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Maize kernel weight responses to sowing dateassociated variation in weather conditions 被引量:23
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作者 Baoyuan Zhou Yang Yue +3 位作者 Xuefang Sun Zaisong Ding Wei Ma Ming Zhao 《The Crop Journal》 SCIE CAS CSCD 2017年第1期43-51,共9页
Variation in weather conditions during grain filling has substantial effects on maize kernel weight(KW). The objective of this work was to characterize variation in KW with sowing date-associated weather conditions an... Variation in weather conditions during grain filling has substantial effects on maize kernel weight(KW). The objective of this work was to characterize variation in KW with sowing date-associated weather conditions and examine the relationship between KW, grain filling parameters, and weather factors. Maize was sown on eight sowing dates(SD) at 15–20-day intervals from mid-March to mid-July during 2012 and 2013 in the North China Plain. With sowing date delay, KW increased initially and later declined, and the greatest KW was obtained at SD6 in both years. The increased KW at SD6 was attributed mainly to kernel growth rate(Gmean), and effective grain-filling period(P). Variations in temperature and radiation were the primary factors that influenced KW and grain-filling parameters. When the effective cumulative temperature(AT) and radiation(Ra)during grain filling were 950 °C and 1005.4 MJ m-2, respectively, P and KW were greatest. High temperatures(daily maximum temperature [Tmax] > 30.2 °C) during grain filling under early sowing conditions, or low temperatures(daily minimum temperature [Tmin] < 20.7 °C) under late sowing conditions combined with high diurnal temperature range(Tmax-min> 7.1 °C) decreased kernel growth rate and ultimately final KW. When sowing was performed from May 25 through June 27, higher KW and yield of maize were obtained. We conclude that variations in environmental conditions(temperature and radiation) during grain filling markedly affect growth rate and duration of grain filling and eventually affect kernel weight and yield of maize. 展开更多
关键词 MAIZE Sowing date Weather conditions kernel weight Grain filling
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Identification of loci and candidate genes controlling kernel weight in barley based on a population for which whole genome assemblies are available for both parents 被引量:2
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作者 Hong Zhou Wei Luo +6 位作者 Shang Gao Jian Ma Meixue Zhou Yuming Wei Youliang Zheng Yaxi Liu Chunji Liu 《The Crop Journal》 SCIE CSCD 2021年第4期854-861,共8页
Kernel weight(KW), together with kernel number per unit area, determines yield of cereal crops. Here,two barley recombinant inbred lines(RILs) populations with a shared parent were used to identify loci controlling KW... Kernel weight(KW), together with kernel number per unit area, determines yield of cereal crops. Here,two barley recombinant inbred lines(RILs) populations with a shared parent were used to identify loci controlling KW. One is Baudin/AWCS276(BA) for which a linkage map was available. Several largeeffect QTL controlling KW were detected in this population. Another is Morex/AWCS276(MA). A linkage map with 5273 makers formed 1454 clusters, was constructed by the genotyping by sequence(GBS) data of 201 RILs from this population. A single marker was selected to represent each of the clusters and the linkage map constructed with these markers covers a total length of 1022.4 c M with an average interval of approximately 0.7 cM between loci. Three of the large-effect loci controlling KW(located on 2 HL, 6 HL,and 7 HL, respectively) identified from the BA population were also detected in the MA population under different environments. The locus on 6 HL was detected in each of the experiments conducted for both populations thus was selected for developing near isogenic lines(NILs). Apart from KW, the two isolines for each pair of the putative NILs obtained showed no significant difference for any of the morphological characteristics assessed. The average difference in KW between the isolines for all the NILs obtained was about 15% based on assessments under both glasshouse and field conditions. Taken advantage that high quality genome assemblies for both Morex and AWCS276 are available, we identified candidate genes underlying two of the three loci based on an orthologous analysis. The NILs developed and the candidate genes identified in this study should facilitate the cloning and functional analysis of genes regulating KW in barley. 展开更多
