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The nitrogen transformation behavior based on the pyrolysis products of wheat straw
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作者 Shun Guo Yunfei Li +1 位作者 Shengwei Tang Tao Zhang 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2024年第7期58-65,共8页
In order to provide basic design parameters for the industrial pyrolysis process,the transformation behavior of nitrogen was investigated using wheat straw as raw material.The distributions of nitrogen in pyrolysis ch... In order to provide basic design parameters for the industrial pyrolysis process,the transformation behavior of nitrogen was investigated using wheat straw as raw material.The distributions of nitrogen in pyrolysis char,oil,and gas were obtained and the nitrogenous components in the products were analyzed systematically by X-ray photoelectron spectroscopy(XPS),pyrolysis-gas chromatography/mass spectrometry(Py-GC/MS)and thermogravimetric-Fourier transform infrared spectrometry(TG-FTIR).The nitrogen distribution ranges of the pyrolysis char,oil,and gas were 37.34%–54.82%,32.87%–40.94%and 10.20%–28.83%,respectively.More nitrogen was retained in char at lower pyrolysis temperature and the nitrogen distribution of oil was from rise to decline with increasing temperature.The most abundant N-containing compounds in three-phase products were pyrrole-N,amines,and HCN,respectively.In addition,the transformation mechanism of nitrogen from wheat straw to pyrolysis products was concluded. 展开更多
关键词 PYROLYSIS Nitrogen transformation wheat straw Py-GC/MS TG-FTIR
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Model Agnostic Meta-Learning(MAML)-Based Ensemble Model for Accurate Detection of Wheat Diseases Using Vision Transformer and Graph Neural Networks
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作者 Yasir Maqsood Syed Muhammad Usman +3 位作者 Musaed Alhussein Khursheed Aurangzeb Shehzad Khalid Muhammad Zubair 《Computers, Materials & Continua》 SCIE EI 2024年第5期2795-2811,共17页
Wheat is a critical crop,extensively consumed worldwide,and its production enhancement is essential to meet escalating demand.The presence of diseases like stem rust,leaf rust,yellow rust,and tan spot significantly di... Wheat is a critical crop,extensively consumed worldwide,and its production enhancement is essential to meet escalating demand.The presence of diseases like stem rust,leaf rust,yellow rust,and tan spot significantly diminishes wheat yield,making the early and precise identification of these diseases vital for effective disease management.With advancements in deep learning algorithms,researchers have proposed many methods for the automated detection of disease pathogens;however,accurately detectingmultiple disease pathogens simultaneously remains a challenge.This challenge arises due to the scarcity of RGB images for multiple diseases,class imbalance in existing public datasets,and the difficulty in extracting features that discriminate between multiple classes of disease pathogens.In this research,a novel method is proposed based on Transfer Generative Adversarial Networks for augmenting existing data,thereby overcoming the problems of class imbalance and data scarcity.This study proposes a customized architecture of Vision Transformers(ViT),where the feature vector is obtained by concatenating features extracted from the custom ViT and Graph Neural Networks.This paper also proposes a Model AgnosticMeta Learning(MAML)based ensemble classifier for accurate classification.The proposedmodel,validated on public datasets for wheat disease pathogen classification,achieved a test accuracy of 99.20%and an F1-score of 97.95%.Compared with existing state-of-the-art methods,this proposed model outperforms in terms of accuracy,F1-score,and the number of disease pathogens detection.In future,more diseases can be included for detection along with some other modalities like pests and weed. 展开更多
关键词 wheat disease detection deep learning vision transformer graph neural network model agnostic meta learning
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Moisture Movement and Transformation Law under Soil Moisture Conserving Irrigation in Winter Wheat Field 被引量:10
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作者 贺军奇 员学锋 汪有科 《Agricultural Science & Technology》 CAS 2010年第3期139-142,共4页
