For OFDM/FBMC systems over doubly selective channels
the conventional interference removal (IR) method is susceptible to erroneous data feedback
which leads to error propagation and a performance floor in the high-SNR region. To address this issue
a posterior-weighted prediction-basis coefficient-domain update method is proposed. Based on the current channel estimate
the posterior mean and posterior variance of the data symbols are obtained
and a weighted correction model is constructed in the prediction-basis coefficient domain to reconstruct the full-matrix channel estimate. On this basis
two implementation forms
namely SoftMean and SoftVar
are further developed. Simulation results show that the proposed method outperforms the original IR method in the medium- and high-SNR regions
and that the performance advantage becomes more pronounced as the SNR increases. At an SNR of 35 dB
compared with the original IR method
the proposed method achieves an NMSE improvement of approximately 4 dB for full-matrix channel estimation and approximately 2 dB for pilot-position channel estimation. The computational complexity of the proposed method is also analyzed
and the results indicate that the additional computational cost mainly arises from the calculation of posterior statistics and the weighted solution in the prediction-basis coefficient domain.
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references
Barhumi I , Leus G , Moonen M . Equalization for OFDM over doubly selective channels [J ] . IEEE Transactions on Signal Processing , 2006 , 54 ( 4 ): 1445 - 1458 .
Tang Z , Cannizzaro R C , Leus G , et al . Pilot-assisted time-varying channel estimation for OFDM systems [J ] . IEEE Transactions on Signal Processing , 2007 , 55 ( 5 ): 2226 - 2238 .
Gizzini A K , Chafii M . RNN based channel estimation in doubly selective environments [J ] . IEEE Transactions on Machine Learning in Communications and Networking , 2023 , 2 : 1 - 18 .
Singh P , Mishra H B , Jagannatham A K , et al . Uplink sum-rate and power scaling laws for multi-user massive MIMO-FBMC systems [J ] . IEEE Transactions on Communications , 2019 , 68 ( 1 ): 161 - 176 .
Chen D , Wang R , Jiang T . Channel estimation and pilot symbol optimization based on intrinsic interference utilization for OQAM/FBMC systems [J ] . IEEE Transactions on Signal Processing , 2021 , 69 : 4595 - 4606 .
Al-Naffouri T Y , Islam K M Z , Al-Dhahir N , et al . A model reduction approach for OFDM channel estimation under high mobility conditions [J ] . IEEE Transactions on Signal Processing , 2009 , 58 ( 4 ): 2181 - 2193 .
Wang Y , Guo Q , Xiang J , et al . Doubly selective channel estimation and equalization based on ICI/ISI mitigation for OQAM-FBMC systems [J ] . Physical Communication , 2023 , 59 : 102120 .
Wang Y , Guo Q , Xiang J , et al . Doubly selective channel estimation for FBMC and OFDM systems based on MIR correlation [J ] . IEEE Wireless Communications Letters , 2025 , 14 ( 3 ): 851 - 855 .
Idrees N M , Yu X , Springer A . Optimal tracking of doubly-selective radio channels for OFDM based modern wireless systems [J ] . Physical Communication , 2019 , 35 : 100739 .
Fola E , Luo Y , Luo C . AttenReEsNet: Attention-aided residual learning for effective model-driven channel estimation [J ] . IEEE Communications Letters , 2024 , 28 ( 8 ): 1855 - 1859 .
Guo Q , Wang Y , Xiang J , et al . Complex Gaussian ratio-based bit error probability calculation for PAM-FBMC systems [J ] . IEEE Communications Letters , 2024 , 28 ( 4 ): 788 - 792 .
Khan I , Cheffena M , Hasan M M . Data aided channel estimation for MIMO-OFDM wireless systems using reliable carriers [J ] . IEEE Access , 2023 , 11 : 47836 - 47847 .
Liu W , Chen D , Schwarz S , et al . Preamble power optimization based on intrinsic interference utilization for OQAM/FBMC channel estimation [J ] . IEEE Transactions on Vehicular Technology , 2020 , 69 ( 11 ): 13556 - 13566 .
Hoeher P , Kaiser S , Robertson P . Two-dimensional pilot-symbol-aided channel estimation by Wiener filtering [C ] // 1997 IEEE international conference on acoustics, speech, and signal processing . IEEE , 1997 , 3 : 1845 - 1848 .
Fu H , Si W , Kim I M . Deep learning-based joint pilot design and channel estimation for OFDM systems [J ] . IEEE Transactions on Communications , 2023 , 71 ( 8 ): 4577 - 4590 .