关键词 BARLEY kernel weight Near isogenic lines AWCS276
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Rapid Determination of Seed Number and Thousand Kernel Weight of Asparagus officinalis L.Using Image Processing Method
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作者 Huimin GAO Yu TIAN +1 位作者 Zhiqiang LIU Yanpo CAO 《Asian Agricultural Research》 2019年第11期53-55,共3页
Asparagus officinalis L.is favored by its high health function,but its hybrid seeds are expensive.The amount of seed,seed plumpness and germination rate are related to the production costs of breeding enterprises and ... Asparagus officinalis L.is favored by its high health function,but its hybrid seeds are expensive.The amount of seed,seed plumpness and germination rate are related to the production costs of breeding enterprises and large growers.Therefore,it is necessary to investigate the seed number and thousand kernel weight of A.officinalis L.This study developed a quick and accurate method to measure the seed number and thousand kernel weight of A.officinalis L.using image processing technology.Seed sample of A.officinalis L.was scanned with 200 dpi resolution,and the seed number was then obtained using Image-ProPlus software.After weighing the seeds,thousand kernel weight was finally calculated.By recording‘macro’,the batch processing of the samples can also be realized.This method is simple and accurate,and can greatly save the time of investigation. 展开更多
关键词 ASPARAGUS OFFICINALIS L. SEED number Thousand kernel weight Image processing method
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ZmZFP2 encoding a C4HC3-type RING zinc finger protein regulates kernel size and weight in maize
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作者 Long Zhang Qilei Wang +12 位作者 Wenyu Li Qi Zheng Miaomiao Fu Han Wang Xinyu Li Yan Wang Lingwei Hu Weigang Yao Lifeng Wang Huiyong Li Yongbin Dong Yongrui Wu Yuling Li 《The Crop Journal》 2025年第2期418-431,共14页
The development of maize(Zea mays)kernels is a complex physiological process regulated by numerous genes in a spatially and temporally coordinated manner.However,many regulatory genes involved in this process remain u... The development of maize(Zea mays)kernels is a complex physiological process regulated by numerous genes in a spatially and temporally coordinated manner.However,many regulatory genes involved in this process remain unidentified.In this study,we identified ZmZFP2,a gene encoding a C4HC3-type RING zinc finger protein,which regulates kernel size and weight.This discovery was based on suppression subtractive hybridization from maize endosperm in our previous research.We further investigated the role of ZmZFP2 in regulating kernel development.The zmzfp2-ems mutant exhibited significantly reduced kernel size and weight,accompanied by fewer endosperm cells and altered starch and protein accumulation.CRISPR/Cas9-mediated knockouts and overexpression lines confirmed that ZmZFP2 positively regulates kernel size and weight,with overexpression leading to increased kernel size and weight.Transcriptome analysis revealed that ZmZFP2 regulates genes involved in zeatin biosynthesis,starch metabolism,and protein processing,further supporting its role in kernel development.Additionally,ZmZFP2 was shown to interact with the transcription factor ZmEREB98,implicating it in the gene regulatory network during grain filling.Together,these findings demonstrate that ZmZFP2 is a key regulator of maize kernel size and weight,functioning through its E3 ubiquitin ligase activity and interactions with various metabolic pathways.This study provides novel insights into the genetic regulation of kernel development and presents potential strategies for improving maize yield and quality. 展开更多
关键词 MAIZE kernel weight and size Starch and protein accumulation E3 ubiquitin ligase Transcriptome analysis
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A haplotype block associated with thousand-kernel weight on chromosome 5DS in common wheat(Triticum aestivum L.) 被引量:5
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作者 Yuquan Wang Chenyang Hao +4 位作者 Jun Zheng Hongmei Ge Yang Zhou Zhengqiang Ma Xueyong Zhang 《Journal of Integrative Plant Biology》 SCIE CAS CSCD 2015年第8期662-672,共11页
