Neurocomputing in civil infrastructure

被引:41
作者
Amezquita-Sanchez, J. P. [1 ,2 ,3 ]
Valtierra-Rodriguez, M. [1 ,3 ]
Aldwaik, M. [4 ]
Adeli, H. [4 ]
机构
[1] Autonomous Univ Queretaro, Fac Engn, Dept Electromech Engn, Campus San Juan del Rio,Moctezuma 249, San Juan Del Rio 76807, Queretaro, Mexico
[2] Autonomous Univ Queretaro, Fac Engn, Dept Civil Engn, Campus San Juan del Rio,Moctezuma 249, San Juan Del Rio 76807, Queretaro, Mexico
[3] Autonomous Univ Queretaro, Fac Engn, Dept Biomed Engn, Campus San Juan del Rio,Moctezuma 249, San Juan Del Rio 76807, Queretaro, Mexico
[4] Ohio State Univ, Dept Civil Environm & Geodet Engn, 470 Hitchcock Hall,2070 Neil Ave, Columbus, OH 43220 USA
关键词
Artificial Neural Networks; Civil Structures; System Identification; Structural Health Monitoring; Control; Prediction; Optimization; Construction; Geotechnical; WAVELET NEURAL-NETWORK; FREQUENCY-RESPONSE FUNCTIONS; TRUSS-TYPE STRUCTURE; DAMAGE DETECTION; STRUCTURAL OPTIMIZATION; OPTIMUM DESIGN; NONLINEAR IDENTIFICATION; BUILDING STRUCTURES; VIBRATION CONTROL; MODAL PARAMETERS;
D O I
10.24200/sci.2016.2301
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This article presents a review of the recent applications of Artificial Neural Networks (ANN) for civil infrastructure including structural system identification, structural health monitoring, structural vibration control, structural design and optimization, prediction applications, construction engineering, and geotechnical engineering. The most common ANN used in structural engineering is the backpropagation neural network followed by recurrent neural networks and radial basis function neural networks. In recent years, a number of researchers have used newer hybrid techniques in structural engineering such as the neuro-fuzzy inference system, time-delayed neuro-fuzzy inference system, and wavelet neural networks. Deep machine learning techniques are among the newest techniques to find applications in civil infrastructure systems. (C) 2016 Sharif University of Technology. All rights reserved.
引用
收藏
页码:2417 / 2428
页数:12
相关论文
共 124 条
  • [1] Adeli H, 1996, AI MAG, V17, P87
  • [2] Dynamic fuzzy wavelet neural network model for structural system identification
    Adeli, H
    Jiang, XM
    [J]. JOURNAL OF STRUCTURAL ENGINEERING, 2006, 132 (01) : 102 - 111
  • [3] Adeli H, 2005, J ALZHEIMERS DIS, V7, P187
  • [4] Adeli H., 1989, Microcomputers in Civil Engineering, V4, P247
  • [5] Neural networks in civil engineering: 1989-2000
    Adeli, H
    [J]. COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING, 2001, 16 (02) : 126 - 142
  • [6] A NEURAL DYNAMICS MODEL FOR STRUCTURAL OPTIMIZATION - THEORY
    ADELI, H
    PARK, HS
    [J]. COMPUTERS & STRUCTURES, 1995, 57 (03) : 383 - 390
  • [7] Adeli H., 1995, MACHINE LEARNING NEU
  • [8] A probabilistic neural network for earthquake magnitude prediction
    Adeli, Hojjat
    Panakkat, Ashif
    [J]. NEURAL NETWORKS, 2009, 22 (07) : 1018 - 1024
  • [9] Benchmark structural control problem for a seismically excited highway bridge-Part I: Phase I Problem definition
    Agrawal, Anil
    Tan, Ping
    Nagarajaiah, Satish
    Zhang, Jian
    [J]. STRUCTURAL CONTROL & HEALTH MONITORING, 2009, 16 (05) : 509 - 529
  • [10] Intelligent Damage Detection in Bridge Girders: Hybrid Approach
    Al-Rahmani, Ahmed H.
    Rasheed, Hayder A.
    Najjar, Yacoub
    [J]. JOURNAL OF ENGINEERING MECHANICS, 2013, 139 (03) : 296 - 304