Deep over-the-air computation
WebDec 7, 2024 · In this way, the over-the-air computation can approximate any function via learning through the data. The deep over-the-air framework is useful to a variety of … 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 …
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... WebA Conditional Gradient-based Method for Simple Bilevel Optimization with Convex Lower-level Problem Ruichen Jiang, Nazanin Abolfazli, Aryan Mokhtari, and Erfan Yazdandoost Hamedani AISTATS 2024 Future Gradient Descent for Adapting the Temporal Shifting Data Distribution in Online Recommendation System
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. 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 …
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 … 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 …
WebDec 1, 2024 · Over-the-air computation (AirComp) is capable of computing while transmitting data by allowing multiple devices to send data simultaneously by using …
WebApr 10, 2024 · As temperatures climb into the 70s and 80s Fahrenheit from the central Plains to the lower Great Lakes and Northeast this week, warmer air will reach the deep snow-covered landscape of the ... horizon underground norco caWebDec 11, 2024 · The deep over-the-air framework is useful to a variety of machine learning applications on the Internet-of-Things (IoT). The experiments on distribution regression and anomaly detection have shown the effectiveness of the proposed … horizon underground llc bean station tnWebApr 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, … los angeles hotel fireWebS 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. horizon united group pty ltdWebA 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 … los angeles hospitalization ratesWebAutonomous 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]. horizon underground athens txWebMay 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 … horizon united