[Objective] The aim was to provide theoretical basis for field moisture conserving irrigation.[Method] With Xiaoyan No.6 as tested material,three different kinds of mulching irrigation treatments were carried out (st... [Objective] The aim was to provide theoretical basis for field moisture conserving irrigation.[Method] With Xiaoyan No.6 as tested material,three different kinds of mulching irrigation treatments were carried out (straw mulching;plastic mulching;PAM control adjustment mulching).With non-mulching treatment as control,moisture conserving effect of different treatments were compared.[Result] The results showed that the water consumption of winter wheat under different soil moisture conservation treatments was low at earlier stage and later stage,but high at mid-stage,which was consistent with the water consumption law of control.There were some differences in terms of consumption intensity because of irrigation schedule and growth condition;soil moisture conservation treatments could restrain ineffective evaporation of soil moisture before anthesis.We also found that the variation of soil moisture at depth of 0-20 cm in PAM and control treatment was dramatic.The soil moisture of the former was lower than the latter at the depth of 0-20 cm,but higher at the depth of 20-50 cm.The difference of soil moisture at the depth of 0-50 cm was significant.[Conclusion] Plastic mulching and straw mulching could restrain evaporation effectively. 展开更多
关键词 Moisture conserving irrigation Winter wheat Soil water Migration and transformation
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Study on the Factors Influencing the Efficiency of Wheat Transformation 被引量:2
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作者 YE Xing-guo, XU Hui-jun, DU Li-pu and XIN Zhi-yong( Key Laboratory for Crop Genetics and Breeding of Agricultural Ministry, Institute of Crop Breeding and Cultivation , Chinese Academy of Agricultural Sciences, Beijing 100081) 《Agricultural Sciences in China》 CAS CSCD 2002年第1期30-35,共6页
Wheat transformation efficiency is closely related to several factors such as receptor genotype, constructed plasmid and selection procedure after bombardment or co-cultivation. In our study, several kinds of antibiot... Wheat transformation efficiency is closely related to several factors such as receptor genotype, constructed plasmid and selection procedure after bombardment or co-cultivation. In our study, several kinds of antibiotics, which were normally used in plant transformation to the selection genes of nptII, bar and hpt, were tested for the optimal concentrations for wheat transformation. The results showed that 25 - 50mg/L of geneticin (G418) was suitable for the selection of nptll, kanamycin or neomycin was not suitable for use. 3 -5mg/L of phosphinothricin (PPT) or biolaphos could be used for the selection of bar, 100 - 150mg/L of hygromycin for the selection of hpt. Yangmai 158 and Yangmai 10 with high tissue culture response and good agronomic characteristics were screened from 25 potential Chinese wheat cultivars. The concentration changing of selectable agent in selection medium was helpful to obtain enough regeneration plantlets with strong root system. 展开更多
关键词 wheat transformation Selectable marker Receptor genotype Selection procedure
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Current status and trends of wheat genetic transformation studies in China
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作者 HE Yi WANG Qiong +3 位作者 ZENG Jian SUN Tao YANG Guang-xiao HE Guang-yuan 《Journal of Integrative Agriculture》 SCIE CAS CSCD 2015年第3期438-452,共15页
More than 20 years have passed since the first report on successful genetic transformation of wheat. With the establishment and improvement of transformation platform, great progresses have been made on wheat genetic ... More than 20 years have passed since the first report on successful genetic transformation of wheat. With the establishment and improvement of transformation platform, great progresses have been made on wheat genetic transformation both on its fundamental and applied studies in China, especially driven by the National Major Project for Transgenic Organism Breeding, China, initiated in 2008. In this review, wheat genetic transformation platform improvement and transgenic research progresses including new techniques applied and functional studies of wheat quality, yield and stress tolerant related genes and biosafety assessment are summarized. The existing problems and the trends in wheat transformation with traditional methods combined with genomic studies and genome editing technology are also discussed. 展开更多
