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Gold Science and Technology ›› 2018, Vol. 26 ›› Issue (3): 372-378.doi: 10.11872/j.issn.1005-2518.2018.03.372

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Prediction Model of Mine Ecological Environment Based on PCA and GM(1,1)

ZHOU Zhiyong 1,2,XIAO Wei 1,CHEN Jianhong 1,LI Huan 1   

  1. 1.School of Resources and Safety Engineering,Central South University,Changsha 410083,Hunan,China;2.Postdoctoral Collaborative Research Center,Hunan Chenzhou Mining,Huaihua 419607,Hunan,China
  • Received:2017-04-06 Revised:2017-06-02 Online:2018-06-30 Published:2018-08-24

Abstract: The problem of ecological environment pollution is becoming more and more serious,so it is very important to forecast and evaluate the ecological environment of mine.The prediction model of mine ecological environment was established by using principal component analysis,grey prediction model and elementary correlation function,it can provide guidance and reference for mining companies about environment protection and environmental protection investment in the future.Comprehensively consider the impact of environmental protection funds,mining and mineral processing on the environment and employees to construct the ecological environment evaluation index system.Analyzed the principal component with higher difference contribution rate after extraction of principal components,we can get the actual scores in 2016 are -4.1776,0.4093,-0.2553,and the forecast scores in 2016 are -4.2926,-0.2175,0.3312 respectively.The evaluation value of ecological environment in 2016 is -0.8861 and the forecast value is -0.9708.The predictive value of ecological environment in 2017 is -1.5493 and in 2018 is -2.0511.The results show that the predicted data are consistent with the actual data and the validity of the model is verified,the ecological environment of the mine is continuously improving.

Key words: mine, principal component analysis, gray prediction model, correlation function, ecological envi-ronment prediction, quantitative analysis, evaluation index system

CLC Number: 

