2008 IEEE 68th Vehicular Technology Conference 2008
DOI: 10.1109/vetecf.2008.265
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Semi Dynamic Parameter Tuning for Optimized Opportunistic Spectrum Access

Abstract: Opportunistic spectrum access (OSA) is a hot topic in cognitive radio context. The main challenge of the OSA is to define improved spectral usage schemes, through the utilization of frequency holes in licensed bands. The Multi armed bandit (MAB) is a reinforcement learning technique that can provide the secondary user with the adequate rules, in order to perform simultaneously 1-the exploitation of its external environment and 2-the exploration of the accumulated knowledge by transmitting in the identified whi… Show more

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Cited by 6 publications
(4 citation statements)
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“…Within the Cognitive Radio (CR) context [4], fixed spectrum allocation policy could be replaced by innovative forms of dynamic use, referred to as Dynamic Spectrum Access (DSA) [5]. Among the DSA options it is of great interest the so-called Hierarchical Access Model (HAM) [6], according to which an unlicensed secondary CR user (SU) can access the spectrum licensed to a primary user (PU), provided that harmful interference is avoided. In the literature, mainly two HAM approaches have been proposed [7]: "Spectrum Underlay", also called horizontal sharing since based on spreading SU signals, for example by means of Ultra Wide Band (UWB) techniques; "Spectrum Overlay", also known as Opportunistic Spectrum Access (OSA).…”
Section: Introductionmentioning
confidence: 99%
“…Within the Cognitive Radio (CR) context [4], fixed spectrum allocation policy could be replaced by innovative forms of dynamic use, referred to as Dynamic Spectrum Access (DSA) [5]. Among the DSA options it is of great interest the so-called Hierarchical Access Model (HAM) [6], according to which an unlicensed secondary CR user (SU) can access the spectrum licensed to a primary user (PU), provided that harmful interference is avoided. In the literature, mainly two HAM approaches have been proposed [7]: "Spectrum Underlay", also called horizontal sharing since based on spreading SU signals, for example by means of Ultra Wide Band (UWB) techniques; "Spectrum Overlay", also known as Opportunistic Spectrum Access (OSA).…”
Section: Introductionmentioning
confidence: 99%
“…In this case, the agent only needs to determine the best action, i.e., pull the arm. MAB has been used in [100] to strike a balance between the exploitation of the environment and the exploration of the accumulated knowledge for opportunistic spectrum access. MAB can be further extended to multi-player MAB (MP-MAB), where the reward of a player depends on the decisions of other players.…”
Section: B Intelligent Actionmentioning
confidence: 99%
“…In the case of CR, the present fixed spectrum allocation policy could be replaced by innovative forms of dynamic use, referred to as Dynamic Spectrum Access [6]. Among the DSA options shown in Figure 1, it is of great interest the so-called Hierarchical Access model (HAM) [7], according to which an unlicensed CR secondary user can access the spectrum licensed to a primary user, provided that harmful interference is avoided. In the literature, mainly two HAM approaches have been proposed [8].…”
Section: Dynamic Spectrum Access Techniquesmentioning
confidence: 99%