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174 工程科学学报,第38卷,第2期 (3)矿石品位越高,最邻近相点距演变空间范围 (曾开华,陆兆溱.边坡变形破坏预测的混沌与分形研究 越广,相点距演变曲线起伏越明显,反应初期其浸出作 河海大学学报(自然科学版),1999,27(3):9) 用越显著,系统释放的能量越大. [11]Jian X C,Zheng J L.Prediction of frequency parameters in short (4)基于重构相空间技术,建立了残差修正的灰 wave radio communications based on chaos and neural networks. J Tsinghua Unig Sci Technol,2001,41(1):16 色理论GM(1,1)预测模型,实现了浸出液质量浓度 (简相超,郑君里.混沌和神经网络相结合预测短波通信频 及浸矿周期的精确预测,为浸矿采矿的现场应用提供 率参数.清华大学学报(自然科学版),2001,41(1):16) 理论支撑. [12]Liu Z X,Guo Y L,Liu C,et al.Laws of strata energy release and corresponding safety waming system in metal mine.Trans 参考文献 Nonferrous Met Soc China,2011,21(11):2508 [1]He YY,Wen C Q,Liu X F,et al.Chemical component charac- [13] Albano A M,Muench J,Schwartz C,et al.Singularvalue de- teristics and tectonic setting of sandstone from Quse Group in composition and the Grassberger-Procaccia algorithm.Phys Rev Duobuza copper deposit,Tibet,China.J Chengdu Unir Technol A,1988,38(6):3017 Sci Technol Ed,2014,41(1):113 [4] Sherif J,Singhania R.Extracting order from chaos.Kybernetes, (何阳阳,温春齐,刘显凡,等.西藏多不杂铜矿区曲色组砂 2009,38(6):1010 岩化学组分特征及构造背景.成都理工大学学报(自然科学 [15]Quan X Z,Jiang C W,Zhang Y C,et al.Theory and its appli- 版),2014,41(1):113) cation of the chaos neural network in the runoff forecast.J Urban Ma Y P,Liu C Y,Zhang F X,et al.Genesis and characteristics Constr Inst,1999,16(3):33 of the Dongsheng kaolin deposits in Ordos Basin.J Jilin Unig (权先璋,蒋传文,张勇传,等。径流预报的混沌神经网络理 Earth Sci Ed,2007,37(5):929 论及应用.武汉城市建设学院学报,1999,16(3):33) (马艳萍,刘池洋,张复新,等.鄂尔多斯盆地东胜砂岩型高 16] Wolf A,Swift J B,Swinney HL,et al.Determining Lyapunov 岭土矿特征及成因机制.吉林大学学报(地球科学版),2007, exponents from a time series.Phys D,1985,16(3):285 37(5):929) 17] Chen S H,Lu J A.Chaotic Dynamics of Agency.Wuhan:Wu- B]Liu Z X,Yin Z L.Study on oxidative ammonia leaching of copper han University of Water Conservancy and Electric Power Press, mine tailings in ammonia-ammonium sulphate solution.Min Metall 1998. Eng,2012,32(2):88 (陈士华,陆军安.混沌动力学初步.武汉:武汉水利电力大 4]Liu X Y,Chen B W,Wen J K,et al.Leptospirillum forms a mi- 学出版社,1998) nor portion of the population in Zijinshan commercial non-eration [18]Li X B,Liu Z X.Research on chaos and intelligent identification copper bioleaching heap identified by 16S rRNA clone libraries of acoustic emission in rock mass.Chin J Rock Mech Eng,2005, and real-time PCR.Hydrometallurgy,2010,104(3 -4)399 24(8):1296 [5]Watling H R.The bioleaching of sulphide minerals with emphasis (李夕兵,刘志祥.岩体声发射混沌与智能辨识研究。岩石 on copper sulphides:a review.Hydrometallurgy,2006,84 (1- 力学与工程学报,2005,24(8):1296) 2):81 [19]Li X B,Liu C,Liu Q,et al.Chaotic time series reconstruction [6]Yin S H,Wu A X,Hu K J,et al.Solute transportation mecha- and security alarm system of rock mass deformation in undersea nism of heap leaching and its influencing factors.J Cent South mining.Chin J Geotech Eng,2010,32(10)1530 Unir Sci Technol,2011,42(4):1092 (刘志样,刘超,刘强,等.海底开采岩层变形混沌时序重构 (尹升华,吴爱样,胡凯建,等.堆浸过程中溶质运移机制及 与安全预警系统研究.