Spike number per unit area, number of grains per spike, and thousand-kernel weight(TKW) are important yield components for wheat(Triticum aestivum L.). TKW has the highest heritability among the three components. ... Spike number per unit area, number of grains per spike, and thousand-kernel weight(TKW) are important yield components for wheat(Triticum aestivum L.). TKW has the highest heritability among the three components. We validated 27 simple sequence repeat(SSR) loci associated with TKW in an F2:5breeding population grown in four environments. A cfd78265 bpmarker on chromosome 5DS showed the strongest association with TKW and had a significantly positive effect on TKW compared to allele cfd78259 bp, with mean increases of 5.17, 3.63, 4.11, and 5.16 g in the four environments. Markers cfd67 and cfd40 flanking cfd78 also showed significantly positive associations with TKW with increases of 5.11, 3.29, 4.31, and 4.50 g for cfd67205, and4.98, 3.49, 4.06, and 4.84 g for cfd40187 compared with cfd67203 and cfd40190in the four environments, respectively. A major quantitative trait locus for TKW spanning 2.94 c M on chromosome 5DS was detected by association mapping.Strong linkage disequilibrium(LD)(r2〉 0.2) was detected Resear among the three linked markers, which formed three haplotype blocks in the F2:5breeding population. Mean TKW differences between Hap B-I and Hap B-II were 5.80, 4.41, 4.02,and 5.06 g in the four environments, respectively. Moreover,significant LD was detected only between cfd78 and cfd67 and between cfd67 and cfd40 in a germplasm collection. This study provides a base for cloning genes related to TKW on chromosome 5DS. 展开更多
关键词 Association mapping HAPLOTYPE thousand-kernel weight Triticum oestivum
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A Multi-model Approach for Soft Sensor Development Based on Feature Extraction Using Weighted Kernel Fisher Criterion 被引量:7
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作者 吕业 杨慧中 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2014年第2期146-152,共7页
Multi-model approach can significantly improve the prediction performance of soft sensors in the process with multiple operational conditions.However,traditional clustering algorithms may result in overlapping phenome... Multi-model approach can significantly improve the prediction performance of soft sensors in the process with multiple operational conditions.However,traditional clustering algorithms may result in overlapping phenomenon in subclasses,so that edge classes and outliers cannot be effectively dealt with and the modeling result is not satisfactory.In order to solve these problems,a new feature extraction method based on weighted kernel Fisher criterion is presented to improve the clustering accuracy,in which feature mapping is adopted to bring the edge classes and outliers closer to other normal subclasses.Furthermore,the classified data are used to develop a multiple model based on support vector machine.The proposed method is applied to a bisphenol A production process for prediction of the quality index.The simulation results demonstrate its ability in improving the data classification and the prediction performance of the soft sensor. 展开更多
关键词 feature extraction weighted kernel Fisher criterion CLASSIFICATION soft sensor
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Commutators of Weighted Lipschitz Functions and Multilinear Singular Integrals with Non-Smooth Kernels 被引量:3
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作者 LIAN Jia-li MA Bo-lin WU Huo-xiong 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2011年第3期353-367,共15页
This paper is devoted to studying the commutators of the multilinear singular integral operators with the non-smooth kernels and the weighted Lipschitz functions. Some mapping properties for two types of commutators o... This paper is devoted to studying the commutators of the multilinear singular integral operators with the non-smooth kernels and the weighted Lipschitz functions. Some mapping properties for two types of commutators on the weighted Lebesgue spaces, which extend and generalize some previous results, are obtained. 展开更多
关键词 COMMUTATOR multilinear singular integral non-smooth kernel weighted Lipschitz function weights.
