Decentralized Sensor Scheduling, Bandwidth Allocation, and Dynamic Quantization for FL Under Hybrid Data Partitioning
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Internet of Things Journal"
DOI: 10.1109/jiot.2022.3177449
Abstract: Considering the wide application of multiple types of sensors with diversified data sensing and collection capabilities, we focus on the resulting hybrid data partitioning among the local data set distributed at the edge sensors, especially… read more here.
Keywords: hybrid data; dynamic quantization; data partitioning; allocation dynamic ... See more keywords
Wireless Federated Learning With Dynamic Quantization and Bandwidth Adaptation
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Wireless Communications Letters"
DOI: 10.1109/lwc.2022.3202645
Abstract: Quantization has been increasingly proposed in wireless federated learning (FL) to compress transmission data, which therefore significantly reduces the training latency. In this letter, we further reduce the training latency by introducing dynamic quantization and… read more here.
Keywords: dynamic quantization; wireless federated; federated learning; quantization ... See more keywords
Dynamic Quantization Driven Synchronization of Networked Systems Under Event-Triggered Mechanism
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Circuits and Systems I: Regular Papers"
DOI: 10.1109/tcsi.2021.3134989
Abstract: This paper focuses on the synchronization control issue of networked systems. Due to the imperfect network environment, continuous or precise transmission is impractical, and intermittent communication scheme under state quantization needs to be considered. First,… read more here.
Keywords: dynamic quantization; networked systems; event; quantization ... See more keywords
Finite-time H∞ dynamic quantization inputs control for uncertain switched systems
Sign Up to like & getrecommendations! Published in 2021 at "Transactions of the Institute of Measurement and Control"
DOI: 10.1177/0142331220933424
Abstract: This paper investigates the problem of finite-time stability and finite-time H ∞ stabilization for switched systems with parametric uncertainties and nonlinear disturbances satisfying Lipschitz condition. The dynamic quantization inputs feedback control technology is proposed to… read more here.
Keywords: dynamic quantization; finite time; control; time ... See more keywords