Blind and semi-blind equalization:: methods and algorithms

被引:0
|
作者
Buchoux, V [1 ]
Perros-Meilhac, L [1 ]
Cappé, O [1 ]
Moulines, E [1 ]
机构
[1] Ecole Natl Super Telecommun Bretagne, TSI, F-75634 Paris 13, France
关键词
equalization; unsupervised learning; transmission channel; identification; maximum likelihood; vector space; rational function; hidden Markov model; statistical estimation; review; methodology; algorithm;
D O I
暂无
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
Channel identification techniques that do not require the use of a training sequence (blind methods), or that con operate with ver short training sequence (semi-blind methods) are a topic of major concern for modern communication applications. This paper presents a review of channel identification methods that are applicable in this context, with a strong emphasis on second-order subspace-based and maximum likelihood (ML) estimation schemes. The main focus of the paper is on: (i) providing a clear picture of the principle and theory associated with subspace-based methods in the blind and semi-blind contexts; (ii) describing algorithmic solutions, sometimes based on novel results, that are suitable for carrying out the delicate likelihood optimization task associated with ML estimation.
引用
收藏
页码:449 / 465
页数:17
相关论文
共 50 条
  • [21] A Review on Training and Blind Equalization Algorithms for Wireless Communications
    Ahmed, Sheeraz
    Khan, Yousaf
    Wahab, Asad
    WIRELESS PERSONAL COMMUNICATIONS, 2019, 108 (03) : 1759 - 1783
  • [22] Semi-blind Mutually Referenced Equalizers for a Nonlinear Signal Estimation
    Lawal, Abdulmajid
    Abed-Meraim, Karim
    Zerguine, Azzedine
    Muqaibel, Ali
    2023 INTERNATIONAL WIRELESS COMMUNICATIONS AND MOBILE COMPUTING, IWCMC, 2023, : 1533 - 1536
  • [23] SEMI-BLIND CHANNEL ESTIMATION IN MIMO COMMUMICATION BY TENSOR FACTORIZATION
    Abadi, Bahador Makki
    Sarrafzadeh, Amir
    Ghaderi, Foad
    Sanei, Saeid
    2009 IEEE/SP 15TH WORKSHOP ON STATISTICAL SIGNAL PROCESSING, VOLS 1 AND 2, 2009, : 313 - +
  • [24] A Review on Training and Blind Equalization Algorithms for Wireless Communications
    Sheeraz Ahmed
    Yousaf Khan
    Asad Wahab
    Wireless Personal Communications, 2019, 108 : 1759 - 1783
  • [25] Semi-blind Channel Estimation for Multiuser Massive MIMO Systems
    Nayebi, Elina
    Rao, Bhaskar D.
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2018, 66 (02) : 540 - 553
  • [26] A Novel Optimized Semi-Blind Scheme for Color Image Watermarking
    Cheema, Adnan Mustafa
    Adnan, Syed Muhammad
    Mehmood, Zahid
    IEEE ACCESS, 2020, 8 : 169525 - 169547
  • [27] Semi-Blind Signal Estimation Using Toeplitz Structure-Based Subspace Method
    Lawal, Abdulmajid
    Abed-Meraim, Karim
    Zerguine, Azzedine
    Mayyala, Qadri
    Aliyu, Kabiru N.
    Muqaibel, Ali
    IEEE WIRELESS COMMUNICATIONS LETTERS, 2023, 12 (08) : 1319 - 1323
  • [28] Semi-blind sparse channel estimation using regularized expectation maximization
    Rahimpour, Fatemeh
    Azghani, Masoumeh
    DIGITAL SIGNAL PROCESSING, 2024, 153
  • [29] Semi-blind channel estimation for rapidly time-varying channels
    Leus, G
    2005 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS 1-5: SPEECH PROCESSING, 2005, : 773 - 776
  • [30] Blind and semi-blind ML detection for space-time block-coded OFDM wireless systems
    Zaib, Alam
    Al-Naffouri, Tareq Y.
    EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 2014, : 1 - 14