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Saturation correction and effi cient discrimination methods for low-resistivity sandstone oil reservoirs
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作者 Jin Li-zuan 《Applied Geophysics》 2025年第2期319-330,556,共13页
This study discusses the challenges in logging the evaluation of low-resistivity oil reservoirs,especially the difficult problems involving their saturation calculation.A correction method for equivalent water conduct... This study discusses the challenges in logging the evaluation of low-resistivity oil reservoirs,especially the difficult problems involving their saturation calculation.A correction method for equivalent water conductivity is proposed,given the high conductivity caused by small amounts of water distributed in a network within the low-resistivity reservoir,which mimics the eff ects of high water saturation.This approach signifi cantly improves the accuracy of hydrocarbon saturation calculations in these low-resistivity reservoirs.The corrected hydrocarbon saturation values highly matched the porosity and are consistent with experimental results.This study also establishes a discrimination process to determine whether corrections are required,verifying the eff ectiveness and accuracy of the method through an application example. 展开更多
关键词 low-resistivity oil reservoirs saturation correction equivalent water conductivity discriminant methods
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Kernel Model Applied in Kernel Direct Discriminant Analysis for the Recognition of Face with Nonlinear Variations 被引量:1
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作者 李粉兰 徐可欣 《Transactions of Tianjin University》 EI CAS 2006年第2期147-152,共6页
A kernel-based discriminant analysis method called kernel direct discriminant analysis is employed, which combines the merit of direct linear discriminant analysis with that of kernel trick. In order to demonstrate it... A kernel-based discriminant analysis method called kernel direct discriminant analysis is employed, which combines the merit of direct linear discriminant analysis with that of kernel trick. In order to demonstrate its better robustness to the complex and nonlinear variations of real face images, such as illumination, facial expression, scale and pose variations, experiments are carried out on the Olivetti Research Laboratory, Yale and self-built face databases. The results indicate that in contrast to kernel principal component analysis and kernel linear discriminant analysis, the method can achieve lower (7%) error rate using only a very small set of features. Furthermore, a new corrected kernel model is proposed to improve the recognition performance. Experimental results confirm its superiority (1% in terms of recognition rate) to other polynomial kernel models. 展开更多
关键词 face recognition kernel method kernel direct discriminant analysis direct linear discriminant analysis
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Application of Fisher method to discriminating earthquakes and explosions using criterion m_b/M_S
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作者 边银菊 《Acta Seismologica Sinica(English Edition)》 EI CSCD 2005年第4期441-450,共10页
We try to give a quantitative and global discrimination function by studying mb/MS data using Fisher method that is a kind of pattern recognition methods. The reliability of the function is also analyzed. The results ... We try to give a quantitative and global discrimination function by studying mb/MS data using Fisher method that is a kind of pattern recognition methods. The reliability of the function is also analyzed. The results show that this criterion works well and has a global feature, which can be used as first-level filtering criterions in event identification. The quantitative and linear discrimination function makes it possible to identify events automatically and achieve the goal to react the events quickly and effectively. 展开更多