关键词 genetic modification QUALITY stress tolerance transformation platform wheat
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The Efficient Transformation of Wheat in Planta by Agrobacterium tumefaciens
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作者 HE Dao-yi, LI Zhong-cun and WANG Hong-gang(Agronomy College , Shandong Agricultural University, Tai’an 271000 , P.R.China) 《Agricultural Sciences in China》 CAS CSCD 2003年第11期1187-1191,共5页
Transformation of wheat was performed by pipetting spikelets with Agrobacterium tumefaciens which contained expression vectors using Npt II as reporter gene. Transformants were identified through kana-mycin resistance... Transformation of wheat was performed by pipetting spikelets with Agrobacterium tumefaciens which contained expression vectors using Npt II as reporter gene. Transformants were identified through kana-mycin resistance, PCR and Southern blot. The results showed that transformation efficiency was within 2.0 to 3. 2% in all tested varieties of wheat. Then the simple and efficient protocol of wheat transformation by Agrobacterium tumefaciens in planta was primarily established. 展开更多
关键词 Agrobacterium tumefaciens transformation wheat
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Transformation of Fertilizer-N in Rhizosphere Soils of Wheat
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作者 LILIANG-MO PANYING-HUA 《Pedosphere》 SCIE CAS CSCD 1992年第4期373-377,共5页
INTRODUCTION There is a close relationship between the transformation of fertilizer-N and the statusof nitrogen nutrition in rhizosphere soils.Previously,Harmsen and Jager(1962)made ananalysis of N and C contents in t... INTRODUCTION There is a close relationship between the transformation of fertilizer-N and the statusof nitrogen nutrition in rhizosphere soils.Previously,Harmsen and Jager(1962)made ananalysis of N and C contents in the rhizosphere soils of upland crops and found thatclose to the root zone there was an enrichment of these substances.Recently,Qin and Liu(1984;1989)investigated the distribution of nitrogen in the rhizosphere of crops after ap- 展开更多
关键词 denitrifying potential rhizosphere soil transformation of fertilizer-N wheat cultivar
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Synthesis of a Wheat/Maize Hybrid CENH3 Gene, the Genetic Transformation of Wheat, Its Chromosomal Localization and Effects on Chromosome Behaviors in Wheat/Maize Somatic Hybrids
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作者 Xiaoyu Yang Jianhui Li Weichang Yu 《Agricultural Sciences》 2019年第7期985-1014,共30页
Centromere-specific histone H3 (CENH3) replaces the canonical histone H3 in nucleosomes of functional centromeres, and plays important roles in faithful chromosome segregation during cell division. CENH3 is also impor... Centromere-specific histone H3 (CENH3) replaces the canonical histone H3 in nucleosomes of functional centromeres, and plays important roles in faithful chromosome segregation during cell division. CENH3 is also important in the recognition of alien centromeres and determines the accommodation or elimination of alien chromosomes in interspecific or intergenic hybridization. In this study, a maize full length CENH3 with a yellow fluorescent protein (YFP) tag at C-terminus (ZmCENH3-YFP) and a synthetic hybrid wmCENH3 with the N-terminus from wheat CENH3 and the histone fold domain (HFD) from maize tagged with a red fluorescent protein (RFP) at the C-terminus (wmCENH3-RFP) were transformed to wheat by biolistics transformation. Transgenic wheat plants with both ZmCNEH3-YFP and wmCENH3-RFP genes were identified by PCR. The expression of ZmCENH3-YFP was not observed, while the expression of wmCENH3-RFP could be detected by RT-PCR, direct fluorescence microscopy, and immunostaining with anti-RFP antibody. The expressed wmCENH3-RFP was localized to nuclei as dotted patterns, indicating its targeting to wheat centromeres. Somatic hybridization was performed between wmCENH3-RFP transgenic wheat and transgenic maize that expressed a ZmCENH3-YFP gene to investigate chromosome behaviors in somatic hybrids. Cytological and FISH analyses of somatic hybrid cells showed the formation of micronuclei and lagging chromatin in both somatic hybridizations with or without the wmCENH3-RFP transgene, indicating that ectopically expressed wmCENH3 could not overcome chromosome elimination in wheat/maize somatic hybrids. Immunostaining of wmCENH3-RFP and ZmCENH3-YFP in early stage somatic hybrid cells indicated that both wmCENH3-RFP and ZmCENH3-YFP proteins were expressed, but their binding patterns changed from the commonly observed dotted patterns to diffused ones, suggesting that the inactivation of CENH3 might be a factor for chromosome elimination in wheat/maize somatic hybridization. 展开更多
