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The superior performance of deep convolutional networks over high-dimensional problems have made them very popular for several applications. Despite their wide adoption, their underlying mechanisms still remain unclear with their…

计算机视觉与模式识别 · 计算机科学 2018-10-23 Angelos Amanatiadis , Vasileios Kaburlasos , Elias Kosmatopoulos

Multi-agent systems are currently applied to solve complex problems. The security of networks is an eloquent example of a complex and difficult problem. A new model-concept Hybrid Sensitive Robot Metaheuristic for Intrusion Detection is…

多智能体系统 · 计算机科学 2012-10-30 Camelia-M. Pintea , Petrica C. Pop

This paper shows how a folded Markov chain network can be applied to the problem of processing data from multiple sensors, with an emphasis on the special case of 2 sensors. It is necessary to design the network so that it can transform a…

神经与进化计算 · 计算机科学 2010-12-21 S P Luttrell

A distributed data collection algorithm to accurately store and forward information obtained by wireless sensor networks is proposed. The proposed algorithm does not depend on the sensor network topology, routing tables, or geographic…

网络与互联网体系结构 · 计算机科学 2010-11-15 Salah A. Aly , Ahmed Ali-Eldin , H. Vincent Poor

Federated weather modeling on sensor data is a distributed system underpinned by federated learning, enabling multiple sensor data sources, including ground weather stations, satellites and IoT devices, to collaboratively train deep…

机器学习 · 计算机科学 2026-05-04 Shengchao Chen , Guodong Long

Wireless sensor networks (WSNs) have attracted considerable attention in recent years and motivate a host of new challenges for distributed signal processing. The problem of distributed or decentralized estimation has often been considered…

机器学习 · 计算机科学 2009-11-11 Joel B. Predd , Sanjeev R. Kulkarni , H. Vincent Poor

In recent years, storing large volumes of data on distributed devices has become commonplace. Applications involving sensors, for example, capture data in different modalities including image, video, audio, GPS and others. Novel algorithms…

机器学习 · 计算机科学 2021-02-10 Haimonti Dutta , Nitin Nataraj , Saurabh Amarnath Mahindre

Sensing will be an important service of future wireless networks to assist innovative applications such as autonomous driving and environment monitoring. Perceptive mobile networks (PMNs) were proposed to add sensing capability to current…

信息论 · 计算机科学 2023-04-20 Lei Xie , Shenghui Song , Khaled B. Letaief

Network models are widely used to represent relational information among interacting units and the structural implications of these relations. Recently, social network studies have focused a great deal of attention on random graph models of…

应用统计 · 统计学 2010-10-06 Mark S. Handcock , Krista J. Gile

Although surveillance and sensor networks play a key role in Internet of Things, sensor nodes are usually vulnerable to tampering due to their widespread locations. In this letter we consider data falsification attacks where an smart…

信号处理 · 电气工程与系统科学 2017-10-19 Fernando Rosas , Kwang-Cheng Chen

In this article we revisit Wireless Sensor Networks from a contemporary perspective, after the surge of the Internet of Things. First, we analyze the evolution of distributed monitoring applications, which we consider inherited from the…

网络与互联网体系结构 · 计算机科学 2020-08-05 Borja Martinez , Cristina Cano , Xavier Vilajosana

In complex systems, we often observe complex global behavior emerge from a collection of agents interacting with each other in their environment, with each individual agent acting only on locally available information, without knowing the…

神经与进化计算 · 计算机科学 2021-09-30 Yujin Tang , David Ha

A plethora of applications hinge on a network or an array of sensors to undertake measurement tasks. A rule of thumb for sensing is that a collective measurement taken by $M$ independent sensors can improve the sensitivity by $1/\sqrt{M}$,…

量子物理 · 物理学 2020-10-30 Zheshen Zhang , Quntao Zhuang

The problem of communicating sensor measurements over shared networks is prevalent in many modern large-scale distributed systems such as cyber-physical systems, wireless sensor networks, and the internet of things. Due to bandwidth…

系统与控制 · 电气工程与系统科学 2021-12-14 Marcos M. Vasconcelos

Estimating statistical models within sensor networks requires distributed algorithms, in which both data and computation are distributed across the nodes of the network. We propose a general approach for distributed learning based on…

机器学习 · 计算机科学 2012-07-03 Qiang Liu , Alexander Ihler

A persistent challenge in Complex Systems (CS) research is the phenomenological reconstruction of systems from raw data. In order to face the problem, the use of sound features to reason on the system from data processing is a key step. In…

社会与信息网络 · 计算机科学 2014-07-02 Juan Galan-Paez , Joaquín Borrego-Díaz

Modern technology necessitates the use of dependable, fast, and inexpensive networks as the backbone for data transmission. Switched Ethernet coupled with the Time Sensitive Networking

网络与互联网体系结构 · 计算机科学 2024-04-23 Md Mehedi Hasan , He Feng

Distributed estimation and processing in networks modeled by graphs have received a great deal of interest recently, due to the benefits of decentralised processing in terms of performance and robustness to communications link failure…

多智能体系统 · 计算机科学 2016-11-29 C. T. Healy , R. C. de Lamare

A distributed adaptive algorithm to estimate a time-varying signal, measured by a wireless sensor network, is designed and analyzed. One of the major features of the algorithm is that no central coordination among the nodes needs to be…

分布式、并行与集群计算 · 计算机科学 2008-10-22 Carlo Fischione , Alberto Speranzon , Karl H. Johansson , Alberto Sangiovanni-Vincentelli

Internet of Things (IoT) suffers from vulnerable sensor nodes, which are likely to endure data falsification attacks following physical or cyber capture. Moreover, centralized decision-making and data fusion schemes commonly used by these…

信号处理 · 电气工程与系统科学 2018-04-03 Fernando Rosas , Kwang-Cheng Chen , Deniz Gunduz