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The Boundedness of Littlewood-Paley Operators with Rough Kernels on Weighted (L^q , L^p )~α (R^n) Spaces 被引量:5
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作者 Ximei Wei Shuangping Tao 《Analysis in Theory and Applications》 2013年第2期135-148,共14页
In this paper, we shall deal with the boundedness of the Littlewood-Paley operators with rough kernel. We prove the boundedness of the Lusin-area integral μΩs and Littlewood-Paley functions μΩ and μλ^* on the w... In this paper, we shall deal with the boundedness of the Littlewood-Paley operators with rough kernel. We prove the boundedness of the Lusin-area integral μΩs and Littlewood-Paley functions μΩ and μλ^* on the weighted amalgam spaces (Lω^q,L^p)^α(R^n)as 1〈q≤α〈p≤∞. 展开更多
关键词 Littlewood-Paley operator weighted amalgam space rough kernel Ap weight.
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Toeplitz Type Operator Associated to Singular Integral Operator with Variable Kernel on Weighted Morrey Spaces 被引量:1
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作者 Yuexiang He Yueshan Wang 《Analysis in Theory and Applications》 CSCD 2016年第1期90-102,共13页
Suppose T^k,l and T^k,2 are singular integrals with variable kernels and mixed homogeneity or ±I (the identity operator). Denote the Toeplitz type operator by T^b=k=1∑^QT^k,1M^bT^k,2 where M^bf= bf. In this pa... Suppose T^k,l and T^k,2 are singular integrals with variable kernels and mixed homogeneity or ±I (the identity operator). Denote the Toeplitz type operator by T^b=k=1∑^QT^k,1M^bT^k,2 where M^bf= bf. In this paper, the boundedness of Tb on weighted Morrey space are obtained when b belongs to the weighted Lipschitz function space and weighted BMO function space, respectively. 展开更多
关键词 Toeplitz type operator singular integral operator variable Calderon-Zygmund kernel weighted BMO function weighted Lipschitz function weighted Morrey space.
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The Boundedness of the Singular Integral Operator with Variable Calder′on-Zygmund Kernel on Weighted Morrey Spaces 被引量:1
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作者 潘亚丽 李昌文 温宗良 《Chinese Quarterly Journal of Mathematics》 2015年第1期39-46,共8页
In this paper, we will study the boundedness of the singular integral operator with variable Calder′on-Zygmund kernel on the weighted Morrey spaces Lp,κ(ω) for q′≤ p < ∞and 0 < κ < 1. Furthermore, the ... In this paper, we will study the boundedness of the singular integral operator with variable Calder′on-Zygmund kernel on the weighted Morrey spaces Lp,κ(ω) for q′≤ p < ∞and 0 < κ < 1. Furthermore, the boundedness for the commutator with BMO functions is also obtained. 展开更多
关键词 variable Calder′on-Zygmund kernels weighted Morrey spaces BMO
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Toeplitz Operator Related to Singular Integral with Non-Smooth Kernel on Weighted Morrey Space
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作者 Yuexiang He 《Analysis in Theory and Applications》 CSCD 2017年第3期240-252,共13页
Let T1 be a singular integral with non-smooth kernel or ±I, let T2 and T4 be the linear operators and let T3 = ± I. Denote the Toeplitz type operator by Tb = T1M^b Ia T2 + T3IaMbT4,where M^bf = bf, and Ib i... Let T1 be a singular integral with non-smooth kernel or ±I, let T2 and T4 be the linear operators and let T3 = ± I. Denote the Toeplitz type operator by Tb = T1M^b Ia T2 + T3IaMbT4,where M^bf = bf, and Ib is the fractional integral operator. In this paper, we investigate the boundedness of the operator Tb on the weighted Morrey space when b belongs to the weighted BMO space. 展开更多
关键词 Toeplitz operator non-smooth kernel weighted BMO fractional integral weighted Morrey space.
