Energy-Efficient Cooperative Spectrum Sensing Based on Stochastic Programming in Dynamic Cognitive Radio Sensor Networks

被引:8
|
作者
Kaschel, Hector [1 ]
Toledo, Karel [2 ]
Gomez, Jorge Torres [3 ]
Garcia, M. Julia Fernandez-Getino [4 ]
机构
[1] Univ Santiago Chile, Dept Elect Engn, Santiago 9160000, Chile
[2] Univ Tecn Federico Santa Maria, Dept Elect, Valparaiso 2390123, Chile
[3] TU Berlin, Sch Elect Engn & Comp Sci, D-10587 Berlin, Germany
[4] Carlos III Univ Madrid, Dept Signal Theory & Commun, Leganes Campus, Leganes 28911, Spain
关键词
Sensors; Cascading style sheets; Energy consumption; Stochastic processes; Programming; Heuristic algorithms; Dynamic programming; Dynamic CRSN; energy efficiency; spectrum sensing; stochastic programming;
D O I
10.1109/ACCESS.2020.3046466
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Nowadays, Cognitive Radio Sensor Networks (CRSN) arise as an emergent technology to deal with the spectrum scarcity issue and the focus is on devising novel energy-efficient solutions. In static CRSN, where nodes have spatial fixed positions, several reported solutions are implemented via sensor selection strategies to reduce consumed energy during cooperative spectrum sensing. However, energy-efficient solutions for dynamic CRSN, where nodes are able to change their spatial positions due to their movement, are nearly reported despite today's growing applications of mobile networks. This paper investigates a novel framework to optimally predict energy consumption in cooperative spectrum sensing tasks, considering node mobility patterns suitable to model dynamic CRSN. A solution based on the Kataoka criterion is presented, that allows to minimize the consumed energy. It accurately estimates -with a given probability-the spent energy on the network, then to derive an optimal energy-efficient solution. An algorithm of reduced-complexity is also implemented to determine the total number of active nodes improving the exhaustive search method. Proper performance of the proposed strategy is illustrated by extensive simulation results for pico-cells and femto-cells in dynamic scenarios.
引用
收藏
页码:720 / 732
页数:13
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