关键词 mb/MS Fisher method seismological criterion pattern recognition discrimination efficiency
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基于高效液相色谱多指标成分分析的化学计量学评价补气养血颗粒质量
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作者 陈瑱 魏谭军 +3 位作者 陈飞 王春龙 魏旭 赵圣艳 《中国药业》 2026年第3期85-90,共6页
目的建立同时测定补气养血颗粒中14种成分含量的高效液相色谱法,并评价其质量。方法色谱柱为Prep Scalar C_(18)柱(250mm×4.6 mm,5μm),流动相为乙腈-0.2%磷酸溶液(梯度洗脱),流速为1.0 mL/min,检测波长分别为230 nm(芍药内酯苷、... 目的建立同时测定补气养血颗粒中14种成分含量的高效液相色谱法,并评价其质量。方法色谱柱为Prep Scalar C_(18)柱(250mm×4.6 mm,5μm),流动相为乙腈-0.2%磷酸溶液(梯度洗脱),流速为1.0 mL/min,检测波长分别为230 nm(芍药内酯苷、芍药苷、苯甲酰芍药苷)、210 nm(梓醇、地黄苷D、人参皂苷Rg_(1)、人参皂苷Re、人参皂苷Rb_(1))、260 nm(毛蕊异黄酮葡萄糖苷、芒柄花苷、黄芪紫檀烷苷)、280 nm(洋川芎内酯H、洋川芎内酯I、洋川芎内酯A),柱温为30℃,进样量为10μL。采用主成分分析(PCA)法和正交偏最小二乘法-判别分析(OPLS-DA)法筛选差异标志物,并采用加权逼近理想解排序(TOPSIS)法评价样品质量。结果上述14种成分在各自质量浓度范围内与峰面积线性关系良好(r≥0.9991,n=6);精密度、稳定性、重复性试验结果的RSD均小于2%;回收率为96.83%~100.18%,RSD为0.69%~1.82%(n=9)。18批样品中上述14种成分的含量分别为0.370~0.630 mg/g、0.630~1.080 mg/g、0.045~0.089 mg/g、0.260~0.500 mg/g、0.070~0.150 mg/g、0.150~0.260 mg/g、0.300~0.520 mg/g、0.150~0.440 mg/g、0.075~0.270 mg/g、0.060~0.101 mg/g、0.021~0.037 mg/g、0.035~0.059 mg/g、0.079~0.160 mg/g、0.220~0.380 mg/g。PCA和OPLS-DA结果显示,18批样品聚为3类,芍药苷、洋川芎内酯I、人参皂苷Rb_(1)、地黄苷D、梓醇、芍药内酯苷、人参皂苷Re、毛蕊异黄酮葡萄糖苷是影响样品质量的差异标志物。18批样品的相对贴近度(C_(i))为0.3210~0.7342,其中6批样品的C_(i)>0.5。结论该方法操作简便,结果科学、直观,可用于补气养血颗粒质量的综合评价。不同批次样品的质量存在一定差异。 展开更多
关键词 补气养血颗粒 高效液相色谱法 主成分分析 正交偏最小二乘法-判别分析 加权逼近理想解排序 质量评价
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基于光谱分析的电压互感器运行状态研判方法
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作者 石小帅 冯再均 +3 位作者 胡全贵 王轩 贺银志 姚金男 《高压电器》 北大核心 2026年第1期120-126,共7页
以确保电力系统稳定运行为目的,研究基于光谱分析的电压互感器运行状态研判方法,提升运行状态研判效果。激光拉曼光谱检测平台依据拉曼散射原理,获取电压互感器绝缘油拉曼谱线强度,按照拉曼谱线强度,绘制电压互感器绝缘油拉曼光谱,完成... 以确保电力系统稳定运行为目的,研究基于光谱分析的电压互感器运行状态研判方法,提升运行状态研判效果。激光拉曼光谱检测平台依据拉曼散射原理,获取电压互感器绝缘油拉曼谱线强度,按照拉曼谱线强度,绘制电压互感器绝缘油拉曼光谱,完成电压互感器内绝缘油拉曼光谱数据采集;通过迭代多项式拟合算法,预处理电压互感器绝缘油拉曼光谱;利用主成分分析法在预处理的拉曼光谱内,提取电压互感器绝缘油拉曼谱线强度特征;利用核Fisher判别分析法,建立电压互感器运行状态研判模型,在该模型内输入拉曼谱线强度特征,输出电压互感器运行状态研判结果。实验证明:该方法可有效采集电压互感器拉曼光谱,并预处理拉曼光谱;该方法可有效提取拉曼光谱特征,完成电压互感器运行状态研判;在研判不同类型运行状态时,该方法研判的Kappa系数均较高,即研判结果与实际结果间具备较优的一致性。 展开更多
关键词 光谱分析 电压互感器 运行状态 研判方法 拉曼散射 核FISHER判别
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A new method of formation evaluation for fractured and caved carbonate reservoirs:A case study from the Lundong area,Tarim Basin,China 被引量:7
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作者 Yang Haijun Sam Zandong Sun +4 位作者 Cai Lulu Xiao Youjun WangHaiyang Luo Chunshu Hu Hongru 《Petroleum Science》 SCIE CAS CSCD 2011年第4期446-454,共9页
The carbonate reservoirs in the Tarim Basin are characterized by low matrix-porosity,heterogeneity and anisotropy,which make it difficult to predict and evaluate these reservoirs.The reservoir formations in Lundong ar... The carbonate reservoirs in the Tarim Basin are characterized by low matrix-porosity,heterogeneity and anisotropy,which make it difficult to predict and evaluate these reservoirs.The reservoir formations in Lundong area experienced a series of diagenesis and tectonic evolution stages.And secondary storage spaces such as fractures and dissolution caves were developed while nearly all the primary pores have disappeared.Based on a summary of different types of storage spaces and their responses in conventional logs,FMI and full waveform sonic logs which are sensitive to different reservoirs,the comprehensive probability index (CPI) method is applied to evaluating the reservoirs and a standard of reservoir classification is established.By comparing the evaluation results with