岩土工程学报,2010,32(10):1530) 影响因素.中南大学学报(自然科学版),2011,42(4): 20]Vretblad A.Fourier Analysis and Its Applications.New York: 1092) Springer-Verlag New York Inc.2003. Hernandez J,Patino F,Rivera I,et al.Leaching kinetics in cya- 21]Lee Y C,Wu C H,Tsai S B.Grey system theory and fuzzy time nide media of Ag contained in the industrial mining-metallurgical series forecasting for the growth of green electronic materials.Int wastes in the state of Hidalgo,Mexico.Int J Min Sci Technol, J Prod Res,2014,52(10):2931 2014,24(5):689 [22]Liu X Y,Liu A H,Li X B.Experimental study of permeability Sivakumar B.Chaos theory in geophysics:past,present and fu- of rock-ike material with filling fractures under high confining ture.Chaos Solitons Fractals,2004,19(2):441 pressure.Chin J Rock Mech Eng,2012,31(7):1391 ]Sun BB.Analysis of Characteristics of Chaotic Time Series an Re- (刘欣宇,刘爱华,李夕兵.高围压条件下含充填裂隙类岩 search of Phase Space Reconstruction [Dissertation].Shenyang: 石水渗流试验研究.岩石力学与工程学报,2012,31(7): Northeastern University,2008 1391) (孙彬彬.混沌时序的特征量分析及相空间重构研究[学位论 [23]Wu A X,Liu C,Yin S H,et al.Leaching properties of 文].沈阳:东北大学,2008) quasi-sandstone type ore.Chin J Nonferrous Met,2014,24(7): [10]Zeng K H,Lu ZZ.Study on chaos and fractal in the prediction 1856 of slope deformation destruction.J Hohai Uni Nat Sci,1999, (吴爱样,刘超,尹升华,等。类砂岩型矿石的浸出特性.中 27(3):9 国有色金属学报,2014,24(7):1856)工程科学学报,第 38 卷,第 2 期 ( 3) 矿石品位越高,最邻近相点距演变空间范围 越广,相点距演变曲线起伏越明显,反应初期其浸出作 用越显著,系统释放的能量越大. ( 4) 基于重构相空间技术,建立了残差修正的灰 色理论 GM( 1,1) 预测模型,实现了浸出液质量浓度 及浸矿周期的精确预测,为浸矿采矿的现场应用提供 理论支撑. 参 考 文 献 [1] He Y Y,Wen C Q,Liu X F,et al. Chemical component charac￾teristics and tectonic setting of sandstone from Quse Group in Duobuza copper deposit,Tibet,China. J Chengdu Univ Technol Sci Technol Ed,2014,41( 1) : 113 ( 何阳阳,温春齐,刘显凡,等. 西藏多不杂铜矿区曲色组砂 岩化学组分特征及构造背景. 成都理工大学学报( 自然科学 版) ,2014,41( 1) : 113) [2] Ma Y P,Liu C Y,Zhang F X,et al. Genesis and characteristics of the Dongsheng kaolin deposits in Ordos Basin. J Jilin Univ Earth Sci Ed,2007,37( 5) : 929 ( 马艳萍,刘池洋,张复新,等. 鄂尔多斯盆地东胜砂岩型高 岭土矿特征及成因机制. 吉林大学学报( 地球科学版) ,2007, 37( 5) : 929) [3] Liu Z X,Yin Z L. Study on oxidative ammonia leaching of copper mine tailings in ammonia-ammonium sulphate solution. Min Metall Eng,2012,32( 2) : 88 [4] Liu X Y,Chen B W,Wen J K,et al. Leptospirillum forms a mi￾nor portion of the population in Zijinshan commercial non-aeration copper bioleaching heap identified by 16S rRNA clone libraries and real-time PCR. Hydrometallurgy,2010,104( 3 - 4) : 399 [5] Watling H R. The bioleaching of sulphide minerals with emphasis on copper sulphides: a review. Hydrometallurgy,2006,84( 1 - 2) : 81 [6] Yin S H,Wu A X,Hu K J,et al. Solute transportation mecha￾nism of heap leaching and its influencing factors. J Cent South Univ Sci Technol,2011,42( 4) : 1092 ( 尹升华,吴爱祥,胡凯建,等. 堆浸过程中溶质运移机制及 影响因 素. 