Blind Digital Beamforming Techniques for Next Generation Communication Systems

被引:0
|
作者
Dhami, Aarushi [1 ]
Vasavada, Yash [1 ]
机构
[1] Dhirubhai Ambani Inst Informat & Commun Technol, Gandhinagar, India
关键词
NEURAL-NETWORK; ANTENNA-ARRAY; OF-ARRIVAL;
D O I
10.1109/WAMS57261.2023.10242813
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Beamforming has become an essential technique for next-generation wireless systems. Digital beamforming is known to provide optimal beamforming performance and is robust with advanced signal processing techniques. In this paper, we focus on developing various algorithms which blindly estimate the symbols. Blind beamforming algorithms proposed for a single user do not put any constraint on the structure of the signal, unlike already existing source separation methods. For multiple users, a threshold-based Iterative Least Squares with Projection (ILSP) is proposed, an advancement to ILSP where the symbols near the decision boundary are not wrongly projected. Furthermore, when the users are located closely in the spatial domain, we present an algorithm which utilises Estimation of Signal Parameters via Rotation Invariance Technique (ESPRIT), a subspace-based method to estimate the Direction of Arrival (DoA) precisely. Consequently, the symbols are estimated using the interference cancellation technique. Finally, we develop a Neural Networks (NN) based beamforming algorithm that predicts the symbols of the user of interest.
引用
收藏
页数:5
相关论文
共 50 条
  • [21] Blind MIMO adaptive beamforming techniques for DS-CDMA systems
    Hefnawi, Mostafa
    PROCEEDINGS OF THE FIFTH IASTED INTERNATIONAL CONFERENCE ON COMMUNICATION SYSTEMS AND NETWORKS, 2006, : 63 - 67
  • [22] Random beamforming OFDMA for future generation cellular communication systems
    Han, Congzheng
    Doufexi, Angela
    Armour, Simon
    McGeehan, Joe
    Sun, Yong
    2007 IEEE 66TH VEHICULAR TECHNOLOGY CONFERENCE, VOLS 1-5, 2007, : 516 - +
  • [23] Codebook Design for Composite Beamforming in Next-generation mmWave Systems
    Torkzaban, Nariman
    Khojastepour, Mohammad A.
    Baras, John S.
    2022 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC), 2022, : 1545 - 1550
  • [24] Tens of Gbps Support with mmWave Beamforming Systems for Next Generation Communications
    Kim, Taeyoung
    Park, Jeongho
    Seol, Ji-Yun
    Jeong, Suryong
    Cho, Jaeweon
    Roh, Wonil
    2013 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2013, : 3685 - 3690
  • [25] Direction of Arrival Algorithms for Adaptive Beamforming in Next Generation Wireless Systems
    Kadir, Mohammad Ismat
    Hoque, Md Shadiul
    Islam, Saiful
    2008 11TH INTERNATIONAL CONFERENCE ON COMPUTER AND INFORMATION TECHNOLOGY: ICCIT 2008, VOLS 1 AND 2, 2008, : 649 - 653
  • [26] Digital Beamforming Techniques - A Comparison
    Ramchurn, Geheshwar Sharma
    Dhoundiyal, Sanya
    Singh, Arun Kumar
    Maji, Bansibadan
    ADVANCES IN COMMUNICATION, DEVICES AND NETWORKING, 2018, 462 : 701 - 709
  • [27] TECHNIQUES FOR ADAPTIVE EQUALIZATION OF DIGITAL COMMUNICATION SYSTEMS
    LUCKY, RW
    BELL SYSTEM TECHNICAL JOURNAL, 1966, 45 (02): : 255 - +
  • [28] DIGITAL TECHNIQUES IN COMMUNICATION SATELLITE SYSTEMS.
    Hoskyns, R.F.
    Post Office Electrical Engineers' Journal, 1973, 65 (Part 4): : 210 - 213
  • [29] A neural predictor for blind equalization of digital communication systems
    Cavalcante, CC
    Montalvao, JR
    Dorizzi, B
    Mota, JCM
    IEEE 2000 ADAPTIVE SYSTEMS FOR SIGNAL PROCESSING, COMMUNICATIONS, AND CONTROL SYMPOSIUM - PROCEEDINGS, 2000, : 347 - 351
  • [30] INTERNET OF THINGS AND NEXT GENERATION WIRELESS COMMUNICATION SYSTEMS
    Qian, Yi
    IEEE WIRELESS COMMUNICATIONS, 2021, 28 (04) : 2 - 3