actual welllogging results,the method has proven to be practical for formation evaluation of carbonate reservoirs,especially for the fractured carbonate reservoirs.In reservoir fluid identification,the multivariate stepwise discriminant analysis (MSDA) method is introduced.Combining the CPI method and MSDA method,comprehensive formation evaluation has been performed for fractured and caved carbonate reservoirs in the Tarim Basin.Additionally,on the basis of secondary pore inversion results,another new method of formation evaluation is also proposed in the discussion part of this paper.Through detailed application result analysis,the method shows a promising capability for formation evaluation of complex carbonate reservoirs dominated by various secondary pores such as holes,caves,and cracks. 展开更多
关键词 Carbonate reservoir formation evaluation comprehensive probability index method discriminant analysis Tarim Basin
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Using Different Standardized Methods for Species Identification:A Case Study Using Beaks from Three Ommastrephid Species 被引量:4
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作者 HU Guanyu FANG Zhou +3 位作者 LIU Bilin CHEN Xinjun STAPLES Kevin CHEN Yong 《Journal of Ocean University of China》 SCIE CAS CSCD 2018年第2期355-362,共8页
The cephalopod beak is a vital hard structure with a stable configuration and has been widely used for the identification of cephalopod species. This study was conducted to determine the best standardization method fo... The cephalopod beak is a vital hard structure with a stable configuration and has been widely used for the identification of cephalopod species. This study was conducted to determine the best standardization method for identifying different species by measuring 12 morphological variables of the beaks of Illex argentinus, Ommastrephes bartramii, and Dosidicus gigas that were collected by Chinese jigging vessels. To remove the effects of size, these morphometric variables were standardized using three methods. The average ratios of the upper beak morphological variables and upper crest length of O. bartramii and D. gigas were found to be greater than those of I. argentinus. However, for lower beaks, only the average of LRL(lower rostrum length)/LCL(lower crest length), LRW(lower rostrum width)/LCL, and LLWL(lower lateral wall length)/LCL of O. bartramii and D. gigas were greater than those of I. argentinus. The ratios of beak morphological variables and crest length were found to be all significantly different among the three species(P < 0.001). Among the three standardization methods, the correct classification rate of stepwise discriminant analysis(SDA) was the highest using the ratios of beak morphological variables and crest length. Compared with hood length, the correct classification rate was slightly higher when using beak variables standardized by crest length using an allometric model. The correct classification rate of the lower beak was also found to be greater than that of the upper beak. This study indicates that the ratios of beak morphological variables to crest length could be used for interspecies and intraspecies identification. Meanwhile, the lower beak variables were found to be more effective than upper beak variables in classifying beaks found in the stomachs of predators. 展开更多
关键词 BEAK standardized methodS discriminant analysis Illex argentinus Ommastrephes bartramii Dosidicus GIGAS
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Extended Fan's Algebraic Method and Its Application to KdV and Variant Boussinesq Equations 被引量:7
