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Doped expectation propagation for low-complexity message passing based detection

Journal Article


Abstract


  • 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.

UOW Authors


  •   Wang, Wei (external author)
  •   Wang, Zhongyong (external author)
  •   Guo, Qinghua
  •   Zhang, Chuanzong (external author)
  •   Sun, Peng (external author)

Publication Date


  • 2017

Citation


  • 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.

Scopus Eid


  • 2-s2.0-85015756891

Ro Metadata Url


  • http://ro.uow.edu.au/eispapers1/28

Number Of Pages


  • 2

Start Page


  • 403

End Page


  • 405

Volume


  • 53

Issue


  • 6

Place Of Publication


  • United Kingdom

Abstract


  • 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.

UOW Authors


  •   Wang, Wei (external author)
  •   Wang, Zhongyong (external author)
  •   Guo, Qinghua
  •   Zhang, Chuanzong (external author)
  •   Sun, Peng (external author)

Publication Date


  • 2017

Citation


  • 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.

Scopus Eid


  • 2-s2.0-85015756891

Ro Metadata Url


  • http://ro.uow.edu.au/eispapers1/28

Number Of Pages


  • 2

Start Page


  • 403

End Page


  • 405

Volume


  • 53

Issue


  • 6

Place Of Publication


  • United Kingdom