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The softening prediction of HSLA steel heat-affected zone based on the grey system 被引量:1
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作者 赵璇 代克杰 杜泽国 《China Welding》 EI CAS 2012年第2期69-72,共4页
The high-strength low-alloy( HSLA ) steel heat-affected zone (HAZ)softening was predicted using a grey model. HSLA steel DILLIMAX690E, NK-HITEN61OU2 and BHW35 were taken as examples in the research on ultra-narrow... The high-strength low-alloy( HSLA ) steel heat-affected zone (HAZ)softening was predicted using a grey model. HSLA steel DILLIMAX690E, NK-HITEN61OU2 and BHW35 were taken as examples in the research on ultra-narrow gap automatic welding technology. Test results turned out to be that the errors between the values calculated by the Grey Model (GM) ( 1,1 ) model and their actual value were less than 2%, indicating that the grey prediction method could accurately reflect the actual situation of the high-strength low-alloy steel heat-affected zone softening. This method will play a crucial role in guiding the applications of HSLA steel welded structures in the future. 展开更多
关键词 grey prediction gm 1 1 model heat-affected zone SOFTENING
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Study on the Prediction of Rice Blast Based on the Unbiased GM (1,1) Model 被引量:1
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作者 魏代俊 曾艳敏 邹迎春 《Plant Diseases and Pests》 CAS 2010年第6期4-6,共3页
To create a new prediction model, the unbiased GM (1,1) model is optimized by the five-point slide method in this paper. Then, based on the occurrence areas of dce blast in Enshi District during 1995 -2004, the new ... To create a new prediction model, the unbiased GM (1,1) model is optimized by the five-point slide method in this paper. Then, based on the occurrence areas of dce blast in Enshi District during 1995 -2004, the new model and unbiased GM (1, 1 ) model are applied to predict the occurrence areas of rice blast during 2005 -2010. Predicting outcomes show that the prediction accuracy of five-point unbiased sliding optimized GM (1, 1 ) model is higher than the unbiased GM (1,1) model. Finally, combined with the prediction results, the author provides some suggestion for Enshi District in the prevention and control of rice blast in 2010. 展开更多
关键词 Unbiased gm 1 1 model Five-point slide method Optimization prediction Rice blast
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Prediction of the maximum water inflow in Pingdingshan No.8 mine based on grey system theory
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《Journal of Coal Science & Engineering(China)》 2012年第1期55-59,共5页
In order to prevent and control the water inflow of mines, this paper built a new initial GM(1, 1) model to torecast the maximum water inflow according to the principle of new information. The effect of the new init... In order to prevent and control the water inflow of mines, this paper built a new initial GM(1, 1) model to torecast the maximum water inflow according to the principle of new information. The effect of the new initial GM(1, 1) model is not ideal by the concrete example. Then according to the principle of making the sum of the squares of the difference between the calculated sequences and the original sequences, an optimized GM(1, I) model was established. The result shows that this method is a new prediction method which can predict the maximum water inflow accurately. It not only conforms to the guide- line of prevention primarily, but also provides reference standards to managers on making prevention measures. 展开更多
关键词 prediction maximum water inflow grey system theory gm1 1 model
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Grey forewarning and prediction for mine water inflowing catastrophe periods
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作者 马其华 曹建军 《Journal of Coal Science & Engineering(China)》 2007年第4期467-470,共4页
Based on the theory of grey system, established GM (1, 1) grey catastrophe predict model for the first time in order to forecast the catastrophe periods of mine water inflowing (not the volume of water inflowing).... Based on the theory of grey system, established GM (1, 1) grey catastrophe predict model for the first time in order to forecast the catastrophe periods of mine water inflowing (not the volume of water inflowing). After establishing the grey predict system of the catastrophe regularity of 10 month-average volume of water inflowing, the grey forewarning for mine water inflowing catastrophe periods was established which was used to analyze water disaster in 400 meter level of Wennan Colliery. Based on residual analysis, it shows that the result of grey predict system is almost close to the actual value. And the scene actual result also shows the reliability of prediction. Both the theoretical analysis and the scene actual result indicate feasibility and reliability of the method of grey catastrophe predict system. 展开更多
关键词 grey theory mine water inflowing catastrophe periods grey forewarning and prediction gm1 1 grey prediction model residual analysis
