Genetic Algorithm based Neural Network for the Displacement of Landslide Forecasting

被引：0
|
作者：
Chen, Jiejie [1 ,2 ]
Zeng, Zhigang [1 ,2 ]
Jiang, Ping [1 ,2 ]
Tang, Huiming [3 ]
机构：
[1] Huazhong Univ Sci & Technol, Sch Automat, Wuhan 430074, Peoples R China
[2] Minist Educ, Key Lab Image Informat Proc & Intelligent Control, Wuhan 430074, Peoples R China
[3] China Univ Geosci, Fac Engn, Wuhan 430074, Peoples R China
来源：
2014 33RD CHINESE CONTROL CONFERENCE (CCC) | 2014年
关键词：
Prediction; Displacement; GA-RBFN; GA-BPNN; PREDICTION; MODEL;
D O I：
暂无
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
This paper proposes two hybrid prediction models using for predicting the displacement of landslide, Genetic Algorithm-Radial Basis Function Neural Network (GA-RBFN) and Genetic Algorithm-Back Propagation Neural Network (GA-BPNN). A case study of Yuhuangge landslide in the Three Gorges reservoir in China is used to illustrate the capability and merit of our schemes. In addition, the result shows that GP-BPNN get better accuracy than GA-RBFN in the same measurements.
引用
收藏
页码：5013 / 5016
页数：4
相关论文
共 50 条
  • [1] Genetic algorithm based on wavelet neural network for the displacement prediction of landslide
    Jiang, Ping
    Zeng, Zhigang
    Chen, Jiejie
    Huang, Tingwen
    PROCESSING OF 2014 INTERNATIONAL CONFERENCE ON MULTISENSOR FUSION AND INFORMATION INTEGRATION FOR INTELLIGENT SYSTEMS (MFI), 2014,
  • [2] Study on displacement prediction of landslide based on neural network
    Huang, Jian, 1600, Journal of Chemical and Pharmaceutical Research, 3/668 Malviya Nagar, Jaipur, Rajasthan, India (06):
  • [3] State forecasting for rotary machine based on neural network and genetic algorithm
    Liu, Hongme
    Wang, Shaoping
    Ouyang, Pingchao
    PROCEEDINGS OF THE ASME INTERNATIONAL MECHANICAL ENGINEERING CONGRESS AND EXPOSITION 2007, VOL 4: DESIGN, ANALYSIS, CONTROL AND DIAGNOSIS OF FLUID POWER SYSTEMS, 2008, : 17 - 21
  • [4] Forecasting of dam displacement based on artificial neural network
    Fan, Kun
    Changjiang Kexueyuan Yuanbao/ Journal of Yangtze River Scientific Research Institute, 1998, 15 (05): : 45 - 48
  • [5] A flood forecasting neural network model with genetic algorithm
    Wu, C. L.
    Chau, K. W.
    INTERNATIONAL JOURNAL OF ENVIRONMENT AND POLLUTION, 2006, 28 (3-4) : 261 - 273
  • [6] Time series forecasting based on hierarchical genetic algorithm and BP neural network
    Zhou, Hui-Ren
    Zheng, Pi-E
    Xitong Fangzhen Xuebao / Journal of System Simulation, 2007, 19 (21): : 5055 - 5058
  • [7] Genetic algorithm-based RBF neural network load forecasting model
    Yang, Zhangang
    Che, Yanbo
    Cheng, K. W. Eric
    2007 IEEE POWER ENGINEERING SOCIETY GENERAL MEETING, VOLS 1-10, 2007, : 1560 - 1565
  • [8] Using genetic algorithm to develop a neural-network-based load forecasting
    de Aquino, Ronaldo R. B.
    Neto, Otoni Nobrega
    Lira, Milde M. S.
    Ferreira, Aida A.
    Santos, Katyusco F.
    ARTIFICIAL NEURAL NETWORKS - ICANN 2007, PT 2, PROCEEDINGS, 2007, 4669 : 738 - +
  • [9] A Study on Forecasting for Stock Index Based on Artificial Neural Network and Genetic Algorithm
    Wu Liyang
    Zhou Bo
    PROCEEDINGS OF THE 5TH INTERNATIONAL CONFERENCE ON INNOVATION & MANAGEMENT, VOLS I AND II, 2008, : 777 - 781
  • [10] PM2.5forecasting based on artificial neural network and genetic algorithm
    Zhu, Hongxia
    Fan, Liqiang
    International Journal of Simulation: Systems, Science and Technology, 2015, 16 (02): : 1 - 10
12345