关键词 Centromeric HISTONE H3 Genetic transformation CHROMOSOME Elimination SOMATIC Hybridization wheat MAIZE
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A novel system for Agrobacterium-mediated transformation of wheat(Triticum aestivum L.) cells
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作者 XUYAO BAOJIANLI JINGFENJIA 《Cell Research》 SCIE CAS CSCD 1993年第1期48-48,50-60,共12页
A new approach for transforming the cultured cells of wheat(Triticum aestivum L. cv. Ganmai 8) was developed using Agrobacterium tumefaciens. The features of the optimum procedure were: (a) both combined synthetic sig... A new approach for transforming the cultured cells of wheat(Triticum aestivum L. cv. Ganmai 8) was developed using Agrobacterium tumefaciens. The features of the optimum procedure were: (a) both combined synthetic signal molecules and multiple natural extracts from susceptible plants were used to pretreat the primary vigorous Agrobacterium(PVA) cells for approximately 16 h; (b) the gyratory magnetic field condition was used during cocultivation; (c) the cocultivating period and selecting condition were modified; (d) the recipient cells were at exuberant metabolism and active division while infected with Agrobacterium. Both neomycin phosphotransferase and nopaline synthase assays demonstrated the expression of NPT II and NOS genes, located on the T-DNA segment of chimaeric plasmid pGV3850::1103neo, in transformed wheat cell colonies by adopting the techniques of dot blot, ndPAGE or high voltage paper electrophoresis. Integration of the foreign genes into wheat genome was confirmed by Southern blot hybridization. Moreover, a relatively rational method was described for the estimation of transformation frequencies from cultured cell levels. 展开更多
关键词 genetic engineering gyratory magnetic field natural susceptible extracts synthetic signals transformation system wheat cells.
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Improvement of Plant Regeneration from Immature Embryos of Wheat Infected by Agrobacterium tumefaciens 被引量:10
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作者 TAO Li-li YIN Gui-xiang DU Li-pu SHI Zheng-yuan SHE Mao-yun XU Hui-jun YE Xing-guo 《Agricultural Sciences in China》 CAS CSCD 2011年第3期317-326,共10页
Wheat, one of the most important food crops, has been extensively studied with respects to plant regeneration and transformation employing the immature embryos as recipient tissues. However, the transformed tissues of... Wheat, one of the most important food crops, has been extensively studied with respects to plant regeneration and transformation employing the immature embryos as recipient tissues. However, the transformed tissues often become severely necrotic after co-cultivation with Agrobacterium, which is one of the major obstacles in gene delivery. In this study, wheat varieties CB037, Kenong 199, Xinchun 9, Lunxuan 987, and Shi 4185 showed desirable culture potential or high infection ability in Agrobacterium-mediated transformation. Similarly, optimal regeneration conditions were determined by testing their ability to inhibit the cell necrosis and cell death phenotype. Two auxins of 2,4-dichlorophenoxyacetic acid (2,4-D) and 3,6-dichloro-o-anisic acid (dicamba) were evaluated for highly significant effect on both callus and plantlet production, although they were genotype-dependent in wheat. Substitution of 2,4-D by dicamba enhanced the growth and regeneration ability of callus from the immature embryos of most genotypes tested. The callus growth state couldn’t be modified by adding antioxidants such as ascorbic acid, cysteine, and silver nitrate or organic additives such as thiamine HCl and asparagine to the media. On the contrary, the best tissue statement and plant regeneration was achieved by employing the media containing the simplest MS (Murashige and Skoog) components and dicamba without organic components and vitamins. Thereby, our results are thought to inhibit wheat cell necrosis effectively and suggested to be used for more wheat genotypes. 展开更多
