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101.
102.
基于注意力机制及多尺度特征融合的番茄叶片缺素图像分类方法 总被引:4,自引:4,他引:0
针对番茄早期缺素性状不明显及各生长期特征差异较大所导致的特征区域尺寸不一致、难提取、难辩别等问题,提出了一种基于注意力机制及多尺度特征融合卷积神经网络的番茄叶片缺素图像分类方法(Multi-Scale Feature Fusion Convolutional Neural Networks Based On Atte ntion Mechanism,MSFF-AM-CNNs)。首先根据番茄叶片缺素特点提出了多尺度特征融合结构(Multi-Scale Feature Fusion Module,MSFF Module);其次在DenseNet基础上,结合浅层网络主要提取纹理、细节特征,深层网络主要提取轮廓、形状特征的特点分别提出具有针对性的特征提取方法,通过不同形式引入注意力机制及多尺度特征融合结构,使全局多尺度信息融合多个特征通道、选择性地强调信息特征并达到对特征精准定位的功能;同时引入Focal Loss函数以减少易分类样本的权重。试验结果表明,MSFF-AM-CNNs的平均召回率、平均F1得分、平均准确率较原模型DenseNet-121均大幅提升,其中缺氮和缺钾叶片的准确率分别提高了8.06和6.14个百分点,召回率分别提高了6.31和5.00个百分点,F1得分分别提高了7.25和5.55个百分点,平均识别准确率可达95.92%,具有较高的识别准确率及广泛的适用性,能够满足番茄叶片缺素图像的高精度分类需求,可为植物叶片缺素识别提供参考。 相似文献
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试验旨在探讨心脏脂肪酸结合蛋白(heart fatty acid-binding protein,H-FABP)基因在绵羊中的遗传多态性,并寻找可用于辅助选择的分子标记。本研究以滩羊(250只)及滩羊×湖羊杂交F1代(174只)为试验动物,利用SNaPshot分型技术对H-FABP基因(GenBank登录号:AY157617)的多态位点进行单核苷酸多态性(SNP)分析,统计基因频率和基因型频率,进行Hardy-Weinberg平衡性检测,计算期望杂合度(He)、多态信息含量(PIC)和有效等位基因数(Ne)等遗传多态指标,分析候选基因不同基因型与体重、体长、体高、胸围、胸深、胸宽和管围等生长性状的关联性。结果显示:①检测到9个多态位点:939[A/G]、980[G/A]、1018[T/C]、2878[C/T]、2956[C/T]、3017[G/A]、3341[G/C]、3394[T/A]、1056[-/G],其中有6处转换、2处颠换、1处单碱基插入。②939[A/G]、980[G/A]、2956[C/T]、3341[G/C]、3394[T/A]和1018[T/C]的He为0.3200~0.4666,PIC为0.2688~0.3577;2878[C/T]、3017[G/A]位点的He为0.0283~0.1272,PIC为0.0279~0.1191,为低度多态;1056[-/G]位点的He在滩羊、滩羊×湖羊杂交F1代群体中分别为0.0120和0,PIC在滩羊、滩羊×湖羊杂交F1代群体中分别为0.0119和0;9个多态位点在滩羊、滩羊×湖羊杂交F1代群体中均符合Hardy-Weinberg平衡定律。③5个多态位点:939[A/G]、980[G/A]、2956[C/T]、3341[G/C]、3394[T/A]处于紧密连锁(D'>0.99),将H-FABP基因分为3个单倍型:AA、AB和BB。④在41只滩羊×湖羊杂交F1代羊中,BB单倍型在各生产性状上具有最大值,但各单倍型间差异不显著(P>0.05)。结果表明,绵羊H-FABP基因具有丰富的遗传多态性,939[A/G]、980[G/A]、2956[C/T]、3341[G/C]、3394[T/A]5个位点紧密连锁,BB单倍型可能是与绵羊生产性状相关的优势单倍型。 相似文献
105.
Responses of carbon metabolism and antioxidant system of summer maize to waterlogging at different stages 下载免费PDF全文
A field experiment was performed to explore responses of carbon metabolism, antioxidant system and endogenous hormone content of summer maize hybrids DengHai605 (DH605) and ZhengDan958 (ZD958) to waterlogging at the third leaf stage (V3), the sixth leaf stage (V6) and the 10th day after the tasselling stage (10VT). Results showed that waterlogging significantly decreased the contents of zeatin riboside (ZR), indole‐3‐acetic acid (IAA) and gibberellic acid (GA), compared to those of CK. However, leaf abscisic acid (ABA) content was significantly increased by waterlogging at different stages, with the most significant increase was found in the treatment of waterlogging at V3 (V3‐W), with an increase of 30% and 29% for DH605 and ZD958, respectively. Waterlogging significantly decreased antioxidative enzyme activities, accelerating leaf senescence, resulted in the disorder of leaf gas exchange parameters and chlorophyll fluorescence parameters. In addition, waterlogging decreased key enzyme activities of carbon metabolism (ribulose bisphosphate carboxylase and phosphoenolpyruvate carboxylase), with the most significant reduction in V3‐W, with a decrease of 46% and 49% for DH605, and 53% and 55% for ZD958, respectively. Visibly, waterlogging disturbed carbon metabolism, affected plant endogenous hormone content, accelerated leaf senescence and eventually resulted in a significant reduction in photosynthetic characteristic and grain yield. V3 was most susceptible to waterlogging, followed by V6 and 10VT. 相似文献
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107.