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作者 YANG Xian-Lin TANG Jia-Shi College of Mechanics and Aerospace,Hunan University,Changsha 410082,China2 Department of Computer Science,Hunan Radio and Television University,Changsha 410004,China 《Communications in Theoretical Physics》 SCIE CAS CSCD 2007年第7期1-6,共6页
An extended Fan's algebraic method is used for constructing exact traveling wave solution of nonlinearpartial differential equations.The key idea of this method is to introduce an auxiliary ordinary differential e... An extended Fan's algebraic method is used for constructing exact traveling wave solution of nonlinearpartial differential equations.The key idea of this method is to introduce an auxiliary ordinary differential equationwhich is regarded as an extended elliptic equation and whose degree Υ is expanded to the case of r>4.The efficiency ofthe method is demonstrated by the KdV equation and the variant Boussinesq equations.The results indicate that themethod not only offers all solutions obtained by using Fu's and Fan's methods,but also some new solutions. 展开更多
关键词 algebraic method KdV equation variant boussinesq equations polynomial complete discrimination system
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Program evaluation and its application to equipment based on super-efficiency DEA and gray relation projection method 被引量:5
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作者 Linbing Tang Dong Guo +1 位作者 Jie Wu Qingmei Tan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2014年第6期1037-1042,共6页
For the gray attributes of the equipment program and its difficulty to carry out the quantitative assessment of the equipment program information, the gray relation projection method is simply reviewed. Combining the ... For the gray attributes of the equipment program and its difficulty to carry out the quantitative assessment of the equipment program information, the gray relation projection method is simply reviewed. Combining the super-data envelopment analysis(DEA) model and the gray system theory, a new super-DEA for measuring the weight is proposed, and a gray relation projection model is established to rank the equipment programs. Finally, this approach is used to evaluate the equipment program. The results are verified valid and can provide a new way for evaluating the equipment program. 展开更多
关键词 index weight discriminate coefficient gray relation projection method program evaluation
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A New Discriminating Experiment on the Invariance Hypothesis of Light Speed 被引量:1
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作者 Jinxi Dong (Beijing Petrochemical College, Daxing, Beijing 102600, People’s Repulic of China) 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 1995年第4期137-146,共10页
This thesis puts forward a conjecture that, owing to some unknown special character of light, it is impossible to determine whether the speed of light is variable by the interference method. To verify the hypothesis ... This thesis puts forward a conjecture that, owing to some unknown special character of light, it is impossible to determine whether the speed of light is variable by the interference method. To verify the hypothesis of the invariance of light speed, a new method must be found to take accurate measurement of the infinitesimal change in the travelling time of light. The thesis suggests the adoption of high frequency laser pulse technology to carry out the measurement. On the basis of this idea a new discriminating experiment is proposed to test the hypothesis of the invariance of light speed. The thesis also makes some forecast of the future prospects of this experiment and of the future development of the theory of special relativity. 展开更多
关键词 Invariance of the speed of light Light pulse method CONJECTURE discriminating experiment.