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A Grey Prediction Model on Vibration Severity Development of a Pump
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作者 ZHAORong-zhen ZHANGYou-yun 《International Journal of Plant Engineering and Management》 2004年第3期131-138,共8页
The method to enhance the precis io n of a grey model GM (1, 1) for predicting the development of vibration severity of a pump is investigated. The rectifying procedures involve the structure and the parameters rega... The method to enhance the precis io n of a grey model GM (1, 1) for predicting the development of vibration severity of a pump is investigated. The rectifying procedures involve the structure and the parameters regarding GM(1,1). A new model based on GM(1, 1), which is GM (E,1,1), is proposed. In GM(E,1,1), the distribution of relative errors rati os between the original series and predicting series obtained by the mean of GM( 1,1) are considered in special points to set up the threshold and adjusting coef ficients to control the modified action and the rectified amount based on distri bution of the original series. The case shows that GM(E, 1, 1) is good at predic ting the vibration severity development of the pump. 展开更多
关键词 grey prediction gm (1 1) vibration severity p ump
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Prediction model of interval grey number based on DGM(1,1) 被引量:19
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作者 Bo Zeng Sifeng Liu Naiming Xie 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2010年第4期598-603,共6页
In grey system theory,the studies in the field of grey prediction model are focused on real number sequences,rather than grey number ones.Hereby,a prediction model based on interval grey number sequences is proposed.B... In grey system theory,the studies in the field of grey prediction model are focused on real number sequences,rather than grey number ones.Hereby,a prediction model based on interval grey number sequences is proposed.By mining the geometric features of interval grey number sequences on a two-dimensional surface,all the interval grey numbers are converted into real numbers by means of certain algorithm,and then the prediction model is established based on those real number sequences.The entire process avoids the algebraic operations of grey number,and the prediction problem of interval grey number is usefully solved.Ultimately,through an example's program simulation,the validity and practicability of this novel model are verified. 展开更多
关键词 grey system theory prediction model interval grey number grey number band grey number layer Dgm1 1 model.
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Building a Comprehensive Well-off Society in Yunnan's Minority Areas A Study of the Prediction on the Differences in Economic Development Indexes
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作者 Yunhong GONG Fang RAO 《International Journal of Technology Management》 2015年第9期116-122,共7页
Based on the gray theory and GM (1, 1) model, the various indexes in 2013-2020 are predicted using the data of all indexes of the economic development of Yunnan' s 8 minority areas in 2013-2020 and also compared wi... Based on the gray theory and GM (1, 1) model, the various indexes in 2013-2020 are predicted using the data of all indexes of the economic development of Yunnan' s 8 minority areas in 2013-2020 and also compared with the standard values of all indexes of building a well-off society in 2020, and the differences between them are analyzed. The purpose of this study is to provide a reference basis for Yunnan province' s government to analyze the economic development of the minority areas. 展开更多
关键词 Yurman' s Minority Areas Gray system Theory gm 1 1 prediction Model
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Prediction of efficient outputs based on GM(1,N) model and weak DEA efficiency 被引量:2
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作者 Jiefang Wang Sifeng Liu 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2011年第6期933-939,共7页
This paper expresses the efficient outputs of decisionmaking unit(DMU) as the sum of "average outputs" forecasted by a GM(1,N) model and "increased outputs" which reflect the difficulty to realize efficient ou... This paper expresses the efficient outputs of decisionmaking unit(DMU) as the sum of "average outputs" forecasted by a GM(1,N) model and "increased outputs" which reflect the difficulty to realize efficient outputs.The increased outputs are solved by linear programming using data envelopment analysis efficiency theories,wherein a new sample is introduced whose inputs are equal to the budget in the issue No.n + 1 and outputs are forecasted by the GM(1,N) model.The shortcoming in the existing methods that the forecasted efficient outputs may be less than the possible actual outputs according to developing trends of input-output rate in the periods of pre-n is overcome.The new prediction method provides decision-makers with more decisionmaking information,and the initial conditions are easy to be given. 展开更多
关键词 efficient outputs gm1 N) model data envelopment analysis(DEA) weak DEA efficiency prediction.
