Fast neural networks learning techniques for signal compression

被引:0
|
作者
Puchala, Dariusz [1 ]
Yatsymirskyy, Mykhaylo [1 ]
机构
[1] Tech Univ Lodz, Inst Comp Sci, Fac Tech Phys Comp Sci & Appl Math, PL-90924 Lodz, Poland
来源
PRZEGLAD ELEKTROTECHNICZNY | 2010年 / 86卷 / 01期
关键词
neural networks; fast orthogonal transforms; IMAGE COMPRESSION;
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
In this paper the comparative study of two learning techniques of fast artificial neural networks with application to lossy signal compression is presented. The experimental results prove faster convergence and better final results for energy maximization technique. Moreover the artificial neural network approach gives significantly smaller errors of signal reconstruction than transforms with fixed basis functions.
引用
收藏
页码:189 / 191
页数:3
相关论文
共 50 条
  • [21] Predicting compression and surfaces properties of knits using fuzzy logic and neural networks techniques
    Jeguirim, Selsabil El-Ghezal
    Sahnoun, Mandi
    Dhouib, Amal Babay
    Cheickrouhou, Morched
    Schacher, Laurence
    Adolphe, Dominique
    INTERNATIONAL JOURNAL OF CLOTHING SCIENCE AND TECHNOLOGY, 2011, 23 (05) : 294 - 309
  • [22] PARALLEL STRUCTURE BASED ON NEURAL NETWORKS FOR IMAGE COMPRESSION
    CARRATO, S
    MARSI, S
    ELECTRONICS LETTERS, 1992, 28 (12) : 1152 - 1153
  • [23] An electrocardiogram signal compression techniques: a comprehensive review
    Rajankar, Supriya O.
    Talbar, Sanjay N.
    ANALOG INTEGRATED CIRCUITS AND SIGNAL PROCESSING, 2019, 98 (01) : 59 - 74
  • [24] Improving signal prediction performance of neural networks through multiresolution learning approach
    Liang, Yao
    Liang, Xu
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2006, 36 (02): : 341 - 352
  • [25] MEDICAL RADIOGRAPHS COMPRESSION USING NEURAL NETWORKS AND HAAR WAVELET
    Khashman, Adnan
    Dimililer, Kamil
    EUROCON 2009: INTERNATIONAL IEEE CONFERENCE DEVOTED TO THE 150 ANNIVERSARY OF ALEXANDER S. POPOV, VOLS 1- 4, PROCEEDINGS, 2009, : 1448 - +
  • [26] Medical images compression by neural networks
    Benamrane, N
    Daho, ZB
    Shen, J
    ISPA 2003: PROCEEDINGS OF THE 3RD INTERNATIONAL SYMPOSIUM ON IMAGE AND SIGNAL PROCESSING AND ANALYSIS, PTS 1 AND 2, 2003, : 1082 - 1087
  • [27] Fast classification networks for signal processing
    Tang, KW
    Kak, S
    CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2002, 21 (02) : 207 - 224
  • [28] On image compression by competitive neural networks and optimal linear predictors
    Cierniak, R
    Rutkowski, L
    SIGNAL PROCESSING-IMAGE COMMUNICATION, 2000, 15 (06) : 559 - 565
  • [29] Operator compression with deep neural networks
    Kroepfl, Fabian
    Maier, Roland
    Peterseim, Daniel
    ADVANCES IN CONTINUOUS AND DISCRETE MODELS, 2022, 2022 (01):
  • [30] Operator compression with deep neural networks
    Fabian Kröpfl
    Roland Maier
    Daniel Peterseim
    Advances in Continuous and Discrete Models, 2022