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Cognitive radio auto|adaptive sensing algorithm based on POMDP


Cognitive radio auto-adaptive sensing algorithm based on POMDP

Furthermore,in order to exploit the millisecond spectrum holes,an auto-adaptive spectrum sensing algorithm based on POMDP (partially observ-able ...

Cognitive radio auto-adaptive sensing algorithm based on POMDP

Download Citation | Cognitive radio auto-adaptive sensing algorithm based on POMDP | In order to design an appropriate spectrum sensing mechanism in ...

Adaptive sensing scheduling for cognitive radio systems

Recently, several decision making problems of CR networks are being formulated with POMDP. Ref. [13] has proposed a decentralized MAC protocol for CR systems, ...

Learning-based Spectrum Sensing and Access in Cognitive Radios ...

Title:Learning-based Spectrum Sensing and Access in Cognitive Radios via Approximate POMDPs ... algorithm, and 9 percent over an adaptive Deep Q- ...

Optimal spectrum access algorithm based on POMDP in cognitive ...

In cognitive radio networks, cognitive users should first sense the surrounding network. When the cognitive users find there is any idle channel (spectrum hole) ...

A New Adaptive Sensing Scheme for Low SNR and Random Arrival ...

Index Terms—Cognitive radio, low SNR, random departure/arrival of PU, POMDP, adaptive spectrum sensing. I. INTRODUCTION. With the rapid development of ...

KR101133263B1 - Adaptive Sensing Scheduling Scheme for ...

... method (POMDP) configuration in an cognitive radio (CR) system is disclosed. The disclosed structure allows for adaptive adjustment of the number of energy ...

A Survey of Spectrum Sensing Algorithms for Cognitive Radio ...

This way, a better sensing efficiency is obtained and sensing duration is reduced over non-adaptive sensing methods. A channel that is being used by secondary ...

Algorithms for Dynamic Spectrum Access with Learning for ... - arXiv

We study the problem of dynamic spectrum sensing and access in cognitive radio systems as a partially observed Markov decision process (POMDP).

A POMDP-based optimal spectrum sensing and access scheme for ...

In cognitive radio networks, multiple discontinuous spectrum opportunities are detected by spectrum sensing and utilized together to satisfy the service ...

Selective Sensing and Access Strategy to Maximize Throughput in ...

In [31], an adaptive sensing scheduling scheme was proposed, based on POMDP theory. ... Adaptive sensing scheduling for cognitive radio ...

Anticipation in Cognitive Radar Using Stochastic Control - NATO STO

An introduction to POMDPs is given followed by a description of algorithms that can give approximated solutions. Finally, an anticipative target tracking ...

Medium Access Control Protocols for Cognitive Radio Ad Hoc ...

Correlation-based spectrum sensing with oversampling in cognitive radio. ... Single-radio adaptive channel algorithm for spectrum agile wireless ad hoc ...

基于POMDP的认知无线电自适应频谱感知算法

Cognitive radio auto-adaptive sensing algorithm based on POMDP. Rui-chen XU,Ting JIANG. Journal on Communications . 2013, (6): 49 -56 . DOI: 10.3969/j.issn ...

A New Adaptive Sensing Scheme for Low SNR and Random Arrival ...

... detection difficulty and computational complexity. Index Terms—Cognitive radio, low SNR, random departure/arrival of PU, POMDP, adaptive spectrum sensing

Adaptive wideband sensing scheme based on Bayesian ...

Figure 3 shows algorithms' sensing measurements, which is the main source of cognitive radio's energy consumption in spectrum sensing. It ...

Optimal Channel-Sensing Scheme for Cognitive Radio Systems ...

[8] G.E. Monahan, “A survey of partially observable Markov decision processes: theory, models, and algorithms,” Management Science, vol.28, no.1, pp.1-16, Jan.

A POMDP-Based Spectrum Handoff Protocol for Partially ...

Stochastic multiple channel sensing protocol for cognitive radio networks · Computer Science, Engineering. 2011 IEEE Wireless Communications and Networking…

Advances in Cognitive Radio Networks: A Survey - SIG@UMD

... algorithm adaptive controller module to gradually optimize radio ... Arslan, “A survey of spectrum sensing algorithms for cognitive radio applications,” IEEE ...

Dynamic Multichannel Sensing in Cognitive Radio - IEEE Xplore

The Algorithm 2 shows the dynamic multichannel sensing algorithm based on h-DQN. ... Cao, ''Optimal spectrum access algorithm based on POMDP in ...