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关于农产品冷链物流需求预测的灰色GM(1,N) 模型
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作者 彭秀秀 《物流工程与管理》 2023年第12期68-70,39,共4页
经济区域冷链物流的基础设施规划的基础工作在于对冷链物流的需求预测,对农产品冷链物流需求预测建立分析框架、选择适合的预测方法具有非常重要的现实意义。文中通过灰色关联分析,选取能够影响全国冷链物流指标的部分影响因素。利用201... 经济区域冷链物流的基础设施规划的基础工作在于对冷链物流的需求预测,对农产品冷链物流需求预测建立分析框架、选择适合的预测方法具有非常重要的现实意义。文中通过灰色关联分析,选取能够影响全国冷链物流指标的部分影响因素。利用2013-2020年全国冷链物流需求相关数据,选取全国社会物流总费用、全国冷链物流总需求量来建立GM(1,N)灰色预测模型,对全国农产品冷链物流的需求量进行预测。通过实验,其预测结果精度较好,平均误差为3.63%。通过此模型,提出相关建议来完善全国的农产品冷链物流。 展开更多
关键词 冷链物流 农产品 灰色预测gm(1 N) 农产品冷链物流需求
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Forecast Grain “Three Quantities” Based on Grey GM (1, 1) and Promote the Structural Reform of Grain Supply Side 被引量:1
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作者 Bingjun Li Xiaoxiao Zhu 《Agricultural Sciences》 2018年第11期1432-1443,共12页
As a special product, the cultivation and production of grain directly affect the consumption of people, which has an important influence on the development of social economy and the national economy and people’s liv... As a special product, the cultivation and production of grain directly affect the consumption of people, which has an important influence on the development of social economy and the national economy and people’s livelihood. Firstly, the present situation of grain production is analyzed, and the problems facing the structural reform of grain supply side in China are analyzed from grain output and its import and export volume. Secondly, we use grey GM (1, 1) model to predict grain output and consumption, grain import and export volume and all kinds of grain crops output in China, and then analyze the future trend of grain production in China. Finally, we put forward construction of grain branding, rational allocation of grain planting varieties, construction of traceability system for grain production, further grain processing and development of “Internet agriculture” industrial model to promote structural reform of grain supply side. 展开更多
关键词 GRAIN The Structural REFORM of Supply Side grey gm (1 1) Model TRACEABILITY system
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The Modified GM( 1 , 1) Grey Forecast Model
