Neural network and DSP based decoder for DTMF signals

被引:20
|
作者
Daponte, P
Grimaldi, D
Micheali, L
机构
[1] Univ Sannio, Fac Ingn, I-82100 Benevento, Italy
[2] Univ Calabria, Dipartimento Elettr Informat & Sistemist, I-87036 Rende, CS, Italy
[3] Univ Kosice, Dept Elect & Multimedial Telecommun, Kosice 04120, Slovakia
关键词
D O I
10.1049/ip-smt:20000073
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
A novel approach for the efficient digital decoding of DTMF signals used in telecommunications is based on an artificial neural network (ANN) implemented on a digital signal processor (DSP). After the appropriate training phase the ANN is able to associate a digital output corresponding to the received DTMF signal. The proposed approach may allow the possibility of implementing a real-time non-intrusive decoder. This decoder is fully described and particular attention paid to the solutions adopted for optimising the AWN's computation on the DSP. A comparison is made of the performance obtained by the proposed approach, and that, recommended by the CCITT standard. Finally, experimental results are given which highlight the performance of the apparatus in different real conditions in DTMF signal decoding.
引用
收藏
页码:34 / 40
页数:7
相关论文
共 50 条
  • [21] A DSP-based Neural Network Signal Processing System
    Zhang Jinwen Ma Yuanliang (Northwestern Polytechnical University
    High Technology Letters, 1995, (01) : 41 - 43
  • [22] Crack Profile Reconstruction from Eddy Current Signals with an Encoder-Decoder Convolutional Neural Network
    Li, Shaohua
    Anees, Ayesha
    Zhong, Yu
    Yang, Zaifeng
    Liu, Yong
    Goh, Rick Siow Mong
    Liu, En-xiao
    PROCEEDINGS OF THE 2019 IEEE ASIA-PACIFIC MICROWAVE CONFERENCE (APMC), 2019, : 96 - 98
  • [23] Blind signals extraction based on neural network method
    Peng Xinjun
    Proceedings of the 24th Chinese Control Conference, Vols 1 and 2, 2005, : 1031 - 1035
  • [24] Hierarchical neural network based compression of ECG signals
    Karlik, B
    COMPUTATIONAL SCIENCE - ICCS 2003, PT I, PROCEEDINGS, 2003, 2657 : 371 - 377
  • [25] DSP-based implementation of a turbo-decoder
    Univ of Victoria, Victoria, Canada
    Conf Rec IEEE Global Telecommun Conf, (2751-2755):
  • [26] A DSP-based implementation of a turbo-decoder
    Blazek, Z
    Bhargava, VK
    GLOBECOM 98: IEEE GLOBECOM 1998 - CONFERENCE RECORD, VOLS 1-6: THE BRIDGE TO GLOBAL INTEGRATION, 1998, : 2751 - 2755
  • [27] The Implementation of Encoder and Decoder of LT Codes based on DSP
    Hu, Junhong
    Gao, Hongfeng
    Ge, Shi
    2012 IEEE INTERNATIONAL CONFERENCE ON AUTOMATION AND LOGISTICS (ICAL), 2012, : 559 - 562
  • [28] DSP implementation of neural network-based controller for voltage PWM rectifier neural
    Joos, G
    Pinheiro, H
    Khorasani, K
    1996 IEEE TENCON - DIGITAL SIGNAL PROCESSING APPLICATIONS PROCEEDINGS, VOLS 1 AND 2, 1996, : 883 - 888
  • [29] Optimizing Convolutional Neural Network on DSP
    Jagannathan, Shyam
    Mody, Mihir
    Mathew, Manu
    2016 IEEE INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS (ICCE), 2016,
  • [30] Convolutional-Neural-Network-Based Hexagonal Quantum Error Correction Decoder
    Li, Aoqing
    Li, Fan
    Gan, Qidi
    Ma, Hongyang
    APPLIED SCIENCES-BASEL, 2023, 13 (17):