  • X826 
[1] 马嘉铭.矿山环境治理绩效评价与预测研究[D].武汉:中国地质大学,2012.<br />
Ma Jiaming.A Study on the Mine Environmental Management Performance Evaluation and Prediction[D].Wuhan:China University of Geosciences,2012.<br />
[2] 陈桥,胡克,雒昆利,等.基于AHP法的矿山生态环境综合评价模式研究[J].中国矿业大学学报,2006,35(3):377-383.<br />
Chen Qiao,Hu Ke,Luo Kunli,et al.Study on the synthetical assessment model of mine eco-environments based on AHP[J].Journal of China University of Mining & Technology,2006,35(3):377-383.<br />
[3] Stillman R A,Wood K A,Goss-Custard J D.Deriving simple predictions from complex models to support environmental decision-making[J].Ecological Modelling,2016,326(33):134-141.<br />
[4] Sivakumar B.Hydrologic modeling and forecasting:role of thresholds[J].Environmental Modelling and Software,2005,20(5):515-519.<br />
[5] 叶亚平,刘鲁君.中国省域生态环境质量评价指标体系研究[J].环境科学研究,2000,13(3):33-36.<br />
Ye Yaping,Liu Lujun.A preliminary study on assessment indicator system of provincial eco-environmental quality in China[J].Research of Environmental Sciences,2000,13(3):33-36.<br />
[6] 梁留科,常江,吴次芳,等.德国煤矿区景观生态重建/土地复垦及对中国的启示[J].经济地理,2002,22(6):711-715.<br />
Liang Liuke,Chang Jiang,Wu Cifang,et al.Study on the ecological restoration of landscape in Germany mining regions and reference to China[J].Economic Geography,2002,22(6):711-715.<br />
[7] 刘霁.喀斯特石漠化地区采矿环境影响及综合治理研究[D].长沙:中南大学,2009.<br />
Liu Ji.Environmental Impact by Mining in Karst Rocky Desertification Areas and Research on Comprehensive Treatment[D].Changsha:Central South University,2009.<br />
[8] 王根绪,钱鞠,程国栋.区域生态环境评价(REA)的方法与应用——以黑河流域为例[J].兰州大学学报(自然科学版),2001,37(2):131-140.<br />
Wang Genxu,Qian Ju,Cheng Guodong.The method of regions eco-environmental assessment and its usage in the case of Heihe River Basin[J].Journal of Lanzhou University(Natural Sciences),2001,37(2):131-140.<br />
[9] 胡孟春,马荣华,吴焕忠.海南省生态环境综合评价制图方法[J].地理学报,2000,55(4):467-474.<br />
Hu Mengchun,Ma Ronghua,Wu Huanzhong.The cartographic method of synthetic assessment for eco-environment in Hainan[J].Acta Geographica Sinica,2000,55(4):467-474.<br />
[10] 赵益新,赵珂,沈庆航.多因素主成分分析及其在生态环境研究中的应用[J].西南民族大学学报(自然科学版),2008,34(2):203-206.<br />
Zhao Yixin,Zhao Ke,Shen Qinghang.Multi-factor principal components analysis and its application in study of ecological environment[J].Journal of Southwest University for Nationalities(Natural Science Edition),2008,34(2):203-206.<br />
[11] 范雪莉,冯海泓,原猛.基于互信息的主成分分析特征选择算法[J].控制与决策,2013,28(6):915-919.<br />
Fan Xueli,Feng Haihong,Yuan Meng.PCA based on mutual information for feature selection[J].Control and Decision,2013,28(6):915-919.<br />
[12] 杜敏.基于主成分分析法的环境质量综合指数研究[D].成都:四川大学,2006.<br />
Du Min.Studies on Comprehension Index Environmental Quality Based on Principal Component Analysis[D].Chengdu:Sichuan University,2006.<br />
[13] 王晓鹏,曾永年,丁生喜,等.基于改进主成分分析方法的复杂环境系统质量评价模型[J].系统工程理论与实践,2005,25(11):114-120.<br />
Wang Xiaopeng,Zeng Yongnian,Ding Shengxi,et al.Quality assessment model for complex environment system based on refinements to principal component analysis[J].Systems Engineering Theory & Practice,2005,25(11):114-120.<br />
[14] 刘潇,薛莹,纪毓鹏,等.基于主成分分析法的黄河口及其邻近水域水质评价[J].中国环境科学,2015,35(10):3187-3192.<br />
Liu Xiao,Xue Ying,Ji Yupeng,et al.An assessment of water quality in the Yellow River estuary and its adjacent waters based on principal component analysis[J].China Environmental Science,2015,35(10):3187-3192.<br />
[15] 王龙,徐刚,刘敏.基于信息熵和GM(1,1)的上海市城市生态系统演化分析与灰色预测[J].环境科学学报,2016,36(6):2262-2271.<br />
Wang Long,Xu Gang,Liu Min.Analysis and forecasting of Shanghai urban ecosystem evolution based on information entropy and GM(1,1)[J].Acta Scientiae Circumstantiae,2016,36(6):2262-2271.<br />
[16] 杨思全,陈亚宁.新亚欧大陆桥新疆段环境灾害的灰色拓扑预测[J].环境科学,2000,21(4):21-24.<br />
Yang Siquan,Chen Yaning.Topological forecast of environmental hazards in Xinjiang line of New Eurasian Continental Bridge[J].Environmental Science,2000,21(4):21-24.<br />
[17] 韩中庚.数学建模方法及其应用[M].北京:高等教育出版社,2008:192-231.<br />
Han Zhonggen.Mathematical Modeling Method and Application[M].Beijing:Higher Education Press,2008:192-231.<br />
[18] Bojórquez-Tapia L A.Methodology for prediction of ecological impacts under real conditions in Mexico[J].Environmental Management,1989,13(5):545-551.<br />
[19] 李桥兴.正域为无限区间的初等关联函数构造[J].数学的实践与认识,2009,39(4):142-146.<br />
Li Qiaoxing.The method to construct elementary dependent function based on infinite interval[J].Mathematics in Practice and Theory,2009,39(4):142-146.<br />
[20] 林承超,林其东,方秋贤.东宫下村高岭土矿开采后生态环境预测与治理对策[J].福建师范大学学报(自然科学版),1990,6(2):98-102.<br />
Lin Chengchao,Lin Qidong,Fang Qiuxian.Calculation and measures to harness the ecological environment in village Dong Gongxia,after the exploitation of Kaolin mine[J].Journal of Fujian Normal University(Natural Science),1990,6(2):98-102.<br />
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