A Method for Synthesizing Neural-Network Models under Incomplete Data

被引:0
|
作者
Schetinin, V. G. [1 ]
Abrukov, V. S. [1 ]
Brazhnikov, A. I. [1 ]
机构
[1] Chuvash State Univ, Cheboksary, Russia
关键词
D O I
10.3103/S8756699007050068
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Problems of synthesizing neural-network models under incomplete experimental data are described. The accuracy of the models is heavily dependent on their complexity. The proposed method allows self-organizing neural-network models of near-optimal complexity. Examples of synthesizing models of flame interferometry and growth of industrial production are presented.
引用
收藏
页码:433 / 440
页数:8
相关论文
共 50 条
  • [21] DAPHNE - DATA PARALLELISM NEURAL-NETWORK SIMULATOR
    FRASCONI, P
    GORI, M
    SODA, G
    INTERNATIONAL JOURNAL OF MODERN PHYSICS C-PHYSICS AND COMPUTERS, 1993, 4 (01): : 17 - 28
  • [22] Estimates of data complexity in neural-network learning
    Kurkova, Vera
    SOFSEM 2007: THEORY AND PRACTICE OF COMPUTER SCIENCE, PROCEEDINGS, 2007, 4362 : 377 - 387
  • [23] A NEURAL-NETWORK MODEL FOR SURVIVAL-DATA
    FARAGGI, D
    SIMON, R
    STATISTICS IN MEDICINE, 1995, 14 (01) : 73 - 82
  • [24] NEURAL-NETWORK SYSTEM FOR FORECASTING METHOD SELECTION
    CHU, CH
    WIDJAJA, D
    DECISION SUPPORT SYSTEMS, 1994, 12 (01) : 13 - 24
  • [25] NEURAL-NETWORK
    UEMURA, K
    JOURNAL OF THE JAPANESE SOCIETY FOR FOOD SCIENCE AND TECHNOLOGY-NIPPON SHOKUHIN KAGAKU KOGAKU KAISHI, 1995, 42 (07): : 541 - 541
  • [26] A neural-network method for the nonlinear servomechanism problem
    Chu, YC
    Huang, J
    IEEE TRANSACTIONS ON NEURAL NETWORKS, 1999, 10 (06): : 1412 - 1423
  • [27] Neural-network models for predicting the quality of roasted electrodes
    Salikhov Z.G.
    Rutkovskii A.L.
    Soshkin S.V.
    Soshkin G.S.
    Steel in Translation, 2011, 41 (1) : 23 - 30
  • [28] NEURAL-NETWORK MODELS FOR TRAFFIC CONTROL AND CONGESTION PREDICTION
    GILMORE, JF
    ABE, N
    IVHS JOURNAL, 1995, 2 (03): : 231 - 252
  • [29] NEURAL-NETWORK MODELS OF POTENTIAL-ENERGY SURFACES
    BLANK, TB
    BROWN, SD
    CALHOUN, AW
    DOREN, DJ
    JOURNAL OF CHEMICAL PHYSICS, 1995, 103 (10): : 4129 - 4137
  • [30] Validating neural-network refinements of nuclear mass models
    Utama, R.
    Piekarewicz, J.
    PHYSICAL REVIEW C, 2018, 97 (01)