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Trial Equation Method for Solving the Improved Boussinesq Equation 被引量:1
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作者 Yang Li 《Advances in Pure Mathematics》 2014年第2期47-52,共6页
Trial equation method is a powerful tool for obtaining exact solutions of nonlinear differential equations. In this paper, the improved Boussinesq is reduced to an ordinary differential equation under the travelling w... Trial equation method is a powerful tool for obtaining exact solutions of nonlinear differential equations. In this paper, the improved Boussinesq is reduced to an ordinary differential equation under the travelling wave transformation. Trial equation method and the theory of complete discrimination system for polynomial are used to establish exact solutions of the improved Boussinesq equation. 展开更多
关键词 The Nonlinear Partial Differential EQUATION Complete discrimination System for Polynomial TRIAL EQUATION method Traveling Wave Transform The IMPROVED BOUSSINESQ EQUATION
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Analyses on normal background characteristics about deformation observation data on the basis of wavelet transform method
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作者 李杰 刘希强 +2 位作者 李红 毛玉华 郑树田 《Acta Seismologica Sinica(English Edition)》 EI CSCD 2005年第1期34-42,124,共10页
Wavelet transform method is applied to measure time-frequency distribution characteristics of digital deformation data and noise. Based on the characteristics of primary modulus and stochastic white noise discriminati... Wavelet transform method is applied to measure time-frequency distribution characteristics of digital deformation data and noise. Based on the characteristics of primary modulus and stochastic white noise discrimination factor of wavelet decomposition, we analyze the variation rule of normal background and noise data from Shandong digital deformation observation data. The research results indicate that: a) 1/4 daily wave, semi-diurnal tide wave, daily wave and half lunar wave and so on quasi-periodic signal exist in the detail decomposing signal of wavelet when scale are equal to 2, 3 and 4; b) The amplitude of detail decomposing signal is the biggest when scale is equal to 3; c) The detail decomposing signal contains mainly noise corresponding to scale 1 and 5, respectively; d) We may trace the abnormal precursory which is related to earthquake by analyzing non-earthquake wavelet decomposing signal whose scale is specified from digital deformation observation data. 展开更多
关键词 wavelet transform digital deformation observation data separation method between signal and noise discrimination of earthquake precursory
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Application of Trial Equation Method for Solving the Getmanou Equation
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作者 Li Yang 《Applied Mathematics》 2014年第10期1463-1473,共11页
Under the travelling wave transformation, some nonlinear partial differential equations such as the Getmanou equation are transformed to ordinary differential equation. Then using trial equation method and combing com... Under the travelling wave transformation, some nonlinear partial differential equations such as the Getmanou equation are transformed to ordinary differential equation. Then using trial equation method and combing complete discrimination system for polynomial, the classifications of all single traveling wave solution to this equation are obtained. 展开更多
关键词 trialequation method the Getmanou EQUATION complete discriminATION system for POLYNOMIAL the nonlinear partial differential EQUATION TRAVELING wave transform