关键词 wheat immature embryos Agrobacterium tumefaciens transformation GENOTYPES plant regeneration
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The Selection of Transgenic Recipients from New Elite Wheat Cultivars and Study on Its Plant Regeneration System 被引量:10
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作者 TANG Zong-xiang REN Zheng-long WU Feng FU Shu-lan WANG Xiao-xia ZHANG Huai-qiong 《Agricultural Sciences in China》 CAS CSCD 2006年第6期417-424,共8页
In the protocol of wheat transformation, to use elite wheat cultivars as exogenous gene recipients can speed up the process of commercial field applications of transgenic wheat. However, it is necessary to screen whea... In the protocol of wheat transformation, to use elite wheat cultivars as exogenous gene recipients can speed up the process of commercial field applications of transgenic wheat. However, it is necessary to screen wheat cultivars with good tissue culture response (TCR) continuously from plenty of elite wheat cultivars released for wheat transformation, and it is also important to find a plant regeneration system that is suitable for these cultivars. So, the TCR of mature and immature embryos of six wheat cultivars Chuannong 11 (CN11), Chuannong12 (CN12), Chuannong17 (CN17), Chuannong18 (CN18), Chuannong19 (CN19), and Chuannong21 (CN21), which possess superior agronomic traits, were investigated by using a good TCR wheat cultivar Bobwhite as control. The results indicated that only the immature and mature embryos of CN12, CN17, and CN18 exhibited good TCR compared with Bobwhite. No significant differences were observed between embryos of Bobwhite and of the three cultivars in TCR. Mature embryo-derived calli of CN12 were used as explants for transformation by particle bombardment of SAMDC gene. Seven transformants were obtained and the efficiency was 2.3%. This research supplies three new elite recipient cultivars for wheat transformation. The wheat plant regeneration system used in this research is different from those successful ones reported previously and it could be a reference for other wheat genotypes. Furthermore, Bobwhite and the three wheat cultivars were proved to be 1RS/1BL translocation, by methods of A-PAGE, C- banding, and genomic in situ hybridization (GISH). These results imply that probably there is some relationship between 1RS/1BL translocation and TCR of wheat embryos. So this research gives us a hint that we should pay more attention to the 1RS/1BL translocations when we screen the wheat cultivars with good TCR and also that the mechanism of the effect of 1RS/ 1BL translocation on TCR is worthy of being investigated. 展开更多
关键词 wheat immature and mature embryos plant regeneration transformation 1RS/1BL translocation
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High frequency wheat regeneration from leaf tissue explants of regenerated plantlets 被引量:2
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作者 Huimin Yu Wenchao Wang +1 位作者 Yanwen Wang Bingkai Hou 《Advances in Bioscience and Biotechnology》 2012年第1期46-50,共5页
The specificities of tissue culture of wheat greatly limit the use of chloroplast transformation technologies in this crop. One limitation in wheat tissue culture is that it is difficult to regenerate plantlets from l... The specificities of tissue culture of wheat greatly limit the use of chloroplast transformation technologies in this crop. One limitation in wheat tissue culture is that it is difficult to regenerate plantlets from leaf tissue explants of regenerated plantlets, resulting in difficulty in obtaining homoplastic plants via multiple rounds of antibiotic selection of chloroplast transformants. Thus, a repeated in vitro regeneration system from leaf tissues was studied in this research. Our results showed that 2 mm leaf basal segments of the 4 cm high leaves from regenerated plantlets can give the best callus induction at present study. The best callus induction medium was Murashige and Skoog (MS) basal medium supplemented with 2 mg/L 2,4-dichlorophenoxyacetic acid and 