A channel estimation method based on distributed compressed sensing and time-domain Kalman filtering in OFDM systems

Author(s):  
Wenbo Xu ◽  
Donghao Wang ◽  
Kai Niu ◽  
Zhiqiang He ◽  
Jiaru Lin
2021 ◽  
Author(s):  
Han Wang ◽  
Xianpeng Wang

Abstract For the sparse correlation between channels in multiple input multiple output filter bank multicarrier with offset quadrature amplitude modulation (MIMO-FBMC/OQAM) systems, the distributed compressed sensing (DCS)-based channel estimation approach is studied. A sparse adaptive distributed sparse channel estimation method based on weak selection threshold is proposed. Firstly, the correlation between MIMO channels is utilized to represent a joint sparse model, and channel estimation is transformed into a joint sparse signal reconstruction problem. Then, the number of correlation atoms for inner product operation is optimized by weak selection threshold, and sparse signal reconstruction is realized by sparse adaptation. The experiment results show that proposed DCS-based method not only estimates the multipath channel components accurately but also achieves higher channel estimation performance than classical orthogonal matching pursuit (OMP) method and other traditional DCS methods in the time-frequency dual selective channels.


2018 ◽  
Vol 13 (10) ◽  
pp. 1468-1472
Author(s):  
Tao Liu ◽  
Yong-Jian Wang ◽  
Yu-Fei Zhao

Broadband low-voltage power line communication (PLC) has many advantages including less investment cost, construction speed, and convenient access. Since the orthogonal frequency division multiplexing (OFDM) technology has strong anti-jamming and anti-frequency selective fading characteristics naturally it becomes a better low voltage power line communication solution. We proposed an OFDM channel estimation method based on compressed sensing (CS) technique according to the channel characteristics of low-voltage power lines. CS algorithm in OFDM system was discussed and an orthogonal matching pursuit (OMP) algorithm was applied to reconstruct the PLC channel information. The simulation results showed that the communication channel estimation method based on CS technique was feasible in PLC system, and the validity of information transmission in OFDM systems can be enhanced.


2008 ◽  
Vol 54 (4) ◽  
pp. 786-791 ◽  
Author(s):  
Bo Liu ◽  
Lin Gui ◽  
Wenjun Zhang ◽  
Bowei Song

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