Neural networks for network topological design

被引:0
作者
Hoang, DB
机构
来源
PROCEEDINGS OF THE INTERNATIONAL WORKSHOP ON APPLICATIONS OF NEURAL NETWORKS TO TELECOMMUNICATIONS 3 | 1997年 / 3卷
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The paper investigates the ability of neural networks in solving hard optimization problems with many constraints. The Hopfield neural network model is applied to a subproblem of the communications network design problem. The aim is to investigate crucial factors which give rise to non-feasible solutions, feasible solutions but suboptimal, and feasible optimal solutions.
引用
收藏
页码:140 / 148
页数:9
相关论文
共 50 条
  • [31] Detecting influential nodes with topological structure via Graph Neural Network approach in social networks
    Bhattacharya R.
    Nagwani N.K.
    Tripathi S.
    International Journal of Information Technology, 2023, 15 (4) : 2233 - 2246
  • [32] Intelligent neural network design for forecasting loads in electric micro networks
    Fossati, Juan Pablo
    MEMORIA INVESTIGACIONES EN INGENIERIA, 2019, (17): : 1 - 13
  • [33] Computing Topological Invariants of Deep Neural Networks
    Zhang, Xiujun
    Idrees, Nazeran
    Kanwal, Salma
    Saif, Muhammad Jawwad
    Saeed, Fatima
    COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2022, 2022
  • [34] Towards Nonparametric Topological Layers in Neural Networks
    Shen, Gefei
    Zhao, Dongfang
    ADVANCES IN KNOWLEDGE DISCOVERY AND DATA MINING, PT III, PAKDD 2024, 2024, 14647 : 91 - 102
  • [35] A topological approach to the pattern classification in neural networks
    Yudashkin, A
    ICNN - 1996 IEEE INTERNATIONAL CONFERENCE ON NEURAL NETWORKS, VOLS. 1-4, 1996, : 1484 - 1487
  • [36] Machine Learning Topological Invariants with Neural Networks
    Zhang, Pengfei
    Shen, Huitao
    Zhai, Hui
    PHYSICAL REVIEW LETTERS, 2018, 120 (06)
  • [37] A topological semantics for rule extraction with neural networks
    Healy, MJ
    CONNECTION SCIENCE, 1999, 11 (01) : 91 - 113
  • [38] Neural computation, social networks, and topological spectra
    Diligenti, M
    Gori, M
    Maggini, M
    THEORETICAL COMPUTER SCIENCE, 2004, 320 (01) : 71 - 87
  • [39] Optimized Routing Design for Wireless Mesh Networks Based on Neural Network
    Liu, Bo
    Gao, Jianling
    Xie, Xiaoyao
    PROCEEDINGS OF THE 3RD INTERNATIONAL CONFERENCE ON ANTI-COUNTERFEITING, SECURITY, AND IDENTIFICATION IN COMMUNICATION, 2009, : 552 - +
  • [40] Low power design based on neural network forecasting for interconnection networks
    Me, Jianyang
    Tang, Xianglong
    Li, Tiecai
    WCICA 2006: SIXTH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-12, CONFERENCE PROCEEDINGS, 2006, : 2979 - +