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We propose a novel method for interpreting neural networks, focusing on convolutional neural network-based receiver model. The method identifies which unit or units of the model contain most (or least) information about the channel…

机器学习 · 计算机科学 2025-05-26 Marko Tuononen , Dani Korpi , Ville Hautamäki

Cognitive radio (CR) is found to be an emerging key for efficient spectrum utilization. In this paper, spectrum sharing among service providers with the help of cognitive radio has been investigated. The technique of spectrum sharing among…

网络与互联网体系结构 · 计算机科学 2013-01-08 R. Kaniezhil , Dr. C. Chandrasekar

Cognitive radio technology is an innovative radio design concept which aims to increase spectrum utilization by exploiting unused spectrum in dynamically changing environments. By extending previous results, we investigate the capacity…

信息论 · 计算机科学 2016-11-18 Himal A. Suraweera , Jason Gao , Peter J. Smith , Mansoor Shafi , Michael Faulkner

Coexistence by means of shared access is a cognitive radio application. The secondary user models the slotted primary users channel access as a Markov process. The model parameters, i.e, the state transition probabilities (alpha,beta) help…

信息论 · 计算机科学 2014-02-21 Ankit Kaushik , Friedrich K. Jondral

In this paper, we investigate cost-aware joint learning and optimization for multi-channel opportunistic spectrum access in a cognitive radio system. We investigate a discrete time model where the time axis is partitioned into frames. Each…

网络与互联网体系结构 · 计算机科学 2018-04-12 Chao Gan , Ruida Zhou , Jing Yang , Cong Shen

Cognitive radio (CR) is to detect the presence of primary users (PUs) reliably in order to reduce the interference to licensed communications. Genetic algorithms (GAs) are well suited for CR optimization problems to increase efficiency of…

网络与互联网体系结构 · 计算机科学 2013-04-12 Md. Kamal Hossain , Ayman Abd El-Saleh

Theoreticians have studied distributed algorithms in the radio network model for close to three decades. A significant fraction of this work focuses on lower bounds for basic communication problems such as wake-up (symmetry breaking among…

分布式、并行与集群计算 · 计算机科学 2014-05-29 Calvin Newport

Cognitive backscattering, an integration of cognitive radio and backsatter modulation, is emerging as a potential candidate for green Internet of Things (IoT). In cognitive backscatter systems, the backscatter device (BD) shares not only…

信号处理 · 电气工程与系统科学 2018-08-16 Huayan Guo , Qianqian Zhang , Dong Li , Ying-Chang Liang

For the information transmission a binary symmetric channel is used. There is also another noisy binary symmetric channel (feedback channel), and the transmitter observes without delay all the outputs of the forward channel via that…

信息论 · 计算机科学 2008-08-18 Marat V. Burnashev , Hirosuke Yamamoto

Cognitive relaying has been introduced for opportunistic spectrum access systems by which a secondary node forwards primary packets whenever the primary link faces an outage condition. For spectrum sharing systems, cognitive relaying is…

网络与互联网体系结构 · 计算机科学 2013-04-02 F. Foukalas , T. Khattab , H. V. Poor

A cognitive radio can operate as a secondary system in a given spectrum. This operation should use limited power in order not to disturb the communication by primary spectrum user. Under such conditions, in this paper we investigate how to…

信息论 · 计算机科学 2007-07-13 Petar Popovski , Hiroyuki Yomo , Kentaro Nishimori , Rocco Di Taranto

We consider a communication problem in which the receiver must first detect the presence of an information packet and, if detected, decode the message carried within it. We present general nonasymptotic upper and lower bounds on the maximum…

信息论 · 计算机科学 2021-09-29 Alejandro Lancho , Johan Östman , Giuseppe Durisi

The problem of calculating the local and global decision thresholds in hard decisions based cooperative spectrum sensing is well known for its mathematical intractability. Previous work relied on simple suboptimal counting rules for…

网络与互联网体系结构 · 计算机科学 2014-02-26 Ahmed M. Alaa , Omar A. Nasr

In cognitive radio mobile ad hoc networks (CR-MANETs), secondary users can cooperatively sense the spectrum to detect the presence of primary users. In this chapter, we propose a fully distributed and scalable cooperative spectrum sensing…

信息论 · 计算机科学 2011-05-02 F. Richard Yu , Helen Tang , Minyi Huang , Peter Mason , Zhiqiang Li

It has been known for a long time that the mutual information between the input sequence and output of a binary symmetric channel (BSC) is upper bounded by the mutual information between the same input sequence and the output of a binary…

信息论 · 计算机科学 2024-01-29 Uri Erez , Or Ordentlich , Shlomo Shamai

The emergence of the Internet-of-Things and cyber-physical systems necessitates the coordination of access to limited communication resources in an autonomous and distributed fashion. Herein, the optimal design of a wireless sensing system…

系统与控制 · 电气工程与系统科学 2020-05-26 Xu Zhang , Marcos M. Vasconcelos , Wei Cui , Urbashi Mitra

We consider a basic joint communication and sensing setup comprising a transmitter, a receiver and a sensor. The transmitter sends a codeword to the receiver through a discrete memoryless channel, and the receiver is interested in decoding…

信息论 · 计算机科学 2024-12-09 Han Wu , Hamdi Joudeh

In this work, a new transmission scheme, signal space cognitive cooperation, is introduced by applying the idea of signal space diversity in an underlay spectrum sharing decode-and-forward multi-relay cooperative network. In the proposed…

信号处理 · 电气工程与系统科学 2019-01-11 Eylem Erdogan , Ali Afana , Hamza U. Sokun , Salama Ikki , Lutfiye Durak-Ata , Halim Yanikomeroglu

Cognitive radios have been proposed as agile technologies to boost the spectrum utilization. This paper tackles the problem of channel estimation and its impact on downlink transmissions in an underlay cognitive radio scenario. We consider…

信息论 · 计算机科学 2015-05-11 Maha Alodeh , Symeon Chatzinotas , Bjorn Ottersten

The joint detection uses Kalman filtering (KF) to estimate the prior probability of control outputs to assist channel decoding. In this paper, we regard the joint detection as maximum a posteriori (MAP) decoding and derive the lower and…

信息论 · 计算机科学 2026-01-13 Jinnan Piao , Dong Li , Zhibo Li , Ming Yang , Xueting Yu , Jincheng Dai