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A New Shadow Removal Method for Color Images
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作者 Qiang He Chee-Hung Henry Chu 《Advances in Remote Sensing》 2013年第2期77-84,共8页
Shadow and variable illumination considerably influence the results of image understanding such as image segmentation, object tracking, and object recognition. The intrinsic image decomposition is to separate the refl... Shadow and variable illumination considerably influence the results of image understanding such as image segmentation, object tracking, and object recognition. The intrinsic image decomposition is to separate the reflectance and the illumination image from an observed image. The intrinsic image decomposition is very useful to remove shadows and then improve the performance of image understanding. In this paper, we present a new shadow removal method based on intrinsic image decomposition on a single color image using the Fisher Linear Discriminant (FLD). Under the assumptions-Lambertian surfaces, approximately Planckian lighting, and narrowband camera sensors, there exist an invariant image, which is 1-dimensional greyscale and independent of illuminant color and intensity. The Fisher Linear Discriminant is applied to create the invariant image. And further the shadows can be removed through the difference between invariant image and original color image. The experimental results on real data show good performance of this algorithm. 展开更多
关键词 INTRINSIC IMAGE Reflectance IMAGE Illumination IMAGE SHADOW Removal INVARIANT Direction K-Means method FISHER Linear discriminant
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Application of Trial Equation Method for Solving the Benjamin Ono Equation
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作者 Yang Li 《Journal of Applied Mathematics and Physics》 2014年第3期45-49,共5页
In the article, the nonlinear equation is reduced to an ordinary differential equation under the travelling wave transformation. Using trial equation method, the ODE is reduced to the elementary integral form. In the ... In the article, the nonlinear equation is reduced to an ordinary differential equation under the travelling wave transformation. Using trial equation method, the ODE is reduced to the elementary integral form. In the end, complete discrimination system for polynomial is used to solve the corresponding integrals and obtain the classification of all single travelling wave solutions to the equation. 展开更多
关键词 The Nonlinear Partial Differential EQUATION Complete discrimination System for POLYNOMIAL TRIAL EQUATION method TRAVELING Wave Transform The BENJAMIN Ono EQUATION
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Principal Component-Discrimination Model and Its Application
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作者 韩天锡 魏雪丽 +1 位作者 蒋淳 张玉琍 《Transactions of Tianjin University》 EI CAS 2004年第4期315-318,共4页
Having researched for many years, seismologists in China presented about 80 earthquake prediction factors which reflected omen information of earthquake. How to concentrate the information that the 80 earthquake predi... Having researched for many years, seismologists in China presented about 80 earthquake prediction factors which reflected omen information of earthquake. How to concentrate the information that the 80 earthquake prediction factors have and how to choose the main factors to predict earthquakes precisely have become one of the topics in seismology. The model of principal component-discrimination consists of principal component analysis, correlation analysis, weighted method of principal factor coefficients and Mahalanobis distance discrimination analysis. This model combines the method of maximization earthquake prediction factor information with the weighted method of principal factor coefficients and correlation analysis to choose earthquake prediction variables, applying Mahalanobis distance discrimination to establishing earthquake prediction discrimination model. This model was applied to analyzing the earthquake data of Northern China area and obtained good prediction results. 展开更多
