Title :
Optimization of probability of false alarm and probability of detection in cognitive radio networks using GA
Author :
Bhattacharjee, Subhasree ; Das, Priyanka ; Mandal, Swarup ; Sardar, Bhaskar
Author_Institution :
Narula Inst. of Technol., Kolkata, India
Abstract :
In this paper, we optimize probability of detection and probability of false alarm in cognitive radio network to minimize probability of error of a particular SU in a centralized cognitive radio network using Genetic algorithm (GA). Our objective is to minimize probability of error and find out optimum values of probability of occupancy detection or probability of detection and probability of false alarm. We use Genetic Algorithm to solve this optimization problem. The result is compared with Differential Evolution algorithm and it is evident from the comparison that DE finds better solution and takes much lesser number of evaluations to find optimum solution.
Keywords :
cognitive radio; error statistics; genetic algorithms; probability; signal detection; centralized cognitive radio network; differential evolution algorithm; error probability; false alarm probability; genetic algorithm; occupancy detection probability; Biological cells; Cognitive radio; Genetic algorithms; Optimization; Sensors; Sociology; Statistics; Centralized Cooperative sensing; Genetic Algorithm; Spectrum utilization; probability of error;
Conference_Titel :
Recent Trends in Information Systems (ReTIS), 2015 IEEE 2nd International Conference on
Conference_Location :
Kolkata
DOI :
10.1109/ReTIS.2015.7232852