Title :
Estimation and equalization of time-selective fading channels
Author :
Zhou, G. Tong ; Kim, Yongsb ; Giannakis, Georgios
Author_Institution :
Sch. of Electr. & Comput. Eng., Georgia Inst. of Technol., Atlanta, GA, USA
Abstract :
Time-selective fading effects can occur in communication systems due to channel variations, carrier frequency offset, and oscillator´s phase noise. In this paper, we model the multiplicative channel fading effect as an autoregressive process and the objective is to recover the original transmitted symbols. Filterbanks are used here to precode the transmitted symbols and second-order statistics of the output data are computed which in turn, yield the correlation information of the time-varying channel. Next, we employ the Kalman filter to track channel variations and recover the transmitted symbols in a block-by-block fashion. For the Rayleigh fading case, we also take advantage of the additional information provided by pilot symbol assisted modulation (PSAM) to resolve channel ambiguities. Computer simulations are provided to illustrate the concepts.
Keywords :
Kalman filters; Rayleigh channels; amplitude modulation; autoregressive processes; channel bank filters; correlation methods; encoding; equalisers; filtering theory; land mobile radio; parameter estimation; statistical analysis; time-varying channels; tracking filters; AR process; Kalman filter; PSAM; Rayleigh fading; autoregressive process; carrier frequency offset; channel ambiguities resolution; channel equalization; channel estimation; channel variations tracking; communication systems; computer simulations; correlation information; filterbanks; mobile radio; multiplicative channel fading; oscillator phase noise; output data; pilot symbol assisted modulation; precoding; second-order statistics; time-selective fading channels; time-varying channel; transmitted symbols recovery; Autoregressive processes; Computer simulation; Fading; Frequency; Information filtering; Information filters; Phase noise; Rayleigh channels; Statistics; Time-varying channels;
Conference_Titel :
Signals, Systems, and Computers, 1999. Conference Record of the Thirty-Third Asilomar Conference on
Conference_Location :
Pacific Grove, CA, USA
Print_ISBN :
0-7803-5700-0
DOI :
10.1109/ACSSC.1999.832331