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作者 Wang Chengzhang Guo Yaohuang Li Qiang (School of Economics and Management,Southwest Jiaotong University)Chengdu 61 0031 , China 《Journal of Modern Transportation》 1995年第2期157-162,共6页
Because the impacts of the factors such as some disturbances are graduallyadded into the system, the grey forecast results will deviate from the systemtrue value. To improve the forecast precision, Pro-Dens Julons pro... Because the impacts of the factors such as some disturbances are graduallyadded into the system, the grey forecast results will deviate from the systemtrue value. To improve the forecast precision, Pro-Dens Julons provided twomethfor-But they had not consider the impact of artificial disturbance. LiZhihua et al. of Qinghua Univ. presented another method. This paper revisesthe method and make it be a spocial case. 展开更多
关键词 grey forecast gm(1 1 ) model influential factor
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基于改进GM(1,1)模型的应急物资需求量预测 被引量:22
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作者 宋晓宇 刘春会 常春光 《沈阳建筑大学学报(自然科学版)》 CAS 北大核心 2010年第6期1214-1218,共5页
目的应急物资需求量的预测是应急物资配送的前提条件,为了提供受灾区比较可靠准确的应急物资需求量的实时信息,便于决策者进行科学合理的应急物资调度.方法根据GM(1,1)的指数特性,通过对原始数据序列进行变换使其服从指数规律的方法改... 目的应急物资需求量的预测是应急物资配送的前提条件,为了提供受灾区比较可靠准确的应急物资需求量的实时信息,便于决策者进行科学合理的应急物资调度.方法根据GM(1,1)的指数特性,通过对原始数据序列进行变换使其服从指数规律的方法改进模型,克服了传统GM(1,1)模型指数规律的不足,用改进模型对应急物资需求量进行了预测.为验证改进后的GM(1,1)模型的有效性,将其预测结果与传统GM(1,1)模型和同类研究文献中方法的预测结果进行相比分析.结果实验结果表明:改进GM(1,1)模型预测的平均相对误差小于2.9%,预测精度有明显提高.结论根据该模型预测的未来几个周期内应急物资的需求量的信息可以作为决策者进行应急物资调度的依据. 展开更多
关键词 gm(1 1) 灰色理论 应急物资调度 最小二乘法 预测
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基于灰色GM(1,1)非等时距修正模型的轨道质量预测 被引量:13
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作者 曲建军 高亮 +1 位作者 张新奎 辛涛 《中国铁道科学》 EI CAS CSCD 北大核心 2009年第3期5-8,共4页
根据灰色理论,以轨道质量指数检测数据为原始时间序列,通过累加弱化序列的随机性,挖掘轨道系统内在的规律,研究建立基于灰色GM(1,1)非等时距模型的轨道质量预测方法。为提高模型预测精度,优化模型中的初值和背景值,并基于残差分析引入... 根据灰色理论,以轨道质量指数检测数据为原始时间序列,通过累加弱化序列的随机性,挖掘轨道系统内在的规律,研究建立基于灰色GM(1,1)非等时距模型的轨道质量预测方法。为提高模型预测精度,优化模型中的初值和背景值,并基于残差分析引入周期性函数,对模型进行修正。用此模型对轨道质量指数TQI数据进行分析预测,并对模型精度进行检验。结果表明模型能较好地反映轨道质量恶化发展的随机波动特征,拟合、预测精度高,为了解和掌握轨道质量状态的发展规律提供了新的方法。 展开更多
关键词 灰色修正模型 gm(1 1) 非等时距 轨道质量指数 时间序列 预测方法
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改进GM(1,1)模型在路基沉降预测中的应用 被引量:10
