Beamforming for Impulse-Radio UWB Communication Systems Based on Complex-Valued Spatio-Temporal Neural Networks

被引:0
|
作者
Yoshida, Hayato [1 ]
Hirose, Akira [2 ]
机构
[1] Univ Tokyo, Dept Bioengn, Bunkyo Ku, 7-3-1 Hongo, Tokyo 1138656, Japan
[2] Univ Tokyo, Dept Elect Engn & Informat, Tokyo 1138656, Japan
关键词
D O I
暂无
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
Ultra-wideband (UWB) wireless communications based on impulse radio uses so short pulses that its occupied bandwidth is very large and the density of spectral power is low. Then, UWB has high confidentiality and low interference to other narrowband wireless communications. However, in the situation of multiple access and fixed transmission-speed, communication quality of UWB becomes low by interference from other UWB nodes. In high-speed UWB communications, where symbol period is short and pulse density is high, the communication quality of UWB is also low by multipath interference. In this paper, we reduce the degradation of communication quality by using a complex-valued spatio-temporal neural network beamformer (CVST-NN-BF). We evaluate bit error rate (BER) of UWB wireless communications based on impulse radio in multipath environment.
引用
收藏
页码:848 / 851
页数:4
相关论文
共 50 条
  • [21] RECURRENT NEURAL NETWORKS FOR SOLVING SYSTEMS OF COMPLEX-VALUED LINEAR-EQUATIONS
    WANG, J
    ELECTRONICS LETTERS, 1992, 28 (18) : 1751 - 1753
  • [22] Classification of Faults in Cyber-Physical Systems with Complex-Valued Neural Networks
    Pfeifer, Anton
    Lohweg, Volker
    2021 26TH IEEE INTERNATIONAL CONFERENCE ON EMERGING TECHNOLOGIES AND FACTORY AUTOMATION (ETFA), 2021,
  • [23] Dynamic Systems Identification and Control by Means of Complex-Valued Recurrent Neural Networks
    Baruch, Ieroham
    Arellano Quintana, Victor
    Perez Reynaud, Edmundo
    ADVANCES IN ARTIFICIAL INTELLIGENCE AND SOFT COMPUTING, MICAI 2015, PT I, 2015, 9413 : 327 - 337
  • [24] Polarization-Aware Prediction of Mobile Radio Wave Propagation Based on Complex-Valued and Quaternion Neural Networks
    Chen, Haotian
    Natsuaki, Ryo
    Hirose, Akira
    IEEE ACCESS, 2022, 10 : 66589 - 66600
  • [25] Polarization-Aware Prediction of Mobile Radio Wave Propagation Based on Complex-Valued and Quaternion Neural Networks
    Chen, Haotian
    Natsuaki, Ryo
    Hirose, Akira
    IEEE Access, 2022, 10 : 66589 - 66600
  • [26] Workload Prediction in Cloud Data Centers Using Complex-Valued Spatio-Temporal Graph Convolutional Neural Network Optimized With Gazelle Optimization Algorithm
    Karthikeyan, R.
    Samad, Saleem Raja Abdul
    Balamurugan, V.
    Balasubaramanian, Sundaravadivazhagan
    Cyriac, Robin
    TRANSACTIONS ON EMERGING TELECOMMUNICATIONS TECHNOLOGIES, 2025, 36 (03):
  • [27] Computational aspects of small-worldness in spatio-temporal neural complex networks
    Franke, R.
    BIOMEDICAL ENGINEERING-BIOMEDIZINISCHE TECHNIK, 2014, 59 : S210 - S210
  • [28] Sea Clutter Suppression Based on Complex-Valued Neural Networks Optimized by PSD
    Zhu, Hongling
    Yu, Ze
    Yu, Jindong
    IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2022, 15 : 9821 - 9828
  • [29] Complex-Valued Neural Networks for Wave-Based Realization of Reservoir Computing
    Hirose, Akira
    Takeda, Seiji
    Yamane, Toshiyuki
    Nakano, Daiju
    Nakagawa, Shigeru
    Nakane, Ryosho
    Tanaka, Gouhei
    NEURAL INFORMATION PROCESSING (ICONIP 2017), PT IV, 2017, 10637 : 449 - 456
  • [30] Fading Channel Prediction Based on Complex-Valued Neural Networks in Frequency Domain
    Ding, Tianben
    Hirose, Akira
    PROCEEDINGS OF 2013 URSI INTERNATIONAL SYMPOSIUM ON ELECTROMAGNETIC THEORY (EMTS), 2013, : 640 - 643