关键词 principal component analysis discrimination analysis correlation analysis weighted method of principal factor coefficients
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粮食气味物质的提取、关键组分判别及其在储藏中的应用研究进展
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作者 李慧 洪习文 +1 位作者 王争艳 王艳艳 《食品科学》 EI CAS 北大核心 2025年第1期266-273,共8页
粮食气味物质受粮食种类、储藏条件、储藏时间及是否受有害生物污染等多种因素影响,气味物质种类及含量能够及时反映粮食是否变质或受有害生物危害。首先,本文概述目前常用的粮食气味物质的提取和鉴定技术,总结不同状态粮食气味物质组成... 粮食气味物质受粮食种类、储藏条件、储藏时间及是否受有害生物污染等多种因素影响,气味物质种类及含量能够及时反映粮食是否变质或受有害生物危害。首先,本文概述目前常用的粮食气味物质的提取和鉴定技术,总结不同状态粮食气味物质组成,发现烷烃类、酸类、醛类和醇类等物质赋予粮食特有的气味,而不同的储藏环境和粮食状态下,其气味物质存在较大差异。其次,探讨粮食中特征气味物质的分析方法,梳理粮食关键气味物质可能的代谢途径,归纳水稻和小麦中特征气味物质,其中稻谷中特征气味物质2-乙酰基-1-吡咯啉的生成机制也已得到初步确认。最后,对气味物质在粮食安全储藏领域的应用进行概述,提出深入分析、挖掘粮食气味物质数据,构建新型预测模型以快速、精准检测粮食品质将成为未来粮食气味物质研究领域的重要方向;同时,部分气味物质也被证实对粮仓中有害生物具有防控作用,将成为未来研发新型绿色储粮药剂的重要来源。 展开更多
关键词 粮食 气味物质 判别方法 代谢途径 安全储藏
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CRTSⅡ型轨道板上拱稳定性判别方法研究
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作者 杨俊斌 杨荣山 +2 位作者 潘自立 姚远 刘恒 《中南大学学报(自然科学版)》 北大核心 2025年第6期2584-2596,共13页
基于解释结构模型理论,将涵盖设计、生产、施工、材料、线下基础、病害及环境这7方面共计15个影响因素的轨道板上拱稳定性系统转化成一个5级递阶有向图,构建各因素对轨道板上拱影响的层次结构,明晰各因素对轨道板上拱影响的性质类别。... 基于解释结构模型理论,将涵盖设计、生产、施工、材料、线下基础、病害及环境这7方面共计15个影响因素的轨道板上拱稳定性系统转化成一个5级递阶有向图,构建各因素对轨道板上拱影响的层次结构,明晰各因素对轨道板上拱影响的性质类别。在此基础上,建立几何尺寸表征各直接影响因素、计算结果可映射根本影响因素的轨道板上拱稳定性二维数值模型;以伤损实际状态、现行的铁路规范为依据,确定各直接影响因素的取值范围,并拟定体现多因素不同状态相互耦合效果的210组计算工况;以各工况、各工况条件下数值模型计算的轨道板上拱2 mm时的计算结果构成样本数据集,采用多元线性回归分析方法,建立以各直接影响因素为自变量、根本影响因素为因变量的分析模型;提出仅将回归模型的预测结果与实际值进行比较即可判别轨道板上拱稳定性的方法,并验证该判别方法的正确性;基于回归模型中的标准化系数,确定各直接影响因素对轨道板上拱稳定性影响程度的主次关系。研究结果表明:在诸多轨道板上拱稳定性的影响因素中,窄接缝伤损及初始弯曲是直接因素,温度是根本因素;轨道板初始弯曲、窄接缝破损高度及宽度这3个因素对轨道板上拱稳定性的影响程度是依次减弱的;提出的轨道板上拱稳定性判别方法的准确率达90%,说明该方法可较好地适用于板体上拱稳定性的判别。 展开更多
关键词 Ⅱ型轨道板 上拱 稳定性 判别方法 解释结构模型 回归分析
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基于人工智能判别方法对RC柱破坏形态的研究
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作者 万海涛 张梦雅 +2 位作者 赵铁军 任文娟 付小燕 《河南大学学报(自然科学版)》 北大核心 2025年第2期226-235,共10页
钢筋混凝土(RC)柱构件是钢筋混凝土结构中的关键构件,柱构件发生破坏很可能会导致结构发生严重破坏.因此,对RC柱破坏形态判别方法的研究尤为重要.为了研究RC柱破坏形态的判别方法,需对柱的破坏形态进行分类.利用太平洋地震工程研究中心(... 钢筋混凝土(RC)柱构件是钢筋混凝土结构中的关键构件,柱构件发生破坏很可能会导致结构发生严重破坏.因此,对RC柱破坏形态判别方法的研究尤为重要.为了研究RC柱破坏形态的判别方法,需对柱的破坏形态进行分类.利用太平洋地震工程研究中心(PEER)的数据库,对RC柱构件的破坏形态进行分类.根据人工神经网络(ANN)的分析模型并结合Levenberg Marquardt反向传播(LMBP)训练算法,得出一种RC柱构件破坏形态基于人工智能的判别方法.将111组数据中的89组数据作为训练数据,22组数据作为测试数据,并建立了RC柱构件破坏形态的ANN分析模型.结果表明,所提出的基于人工智能方法在判别RC柱构件破坏形态方面比传统方法表现得更好. 展开更多
关键词 钢筋混凝土柱 破坏形态 判别方法 人工智能 准确率
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基于改进灰色关联投影模型的滑坡治理方案决策研究
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作者 郑明新 卢乐意 +1 位作者 李东 阮钰华 《中国安全生产科学技术》 北大核心 2025年第5期102-110,共9页
为解决滑坡治理方案决策的多维复杂性问题,提出1种融合组合赋权与动态分辨系数的改进灰色关联投影模型。首先,构建包含滑坡地质特征认识、滑坡治理措施、经济与环境4大因素的16项决策指标,并通过分级标准实现指标定量化。然后,采用层次... 为解决滑坡治理方案决策的多维复杂性问题,提出1种融合组合赋权与动态分辨系数的改进灰色关联投影模型。首先,构建包含滑坡地质特征认识、滑坡治理措施、经济与环境4大因素的16项决策指标,并通过分级标准实现指标定量化。然后,采用层次分析法(AHP)和CRITIC分别确定主观和客观权重,基于博弈论组合赋权计算综合权重。进一步引入动态分辨系数,优化传统灰色关联投影法,提升指标区分度,最终建立滑坡治理方案决策模型。研究结果表明:改进模型具有较高的决策适用性和稳定性,稳定性提升约13.01%,优于传统模型。研究结果可为工程实践中合理选择治理措施提供更加精准的决策支持。 展开更多
关键词 滑坡治理 方案决策 组合赋权 分辨系数 灰色关联投影法
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