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作者 谢正文 胡汉华 胡毅夫 《岩土力学》 EI CAS CSCD 北大核心 2005年第S2期227-230,共4页
GM(1,1)模型是沉降预测中应用较为广泛的模型之一,在实际应用当中发现其预测效果有时候较差甚至完全失效。为此从传统 GM(1,1)预测模型建模原理出发,分析存在的理论缺陷,指出在形成预测公式时规定(?)^(1)(1)=x^(1)(1),α=0.5为已知条件... GM(1,1)模型是沉降预测中应用较为广泛的模型之一,在实际应用当中发现其预测效果有时候较差甚至完全失效。为此从传统 GM(1,1)预测模型建模原理出发,分析存在的理论缺陷,指出在形成预测公式时规定(?)^(1)(1)=x^(1)(1),α=0.5为已知条件是不合理的,应当根据实际情况选用其他数据。通过引入平均斜率来计算α(k)序列,并利用 MATLAB 程序进行数据处理,寻找最合适的(?)^(1)(1)以及最佳维数区。某高速公路实测沉降数据计算表明,新方法有满意的拟合和预测效果,为提高建模精度提供了新的途径。 展开更多
关键词 改进 gm(1 1)模型 平均斜率 路基 沉降预测
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矿井涌水量灰色GM(1,2)预测模型 被引量:12
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作者 李建林 李志强 +3 位作者 郑继东 昝明军 崔延华 刘秀 《河南理工大学学报(自然科学版)》 CAS 北大核心 2016年第3期368-372,共5页
基于矿井涌水量序列具有明显的随机性和灰色特征,建立涌水量GM(1,2)预测模型,以克服灰色GM(1,1)模型对于随机波动大的长序列预测效果差的缺点。以王行庄煤矿为例,针对2012年7月至2013年12月王行庄煤矿18个月的涌水量资料,考虑与之密切... 基于矿井涌水量序列具有明显的随机性和灰色特征,建立涌水量GM(1,2)预测模型,以克服灰色GM(1,1)模型对于随机波动大的长序列预测效果差的缺点。以王行庄煤矿为例,针对2012年7月至2013年12月王行庄煤矿18个月的涌水量资料,考虑与之密切相关的L7-8灰岩含水层水位降深,建立了矿井涌水量GM(1,2)预测模型;预测了2014年1—4月的涌水量;并与GM(1,1)预测模型进行模型精度与预测精度的比较。结果表明:GM(1,2)模型的预测精度达到了97.44%,GM(1,1)模型的预测精度为92.60%,GM(1,2)模型明显提高了矿井涌水量的预测精度。 展开更多
关键词 矿井涌水量 灰色预测 gm(1 2) 含水层水位降深
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基于改进GM(1,N)模型的我国大豆价格影响因素分析及预测研究 被引量:20
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作者 范震 马开平 +1 位作者 姜顺婕 石波 《大豆科学》 CAS CSCD 北大核心 2016年第5期847-852,共6页
大豆是我国重要的粮食作物和油料作物,其价格对于国民经济尤其是农业经济的影响意义深远。大豆价格的稳定对于我国大豆市场的健康发展有着重要的现实意义。在灰色理论的基础上,提出了一种改进GM(1,N)大豆价格预测模型,首先运用灰色关联... 大豆是我国重要的粮食作物和油料作物,其价格对于国民经济尤其是农业经济的影响意义深远。大豆价格的稳定对于我国大豆市场的健康发展有着重要的现实意义。在灰色理论的基础上,提出了一种改进GM(1,N)大豆价格预测模型,首先运用灰色关联分析法对我国大豆价格的影响因素进行分析,选择主要的影响因素;再将这些影响因素作为模型的相关因素变量,构建GM(1,N)大豆价格预测模型。采用2010-2015年的大豆数据进行实证研究,模型选取国内大豆自给量、世界大豆产量、国民消费价格指数、消费者信心指数4个变量作为相关因素变量;模型预测误差为2.10%,预测精度较高,能够较好地掌握大豆价格的变化规律,可以为大豆价格市场预测及国家宏观政策的制定提供理论指导。 展开更多
关键词 大豆价格 灰色关联分析 灰色预测 gm(1 N)
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基于改进GM(1,1)模型的上海港集装箱吞吐量预测 被引量:18
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作者 陈昌源 戴冉 +2 位作者 杨婷婷 吴祖新 黎泉 《船海工程》 北大核心 2016年第4期153-156,161,共5页
