Doped expectation propagation for low-complexity message passing based detection
journal contribution
posted on 2024-11-16, 04:41authored byWei Wang, Zhongyong Wang, Qinghua GuoQinghua Guo, Chuanzong Zhang, Peng Sun
Expectation propagation (EP) has been used for Gaussian approximation of discrete-valued symbols to achieve low-complexity message passing based detection. It has been shown that EP-based Gaussian approximation significantly outperforms the direct Gaussian approximation. A doped EP (DEP) approach to Gaussian approximation is proposed, where the EP message is mixed with the Gaussian message obtained through direct approximation. It is demonstrated that the DEP approach delivers remarkably better performance than the EP one.
Funding
Low-complexity factor-graph-based receiver design for bandwidth-efficient communication systems over doubly selective channels
W. Wang, Z. Wang, Q. Guo, C. Zhang & P. Sun, "Doped expectation propagation for low-complexity message passing based detection," Electronics Letters, vol. 53, (6) pp. 403-405, 2017.