVs) for wireless networks is rapidly growing as key enablers of new applications, including: surveillance and monitoring, military, …
H Zhang, L Hanzo - IEEE Transactions on Vehicular …, 2020 - ieeexplore.ieee.org
… Since the number of UAVs considered in our scenarios is small and single-antenna arrangements are assumed, orthogonal training signals can be used for channel estimation at the …
F Tang, C Wen, X Chen, N Kato - IEEE Network, 2022 - ieeexplore.ieee.org
… in space, aerialnetworks, and terrestrial networks is an advanced … with centralized learning or distributed learning, federatedlearning has the following advantages: • Federatedlearning …
… training framework to obtain smart remote sensing analytics at the edge devices in the integrated network … In this article, we propose an asynchronously updating federatedlearning …
Y Qu, C Dong, J Zheng, Q Wu, Y Shen, F Wu… - arXiv preprint arXiv …, 2020 - arxiv.org
… the A2A federatedlearning within the aerialnetworks solely, we envision that the aerial platform … intelligence for the terrestrial networks, which is termed as ground to air (G2A) federated …
Y Wang, Z Su, N Zhang… - … Transactions on network …, 2020 - ieeexplore.ieee.org
… learning for UAVs. • We investigate a consortium blockchain network for decentralized data training… for resource-limited UAVs in federatedlearning through immutable ledgers, mutual …
Y Qu, H Dai, Y Zhuang, J Chen, C Dong, F Wu… - … Network, 2021 - ieeexplore.ieee.org
… point of failure and are inappropriate to UAV networks with both unreliable nodes and links. … FederatedLearning for UAV Networks (DFL-UN), which enables FL within UAV networks …
… First, we introduce air-to-air (A2A) FL, where the training process happens within the aerial networks only. One typical example is the FL framework proposed in [4], which enables FL …
… federatedlearning (AFL) to achieve fast convergence speed and high learning accuracy for multiUAV-enabled wireless networks. The … network consists of N UAVs and K single-antenna …