[Objective] The paper was to establish the guinea pig model of uterine leiomyoma by intragastric administration of estrogen and to dis-cuss the effect of different doses and administration cycles on formation of uterine leiomyoma. [Method] Mature female guinea pigs were divided into short term model group and long term model group, and intragastrically administrated with estradiol valerate at the dose of 0.1 mg/100 g body weight twice a week for 6 and 8 weeks respectively. Guinea pigs intragastrically administrated with equal volume of normal saline were set as con-trol. After 6 or 8 weeks, the guinea pigs were sacrificed. The serum levels of estrogen and progesterone were measured by ELISA and the leiomyoma formation rate was measured. Histological changes were compared between treatment group and control group with HE staining. [Results] The leiomyoma formation rate was 30% in short term model group and 40% in long term model group. The overall leiomyoma formation rate was 35%.The serum level of estrogen in model animals increased significantly and the progesterone level decreased in long term model group. Histopathologi-cal examination confirmed that the guinea pig model of uterine leiomyoma was established successfully. [Conclusions] Intragastric administration of estrogen is a simple and effective method for establishing guinea pigs model of uterine leiomyoma. 相似文献
108.
Integrated Evaluation and the Physiological and Biochemical Responses of Semi-Wild Cotton under Complex Salt-Alkali Stress 总被引:2,自引:2,他引:0
Xu Yanchao Wei Yangyang Li Zhenqing Cai Xiaoyan Wang Yuhong Wang Xingxing Zhang Zhenmei Wang Kunbo Liu Fang Zhou Zhongli 《棉花学报》2018,30(3):231-241
[Objective] The genetic diversity of semi-wild cotton was abundant, so more new elite resistant genes could be found and applied to improve the resistance of cotton. The aim of this study was to primarily study on the regulation of response to salt-alkali stress, explore the method of integrated evaluation and characterize the resistance of semi-wild cotton. [Method] Four semi-wild and two cultivated Gossypium hirsutum accessions were evaluated for phonotypical, physiological and biochemical traits under alkali-salt versus normal conditions in hydroponic solutions. The alkali-salt tolerance was determined based on principal component analysis, cluster analysis, correlation analysis, grey rational analysis and analysis of variance. [Result] On the basis of the overall results, the alkali-salt stress tolerance of the six accessions was ranked as: Marie-galante85 > Latifolium32 > CRI16 > CRI12 > Latifolium40 > Latifolium130. Roots were found to be the most important responsive systems to complex alkali-salt stress. At seedling growth stage, the active scavenging system played a crucial role in response to alkali-salt stress. In addition, the salt tolerant and salt sensitive accessions showed different response tends towards leaf peroxidase, root ascorbate peroxidase and root catalase within 48 h, suggesting the accessions have different levels of response to salt stress. [Conclusion]Our study identified the most alkali-salt tolerant accessions and provided basic concept of complex alkali-salt tolerance mechanism within cotton accessions. And, our study provided a simple and rapid, highly accurate and precise method for evaluating salt resistance of cotton, and proved that the balance of ROS system play an important role in response to salt-alkali stress. Hence, mining of salt tolerant genes from these accessions may facilitate the development of novel salt tolerant variety. 相似文献
109.
Xuechuan Wang Xiaoxiao Guo Ting Zhang Haijun Wang Peiying Guo 《Fibers and Polymers》2017,18(8):1504-1511
Hyperbranched polymers, an innovative class of nano-polymers, could enhance the properties of fibers owning to their unique structures. In this study, the ester compound (HPAE) of 3-(bis(2-hydroxyethyl)amino)propionic acid and pentaerythritol was treated with undecylenic acid to obtain novel hyperbranched multiterminal alkenyl polymers (HPAE-UAs). The sizes of the HPAE-UAs could be controlled conveniently from 400 to 1300 nm by adjusting the capped fraction of the hydroxyl groups with undecylenic acids. The molecular structures of HPAE-UAs were characterized by means of FT-IR and 1H-NMR. Then, the effect of the HPAE-UAs on the structures, thermal, and mechanical properties of the wet blue leather were investigated. TEM and SEM demonstrated that the spacing between fibers was enlarged. The thermogravimetric analysis showed that the residual volume of leather could reach up to 30.3 % at about 500 °C. Furthermore, the shrinkage temperature increased to 89.4 °C. It was found that the HPAE-UAs used in leather could improve the thermal performance, physical and mechanical properties. All of these results indicate that HPAE-UAs can be used as a fatliquor with retanning in leather process. 相似文献
110.
Silk is very promising in the field of biomaterials as a natural biomacromolecule. Silk protein can be made into various forms of materials, including hydrogels. However, silk protein-based hydrogels have not attracted much attention due to its weak mechanical properties. Here, we report high water content silk protein-based hydrogels with tunable elasticity which were fabricated through Ru(II) mediated photochemically cross-linking tyrosine residues in regenerated silk protein. The regenerated silk protein was characterized by Fourier transform infrared spectroscopy (FTIR). The gelation kinetics of the silk protein was studied by rheology measurements. The compressive mechanical properties of the silk protein-based hydrogels was investigated using compressive tests and dynamic mechanical analysis (DMA). Compressive modulus of the hydrogels reached 349±64 MPa at 15 % strain. The fabricated silk protein-based hydrogels were also characterized by Scanning electron microscopy (SEM), revealing an interconnected porous network structure, typical of hydrogels, with an average pore size of approximately 130 μm. Finally, biocompatibility of the silk protein-based hydrogels was demonstrated through cell culture studies using a human fibroblast cell line, HFL1. The reported silk protein-based hydrogels represent a promising candidate for biomaterial applications. 相似文献