Deep over-the-air computation
WebApr 5, 2024 · A Survey on Over-the-Air Computation. Abstract: Communication and computation are often viewed as separate tasks. This approach is very effective from the perspective of engineering as isolated optimizations can be performed. However, for many computation-oriented applications, the main interest is a function of the local … WebNamely, over-the-air computation and physical and medium access control layer optimized for supporting ML. In the over-the-air approach, multiple devices communicate simultaneously over the same time slot and frequency band to exploit the superposition property of wireless channels for gradient averaging over-the-air. ... Deep Learning in ...
Deep over-the-air computation
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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 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 ... 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 …
WebApr 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, … Web19 hours ago · 13 Apr, 2024 10:27 PM 11 minutes to read. By. Grant Bradley. Deputy Editor - Business. When the opportunity came to lead Air India back to its former glory, Christchurch-born Campbell Wilson ...
WebMar 1, 2024 · Over-the-air computation (AirComp) is a known technique in which wireless devices transmit values by analog amplitude modulation so that a function of these values is computed over the communication channel at a common receiver. WebApr 14, 2024 · Mobile edge computing (MEC) provides an effective solution to help the Internet of Things (IoT) devices with delay-sensitive and computation-intensive tasks by offering computing capabilities in the proximity of mobile device users. Most of the existing studies ignore context information of the application, requests, sensors, resources, and …
WebOct 19, 2024 · Over-the-Air Computation: Foundations, Technologies, and Applications. The rapid advancement of artificial intelligence technologies has given rise to diversified …
WebCurrently, he is an Associate Professor at Shenzhen Institute of Advanced Technology (SIAT), Chinese Academy of Sciences. Shuai works on unmanned autonomous systems, with an emphasis on leveraging machine learning, optimization, and virtual-reality integration to advance the efficiency and robusness of emphasis markers listWebAutonomous driving, federated learning, large-scale optimization, over-the-air computation. I. INTRODUCTION Deep learning has achieved unprecedented breakthrough in image classification, speech recog-nition, and object detection due to its ability to efficiently extract intricate nonlinear features from high-dimensional data [1]. emphasis necklaceWebS 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. dr anne allen wilmington ncWebApr 29, 2024 · Over-the-air computation (AirComp) becomes a promising approach for fast wireless data aggregation via exploiting the superposition property in a multiple access … dr anne aly facebookWebDec 1, 2024 · Over-the-air computation (AirComp) is capable of computing while transmitting data by allowing multiple devices to send data simultaneously by using … dr. anne alaniz methodist gyn oncWebMay 10, 2024 · With the aim of integrating over-the-air federated learning (AirFL) and non-orthogonal multiple access (NOMA) into an on-demand universal framework, this paper proposes a novel reconfigurable... emphasis meaning in photographyWebSep 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... emphasis meaning in tle