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Weighted estimates for strongly singular integral operators with rough kernels
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作者 黄文礼 陶祥兴 李胜宏 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2010年第6期761-768,共8页
The Fourier transform and the Littlewood-Paley theory are used to give the weighted boundedness of a strongly singular integral operator defined in this paper. The paper shows that the strongly singular integral opera... The Fourier transform and the Littlewood-Paley theory are used to give the weighted boundedness of a strongly singular integral operator defined in this paper. The paper shows that the strongly singular integral operator is bounded from the Sobolev space to the Lebesgue space. 展开更多
关键词 strongly singular integral operators rough kernels Ap weights
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Comparison of Uniform and Kernel Gaussian Weight Matrix in Generalized Spatial Panel Data Model
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作者 Tuti Purwaningsih Erfiani   《Open Journal of Statistics》 2015年第1期90-95,共6页
Panel data combine cross-section data and time series data. If the cross-section is locations, there is a need to check the correlation among locations. ρ and λ are parameters in generalized spatial model to cover e... Panel data combine cross-section data and time series data. If the cross-section is locations, there is a need to check the correlation among locations. ρ and λ are parameters in generalized spatial model to cover effect of correlation between locations. Value of ρ or λ will influence the goodness of fit model, so it is important to make parameter estimation. The effect of another location is covered by making contiguity matrix until it gets spatial weighted matrix (W). There are some types of W—uniform W, binary W, kernel Gaussian W and some W from real case of economics condition or transportation condition from locations. This study is aimed to compare uniform W and kernel Gaussian W in spatial panel data model using RMSE value. The result of analysis showed that uniform weight had RMSE value less than kernel Gaussian model. Uniform W had stabil value for all the combinations. 展开更多
关键词 Component UNIFORM weight kernel GAUSSIAN weight GENERALIZED Spatial PANEL Data Model
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Boundedness for the Singular Integral with Variable Kernel and Fractional Differentiation on Weighted Morrey Spaces 被引量:1
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作者 Chao Xue Kai Zhu Yanping Chen 《Analysis in Theory and Applications》 CSCD 2016年第3期205-214,共10页
Let T be the singular integral operator with variable kernel, T* be the adjoint of T and T# be the pseudo-adjoint of T. Let TIT2 be the product of T1 and T2, T1 o T2 be the pseudo product of T1 and T2. In this paper,... Let T be the singular integral operator with variable kernel, T* be the adjoint of T and T# be the pseudo-adjoint of T. Let TIT2 be the product of T1 and T2, T1 o T2 be the pseudo product of T1 and T2. In this paper, we establish the boundedness for commutators of these operators and the fractional differentiation operator D^γ on the weighted Morrey spaces. 展开更多