为提高港口集装箱吞吐量的预测精度。以上海港2007-2015年集装箱吞吐量数据为基础,引入弱化算子理论对灰色GM(1,1)模型原始数据进行预处理建立改进GM(1,1)模型,分别应用传统模型和改进模型对上海港集装箱吞吐量进行预测,比较两种模型的... 为提高港口集装箱吞吐量的预测精度。以上海港2007-2015年集装箱吞吐量数据为基础,引入弱化算子理论对灰色GM(1,1)模型原始数据进行预处理建立改进GM(1,1)模型,分别应用传统模型和改进模型对上海港集装箱吞吐量进行预测,比较两种模型的预测精度及曲线拟合度。结果表明:改进模型弱化了原始数据的随机性,可很好地降低预测误差,显著提高传统灰色GM(1,1)模型的预测精度和拟合度。 展开更多
关键词 集装箱吞吐量 灰色gm(1 1)模型 改进gm(1 1)模型 弱化算子 预测精度
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GM(1,1)模型与线性回归组合方法在矿井瓦斯涌出量预测中的应用 被引量:36
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作者 施式亮 伍爱友 《煤炭学报》 EI CAS CSCD 北大核心 2008年第4期415-418,共4页
以矿井瓦斯涌出量的预测为主要研究目的,讨论了GM(1,1)方法适用于单一指数增长模型、对预测序列数据异常情况难以准确预测的局限性,依据灰色灾变预测原理,利用线性回归适用短期预测的特点,提出了基于GM(1,1)与线性回归组合预测矿井瓦斯... 以矿井瓦斯涌出量的预测为主要研究目的,讨论了GM(1,1)方法适用于单一指数增长模型、对预测序列数据异常情况难以准确预测的局限性,依据灰色灾变预测原理,利用线性回归适用短期预测的特点,提出了基于GM(1,1)与线性回归组合预测矿井瓦斯涌出量的新方法.应用结果表明:该方法能很好地解决历史数据的跳变问题,使预测结果更为可靠、精确. 展开更多
关键词 gm(1 1)模型 线性回归 瓦斯涌出量 预测
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基于灰色GM(1,1)模型的城市人口规模预测——以大同市为例 被引量:12
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作者 段宝玲 冯强 +1 位作者 刘德军 卜玉山 《山西农业大学学报(自然科学版)》 CAS 2016年第1期35-38,76,共5页
很多不可控制因素会对城市人口的发展形成影响,灰色GM(1,1)模型通过规避不可控制因素,在规模预测方面展现其优越性、可靠性。本文基于灰色GM(1,1)模型对大同市城市人口发展模型进行了构建,通过相对误差检验、x(0)(t)与x-(0)(t)灰色绝对... 很多不可控制因素会对城市人口的发展形成影响,灰色GM(1,1)模型通过规避不可控制因素,在规模预测方面展现其优越性、可靠性。本文基于灰色GM(1,1)模型对大同市城市人口发展模型进行了构建,通过相对误差检验、x(0)(t)与x-(0)(t)灰色绝对关联度ε检验、均方差检验和小误差概率检验得到模型精度较高,大同市在预测年2016-2020年的城市人口数量分别为221.21、229.59、238.24、247.25和256.61万人,城市人口增长较快,人口压力较大。 展开更多
关键词 灰色gm(1 1)模型 城市人口 预测 大同市
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河流年径流量的GM(1,2)-Markov中长期预测模型 被引量:9
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作者 李建林 李志强 +2 位作者 王心义 郑继东 昝明军 《干旱区地理》 CSCD 北大核心 2016年第2期240-245,共6页
径流过程具有随机和灰色特征。基于此,将Markov预测与灰色GM(1,2)预测相结合,提出了GM(1,2)-Markov中长期河流年径流量预测模型。通过对黑河正义峡、莺落峡水文站65 a(1949-2014年)的年径流量资料分析,将莺落峡年径流量作为GM(1,2)预测... 径流过程具有随机和灰色特征。基于此,将Markov预测与灰色GM(1,2)预测相结合,提出了GM(1,2)-Markov中长期河流年径流量预测模型。通过对黑河正义峡、莺落峡水文站65 a(1949-2014年)的年径流量资料分析,将莺落峡年径流量作为GM(1,2)预测的相关因素数据列,以1990-2009年的数据建立正义峡年径流量GM(1,2)-Markov模型,以2010-2014年的年径流量进行模型验证。结果表明:莺落峡、正义峡年径流量具有较强的相关性;建立的正义峡年径流量预测模型精度为83.65%;预测未来5 a的径流量,预测精度达到了97.12%;GM(1,2)-Markov、GM(1,1)和GM(1,2)模型的模型精度都符合建模的要求,但GM(1,2)-Markov模型的预测精度明显高于GM(1,1)模型和GM(1,2)模型。GM(1,2)-Markov模型为河流径流量的中长期预测提供了一种新方法。 展开更多
关键词 年径流量 中长期预报 gm(1 2)模型 Markov预测 正义峡
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