Deep over-the-air computation
Webaggregates (sum and average) the locally-trained deep neural network models over the wireless channel. Since large numbers of model parameters are transmitted in the model aggregation step, communication efficiency has be-come a bottleneck that restricts the development of FEEL [1]. Over-the-air computation (AirComp) has been proposed to ad- WebA framework on deep learning enabled over-the-air computation is proposed, where both the pre-processing and post-processing functions are represented by deep neural networks (DNNs), which can approximate any function via learning through the data. As an efficient data fusion method, over-the-air computation integrates computation and …
Deep over-the-air computation
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WebSep 4, 2024 · To address this issue, over-the-air computation (AirComp) is being developed as a new WDA solution by integrating computation and communication. By … WebAug 24, 2024 · Over-the-air (OtA) computation is a newly emerged concept for achieving resource-efficient data aggregation over a large number of wireless nodes. Current …
WebIn a general wireless sensor network, a sink node collects data from each node successively and then post-processes the data to obtain useful information. However, conventional … WebSep 1, 2024 · Over-the-air computation is a promising technique for efficiently aggregating data in sensor networks. This method requires that signals from all nodes arrive at the sink aligned in signal...
WebMay 11, 2024 · Over-the-air computation (AirComp) is a disruptive technique for fast wireless data aggregation in Internet of Things (IoT) networks via exploiting the waveform superposition property of multiple-access channels. However, the performance of AirComp is bottlenecked by the worst channel condition among all links between the IoT devices … WebNov 20, 2024 · This paper presents the first broadband digital over-the-air computation (AirComp) system for phase asynchronous OFDM-based federated edge learning …
WebFeb 14, 2024 · The rapid development of machine learning and wireless communication is creating a new paradigm for future networks, namely edge-intelligent networks. Specifically, data generated by terminal devices is processed via machine learning at the edge of wireless networks, but not at the cloud.
WebIn a general wireless sensor network, a sink node collects data from each node successively and then post-processes the data to obtain useful information. However, conventional methods have a scalability problem: the data collection/processing time increases with the number of nodes, and frequent transmission collisions degrade spectrum efficiency. If … routing suntrustWebDec 1, 2024 · Over-the-air computation (AirComp) is capable of computing while transmitting data by allowing multiple devices to send data simultaneously by using … stream bssunWebSep 1, 2024 · Over-the-air computation is a promising technique for efficiently aggregating data in sensor networks. This method requires that signals from all nodes arrive at the sink aligned in signal magnitude, which faces the reliability issue, especially in times of channel fading. To solve this problem, in this letter, we propose an amplify-and-forward ... routing suntrust gaWebIn this paper, a framework on deep learning enabled over-the-air computation is proposed, where both the pre-processing and post-processing functions are represented by deep … stream bswWebAs an efficient data fusion method, over-the-air computation integrates computation and communication by exploiting the superposition property of multiple access channels. In this paper, a framework on deep learning enabled over-the-air computation is proposed, where both the pre-processing and post-processing functions are represented by deep … stream bt freeWebS Korea-Myanmar airstrike. SEOUL, April 13 (Yonhap) -- South Korea's foreign ministry expressed "deep concerns" Thursday over the Myanmar junta's recent air attacks against its civilians. routing supervisorWebApr 29, 2024 · To enhance the performance for over-the-air computation by controlling the signal propagation environment, we shall propose to deploy an intelligent reflecting surface (IRS) on a surrounding wall, … routing sutton bank