关键词 Singular integral variable kernel fractional differentiation BMO Sobolev space weighted Morrey spaces
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Dry Matter Accumulation,Moisture Content in Maize Kernel and Their Influences on Mechanical Harvesting 被引量:17
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作者 阮龙 王俊 +4 位作者 陈义红 王世济 张玮 左晓龙 陈洪俭 《Agricultural Science & Technology》 CAS 2011年第12期1857-1860,共4页
[Objective] The aim of this study was to investigate the dry matter accumulation,moisture content in maize kernel and their influences on mechanical harvesting.[Methods] Using Zhengdan 958,Xianyu 335,Hongda 8 and Liyu... [Objective] The aim of this study was to investigate the dry matter accumulation,moisture content in maize kernel and their influences on mechanical harvesting.[Methods] Using Zhengdan 958,Xianyu 335,Hongda 8 and Liyu 16 as experimental materials,we preliminarily measured the dynamic changes of dry matter accumulation and moisture content with the days after pollination lasted,and investigated the effect of moisture content in kernels on mechanical harvesting of Zhengdan 958 and Liyu 16.[Results] During summer growing season,Zhengdan 958 and Liyu 16 became physiologically mature and suitable for harvesting at about 51 days after pollination,Xianyu 335 and Hongda 8 required 58 days to become physiologically mature and suitable for harvesting after pollination.At physiologically mature stage,the moisture contents in kernels of Zhengdan 958,Xianyu 335,Hongda 8 and Liyu 16 were respectively 33.74%,28.86%,32.05% and 35.24%,respectively.Adopting mechanical harvesting at physiologically mature stage,the kernel loss rate of Zhengdan 958 and Liyu 16 was consistent with the range of mechanical operation index(kernel loss rate of 0.84%≤2%),while the percentage of broken kernels did not accord with the range of mechanical operation index(kernel crashing rate of 10.12%≧1%).The results indicate that Zhengdan 958 and Liyu 16 are not suitable for mechanical harvesting using full feeding combine havester.[Conclusion] This study provided theoretical basis for improving the maize harvest index under delayed harvesting. 展开更多
关键词 Maize(Zea mays) kernel weight Moisture content Physiological mature stage
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扬麦158/西风重组自交系群体千粒重QTL的初步定位 被引量:1
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作者 周淼平 张鹏 +3 位作者 杨学明 张平平 宋桂成 何漪 《江苏农业学报》 北大核心 2025年第1期1-8,共8页
千粒重是影响小麦产量的重要因素,该性状遗传率高,所以研究者可以通过分子标记辅助选择有效提高小麦千粒重。为了挖掘更多与小麦千粒重密切相关的数量性状基因座(QTL)并用于标记辅助育种,本研究采用长江中下游曾经大面积推广的品种扬麦... 千粒重是影响小麦产量的重要因素,该性状遗传率高,所以研究者可以通过分子标记辅助选择有效提高小麦千粒重。为了挖掘更多与小麦千粒重密切相关的数量性状基因座(QTL)并用于标记辅助育种,本研究采用长江中下游曾经大面积推广的品种扬麦158与引进品种西风组配重组自交系群体,利用55 K芯片技术分析重组自交系群体基因型,结合3年的群体千粒重表型资料,对影响小麦千粒重的QTL进行初步分子定位。结果共检测到22个可重复的QTL,这些QTL分布于20条染色体,其中12个QTL只在2个年度被发现;10个QTL能在3个年度重复检测到,为稳定QTL。10个稳定QTL位于染色体1B、2A、4A、4B、4D、5A、5D、7A(2个QTL)和7D共9条染色体上,其中位于染色体4B、5A、5D、7A、7D上的QTL为新发现的千粒重相关QTL。在稳定QTL中,9个来自高千粒重亲本扬麦158,1个来自低千粒重亲本西风。位于染色体4B、4D、5A的稳定QTL,在3个年度的表型解释率均超过10.0%,为主效QTL,并且增加千粒重的性状均来自亲本扬麦158,这些QTL可以在今后提高小麦千粒重的标记辅助育种研究中发挥重要作用。 展开更多
