Title :
Impact of wireless channel uncertainty upon M-ary distributed detection systems
Author :
Hajibabaei, Zahra ; Vosoughi, Azadeh
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., Univ. of Central Florida, Orlando, FL, USA
Abstract :
We consider a wireless sensor network (WSN), consisting of several sensors and a fusion center (FC), which is tasked with solving an M-ary hypothesis testing problem. Sensors make M-ary decisions and transmit their digitally modulated decisions over orthogonal channels, which are subject to Rayleigh fading and noise, to the FC. Adopting Bayesian optimality criterion, we consider training and non-training based distributed detection systems and investigate the effect of imperfect channel state information (CSI) on the optimal maximum a posteriori probability (MAP) fusion rules and detection performance, when the sum of training and data symbol transmit powers is fixed. Our results show that, when sensors employ M-FSK modulation, the error probability is minimized when training symbol transmit power is zero (regardless of the reception mode at the FC). However, for coherent reception and M-PSK modulation the error probability is minimized when half of transmit power is allocated for training symbol.
Keywords :
Rayleigh channels; error statistics; frequency shift keying; maximum likelihood estimation; phase shift keying; wireless sensor networks; Bayesian optimality criterion; CSI; M-FSK modulation; M-PSK modulatio; M-ary distributed detection systems; M-ary hypothesis testing problem; Rayleigh fading; WSN; error probability; fusion center; imperfect channel state information; optimal maximum a posteriori probability fusion rules; wireless channel uncertainty; wireless sensor network; Channel estimation; Frequency shift keying; Receivers; Sensors; Training; Wireless sensor networks; M-ary distributed detection; M-ary modulation; channel-aware fusion rule; hypothesis testing;
Conference_Titel :
Personal, Indoor, and Mobile Radio Communication (PIMRC), 2014 IEEE 25th Annual International Symposium on
DOI :
10.1109/PIMRC.2014.7136253