中 南 大 学 学 报 ( 自 然 科 学 版) ,2011,42 ( 4 ) : 1092) [7] Hernandez J,Patino F,Rivera I,et al. Leaching kinetics in cya￾nide media of Ag contained in the industrial mining-metallurgical wastes in the state of Hidalgo,Mexico. Int J Min Sci Technol, 2014,24( 5) : 689 [8] Sivakumar B. Chaos theory in geophysics: past,present and fu￾ture. Chaos Solitons Fractals,2004,19( 2) : 441 [9] Sun B B. Analysis of Characteristics of Chaotic Time Series an Re￾search of Phase Space Reconstruction [Dissertation]. Shenyang: Northeastern University,2008 ( 孙彬彬. 混沌时序的特征量分析及相空间重构研究[学位论 文]. 沈阳: 东北大学,2008) [10] Zeng K H,Lu Z Z. Study on chaos and fractal in the prediction of slope deformation destruction. J Hohai Univ Nat Sci,1999, 27( 3) : 9 ( 曾开华,陆兆溱. 边坡变形破坏预测的混沌与分形研究. 河海大学学报( 自然科学版) ,1999,27( 3) : 9) [11] Jian X C,Zheng J L. Prediction of frequency parameters in short wave radio communications based on chaos and neural networks. J Tsinghua Univ Sci Technol,2001,41( 1) : 16 ( 简相超,郑君里. 混沌和神经网络相结合预测短波通信频 率参数. 清华大学学报( 自然科学版) ,2001,41( 1) : 16) [12] Liu Z X,Guo Y L,Liu C,et al. Laws of strata energy release and corresponding safety warning system in metal mine. Trans Nonferrous Met Soc China,2011,21( 11) : 2508 [13] Albano A M,Muench J,Schwartz C,et al. Singular-value de￾composition and the Grassberger-Procaccia algorithm. Phys Rev A,1988,38( 6) : 3017 [14] Sherif J,Singhania R. Extracting order from chaos. Kybernetes, 2009,38( 6) : 1010 [15] Quan X Z,Jiang C W,Zhang Y C,et al. Theory and its appli￾cation of the chaos neural network in the runoff forecast. J Urban Constr Inst,1999,16( 3) : 33 ( 权先璋,蒋传文,张勇传,等. 径流预报的混沌神经网络理 论及应用. 武汉城市建设学院学报,1999,16( 3) : 33) [16] Wolf A,Swift J B,Swinney H L,et al. Determining Lyapunov exponents from a time series. Phys D,1985,16( 3) : 285 [17] Chen S H,Lu J A. Chaotic Dynamics of Agency. Wuhan: Wu￾han University of Water Conservancy and Electric Power Press, 1998. ( 陈士华,陆军安. 混沌动力学初步. 武汉: 武汉水利电力大 学出版社,1998) [18] Li X B,Liu Z X. Research on chaos and intelligent identification of acoustic emission in rock mass. Chin J Rock Mech Eng,2005, 24( 8) : 1296 ( 李夕兵,刘志祥. 岩体声发射混沌与智能辨识研究. 岩石 力学与工程学报,2005,24( 8) : 1296) [19] Li X B,Liu C,Liu Q,et al. Chaotic time series reconstruction and security alarm system of rock mass deformation in undersea mining. Chin J Geotech Eng,2010,32( 10) : 1530 ( 刘志祥,刘超,刘强,等. 海底开采岩层变形混沌时序重构 与安全预警系统研究. 岩土工程学报,2010,32( 10) : 1530) [20] Vretblad A. Fourier Analysis and Its Applications. New York: Springer-Verlag New York Inc. ,2003. [21] Lee Y C,Wu C H,Tsai S B. Grey system theory and fuzzy time series forecasting for the growth of green electronic materials. Int J Prod Res,2014,52( 10) : 2931 [22] Liu X Y,Liu A H,Li X B. Experimental study of permeability of rock-like material with filling fractures under high confining pressure. Chin J Rock Mech Eng,2012,31( 7) : 1391 ( 刘欣宇,刘爱华,李夕兵. 高围压条件下含充填裂隙类岩 石水渗流试验研究. 岩石力学与工程学报,2012,31 ( 7) : 1391) [23] Wu A X,Liu C,Yin S H,et al. Leaching properties of quasi-sandstone type ore. Chin J Nonferrous Met,2014,24( 7) : 1856 ( 吴爱祥,刘超,尹升华,等. 类砂岩型矿石的浸出特性. 中 国有色金属学报,2014,24( 7) : 1856) · 471 ·
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