Environmental impact assessment model of overall land-use planning based on BP artificial neural network

被引:0
|
作者
Liu, Kexue [1 ]
Xia, Lingyu [1 ]
Xu, Jianbo [2 ]
机构
[1] Sun Yat Sen Univ, Xinhua Coll, Dept Resources & Urban Planning, Guangzhou 510520, Peoples R China
[2] South China Agr Univ, Coll Resource & Environm, Guangzhou 510642, Peoples R China
关键词
BP artificial neural network; overall planning; index overlap; GRNN network filtering; MIV screening index; environmental impact assessment model; SENSITIVITY; SIMULATION; SURFACE;
D O I
10.1504/IJETM.2021.116823
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In view of the problems existing in the evaluation methods of land overall planning, such as excessive evaluation error and large root mean square error, this paper proposes to design an effective environmental impact assessment model for land overall planning. The influence of social, economic and ecological environment in the overall land planning was analysed to build the environmental impact index system of the overall land planning. GRNN was used to screen the indexes with different degrees of influence, MIV was introduced to screen the index values, and rank correlation coefficient among the indexes was controlled. The indexes obtained after screening were input into BP artificial neural network to build an environmental impact assessment model of overall land planning. The experimental show that the mean absolute error is about 1.6%, and minimum root-mean-square error is about 0.01.
引用
收藏
页码:214 / 230
页数:17
相关论文
共 50 条
  • [21] LAND-USE PLANNING TO REDUCE NOISE IMPACT
    VEST, GD
    AVIATION SPACE AND ENVIRONMENTAL MEDICINE, 1976, 47 (01): : 60 - 62
  • [22] AN ASSESSMENT OF LAND CLASSIFICATION TECHNIQUES IN PLANNING FOR AGRICULTURAL LAND-USE
    FLAHERTY, M
    SMIT, B
    JOURNAL OF ENVIRONMENTAL MANAGEMENT, 1982, 15 (04) : 323 - 332
  • [23] Environmental Impact Assessment of the Energy Grass's Life Cycle Based on the BP Neural Network
    Wei, Zhenlin
    Han, Jing
    Song, Yahui
    RENEWABLE AND SUSTAINABLE ENERGY, PTS 1-7, 2012, 347-353 : 2635 - 2639
  • [24] National land-use planning through environmental policy
    Edgens, JG
    SMARTER GROWTH: MARKET-BASED STRATEGIES FOR LAND-USE PLANNING IN THE 21ST CENTURY, 2001, (224): : 95 - 111
  • [25] URBAN LAND-USE PLANNING AND ENVIRONMENTAL-POLLUTION
    WERCZBERGER, E
    ENVIRONMENT AND PLANNING A, 1975, 7 (03) : 301 - 313
  • [26] A Land-Use Change Model to Support Land-Use Planning in the Mekong Delta (MEKOLUC)
    Truong, Quang Chi
    Nguyen, Thao Hong
    Tatsumi, Kenichi
    Pham, Vu Thanh
    Tri, Van Pham Dang
    LAND, 2022, 11 (02)
  • [27] MULTIOBJECTIVE LAND-USE PLANNING-MODEL
    DOKMECI, VF
    CAGDAS, G
    TOKCAN, S
    JOURNAL OF URBAN PLANNING AND DEVELOPMENT-ASCE, 1993, 119 (01): : 15 - 22
  • [28] Environmental impact assessment of land use changes for urban development planning
    Zhou, Jiquan
    He, Weiqi
    Liu, Yi
    Chen, Jining
    Qinghua Daxue Xuebao/Journal of Tsinghua University, 2009, 49 (03): : 381 - 385
  • [29] ECOLOGICAL FOOTPRINT-BASED ENVIRONMENTAL IMPACT ASSESSMENT OF STRUCTURAL ADJUSTMENT OBJECTIVES FOR OVERALL LAND UTILIZATION PLANNING
    Liu, Yan-zhong
    Zhou, X.
    Chen, Y.
    Zhang, Z.
    Zhou, L. L.
    JOURNAL OF ANIMAL AND PLANT SCIENCES, 2015, 25 (03): : 99 - 106
  • [30] Natural Hazard Assessment for Land-use Planning in Serbia
    Dragicevic, S.
    Filipovic, D.
    Kostadinov, S.
    Ristic, R.
    Novkovic, I
    Zivkovic, N.
    Andjelkovic, G.
    Abolmasov, B.
    Secerov, V
    Djurdjic, S.
    INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH, 2011, 5 (02) : 371 - 380