关键词 小麦 千粒重 重组自交系 数量性状基因座
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基于多年定点小麦的籽粒质量与气象因子关系研究
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作者 唐娜 赵博慧 +5 位作者 刘保华 程媛媛 刘庆芳 苏娟娟 张波 魏益民 《核农学报》 北大核心 2025年第5期1090-1099,共10页
为探明日照时数、降水量、气温等气象因子对大田生产小麦千粒重、籽粒粗蛋白和湿面筋含量的影响规律,以2015至2022年邢台市和邯郸市定点收获的82份济麦22、60份师栾02-1、26份鲁原502小麦籽粒为参试样品,采集对应日均气温、日照时数、... 为探明日照时数、降水量、气温等气象因子对大田生产小麦千粒重、籽粒粗蛋白和湿面筋含量的影响规律,以2015至2022年邢台市和邯郸市定点收获的82份济麦22、60份师栾02-1、26份鲁原502小麦籽粒为参试样品,采集对应日均气温、日照时数、降水量等气象因子,分析小麦千粒重、籽粒粗蛋白和湿面筋含量与气象因子的关系。结果表明,同年份两地配对分析显示,与邯郸市相比,邢台市小麦生产的气候特点为日平均气温较低,降水量较少。邯郸市收获的济麦22、师栾02-1和鲁原502的千粒重平均值相较于邢台市显著较高或差异不显著。邯郸市收获的济麦22、师栾02-1的籽粒粗蛋白和湿面筋含量平均值相较于邢台市显著较低或差异不显著。小麦千粒重与拔节至灌浆期内的降水量累计值,以及籽粒粗蛋白含量与扬花期日照时数累计值间均呈负相关关系,R值分别为-0.752和-0.700。湿面筋含量与扬花至灌浆期日平均气温呈正相关关系,R值为0.757。本研究结果为气象因子在小麦籽粒品质预测中的应用提供了理论依据。 展开更多
关键词 小麦 千粒重 粗蛋白 湿面筋 气象因子
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我国未来产业发展水平测度、动态演进及障碍因子识别
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作者 胡苗 吴旭辉 鲁雪峰 《统计与决策》 北大核心 2025年第16期84-89,共6页
文章基于2010—2022年我国30个省份的面板数据,用加入时间变量的熵权法测算未来产业发展水平,用核密度估计法、空间自相关模型、障碍度模型分析我国未来产业发展水平的动态演进特征及障碍因子。研究结果显示,尽管未来产业发展水平逐年提... 文章基于2010—2022年我国30个省份的面板数据,用加入时间变量的熵权法测算未来产业发展水平,用核密度估计法、空间自相关模型、障碍度模型分析我国未来产业发展水平的动态演进特征及障碍因子。研究结果显示,尽管未来产业发展水平逐年提升,但仍存在显著的梯度分布特征,且其主要依靠产业成长能力来带动。南方地区未来产业整体发展水平和子维度发展水平均领先于北方地区,且在南北方地区均存在明显的区域内差异和两极分化问题。我国未来产业存在明显的正向空间集聚特征,且带动效应与虹吸效应并存。产业成长能力和创新生态支持能力是影响未来产业发展的主要障碍因子,对应的主要障碍因子指标有产业结构升级、工业机器人渗透率、研发经费投入强度,但障碍因子在南北方地区存在差异。 展开更多
关键词 未来产业 核密度 熵权法 障碍因子
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基于马氏距离的密度加权最小二乘孪生支持向量机
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作者 吕莉 贺智鹏 +3 位作者 张法滢 张莹莹 康平 李院民 《江西师范大学学报(自然科学版)》 北大核心 2025年第1期37-48,共12页
最小二乘孪生支持向量机基于欧氏距离判断样本相似性并搭建模型的方法未考虑样本不同维度的方差差异对决策超平面位置的影响,导致模型处理此类样本精度不高且对噪声样本敏感.鉴于此,该文提出一种基于马氏距离的密度加权最小二乘孪生支... 最小二乘孪生支持向量机基于欧氏距离判断样本相似性并搭建模型的方法未考虑样本不同维度的方差差异对决策超平面位置的影响,导致模型处理此类样本精度不高且对噪声样本敏感.鉴于此,该文提出一种基于马氏距离的密度加权最小二乘孪生支持向量机.该算法利用马氏距离替换欧氏距离构造密度加权策略,充分考虑点与分布的关系,给予噪声数据较低的权重,降低算法对噪声的敏感性;同时结合马氏距离核函数计算样本内协方差矩阵,消除样本特征值之间方差的差异,更准确地体现样本间的相关性,从而优化决策超平面.实验采用人工数据集和UCI数据集,实验结果表明:该算法比同类型分类算法具有更高的分类精确度和泛化能力,能够有效区分在样本中的噪声数据并赋予合适的权重值,提升分类器的鲁棒性. 展开更多
关键词 支持向量机 马氏距离 核函数 密度加权 最小二乘损失函数
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EDGEWORTH EXPANSION FOR NEAREST NEIGHBOR- KERNEL ESTIMATE AND RANDOM WEIGHTING APPROXIMATION OF CONDITIONAL DENSITY
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作者 Yu ZhaopingInstitute of Electronic Technique,Zhengzhou450 0 0 4 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2000年第2期167-172,共6页
In this paper,Edgeworth expansion for the nearest neighbor\|kernel estimate and random weighting approximation of conditional density are given and the consistency and convergence rate are proved.
关键词 Random weighting method Edgeworth expansion nearest neighbor\|kernel estimate.
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