1 mg/L naphthalenacetic acid, which gave a callus induction rate of up to 87.2%. The optimal differentiation medium was MS basal medium supplemented with 10 mg/L silver nitrate and 1 mg/L 2,3,5-triiodobenzoic acid, which gave a regeneration rate up to 33.7% for the wheat lines tested. This is the first report showing that leaf basal segments of in vitro regenerated plantlets can be used for regeneration of wheat. The establishment of a repetitive regeneration system should pave the way for the development of chloroplast transformation and the plant regeneration systems starting from leaf material of in vitro regenerated wheat and other cereal crops. 展开更多
关键词 wheat (Triticum aestivum L.) In Vitro Repetitive REGENERATION LEAF Segment TISSUE Culture Chloroplast transformation
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Advances in Wheat Transgenic Technology Research
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作者 Yan ZHOU Zhongyao YUAN +4 位作者 Qichao WEI Xiaofeng XUE Jie ZHANG Nannan HE Jian YOU 《Agricultural Biotechnology》 CAS 2012年第4期17-21,共5页
Wheat is one of the most important crops in China, and its genetic improvement has always been a research focus. In recent years, transgenic technology has been increasingly applied to improve the yield and quality, i... Wheat is one of the most important crops in China, and its genetic improvement has always been a research focus. In recent years, transgenic technology has been increasingly applied to improve the yield and quality, increase the resistance of disease, pest and stresses in wheat. The review pays particular attention to the current research progress on wheat transformation techniques, including expression vectors, reporter genes, selectable markers, genes of interest, explants and transformation methods. Based on this, the existing problems in wheat transformation techniques are discussed and the prospect of genetic breeding in wheat is also reviewed. 展开更多
关键词 wheat transformation technology ADVANCES
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Biolistic Genetic Transformation of a Wide Range of Chinese Elite Wheat(Triticum aestivum L.)Varieties 被引量:4
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作者 Kang Zhang Jinxing Liu +2 位作者 Yi Zhang Zhimin Yang Caixia Gao 《Journal of Genetics and Genomics》 SCIE CAS CSCD 2015年第1期39-42,共4页
Wheat (Triticum aestivum L.) is a major staple food crop worldwide. It is economically important because it can be grown in a wide range of climates and geographic regions, and it has made an enormous contribution t... Wheat (Triticum aestivum L.) is a major staple food crop worldwide. It is economically important because it can be grown in a wide range of climates and geographic regions, and it has made an enormous contribution to the increase in global food production over the past four decades (Dixon et al., 2009). Wheat is produced on more than 18% of the arable land in the world, and is the most cultivated crop after maize and rice (FAOSTAT data, 2014). Despite its global strategic significance, progress in genomic and genetic engineering research on wheat has lagged behind that on other major crops due to the difficulty of culturing tissues, and the complexity of its hexaploid genome. The first successful wheat trans- formation was achieved by particle bombardment (Vasil et al., 1992). Since then additional transgenic wheat plants have been obtained by various transformation methods (Harwood, 2011). Microprojectile bombardment is considered to be a promising method, since it is robust, versatile and relatively efficient in terms of gene delivery. 展开更多
关键词 VARIETIES Biolistic Genetic transformation of a Wide Range of Chinese Elite wheat Triticum aestivum L gene
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基于遥感多参数和CNN-Transformer的冬小麦单产估测
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作者 王鹏新 杜江莉 +3 位作者 张悦 刘峻明 李红梅 王春梅 《农业机械学报》 EI CAS CSCD 北大核心 2024年第3期173-182,共10页
为了提高冬小麦单产估测精度,改善估产模型存在的高产低估和低产高估等现象,以陕西省关中平原为研究区域,选取旬尺度条件植被温度指数(VTCI)、叶面积指数(LAI)和光合有效辐射吸收比率(FPAR)为遥感特征参数,结合卷积神经网络(CNN)局部特... 为了提高冬小麦单产估测精度,改善估产模型存在的高产低估和低产高估等现象,以陕西省关中平原为研究区域,选取旬尺度条件植被温度指数(VTCI)、叶面积指数(LAI)和光合有效辐射吸收比率(FPAR)为遥感特征参数,结合卷积神经网络(CNN)局部特征提取能力和基于自注意力机制的Transformer网络的全局信息提取能力,构建CNN-Transformer深度学习模型,用于估测关中平原冬小麦产量。与Transformer模型(R^(2)为0.64,RMSE为465.40 kg/hm^(2),MAPE为8.04%)相比,CNN-Transformer模型具有更高的冬小麦单产估测精度(R^(2)为0.70,RMSE为420.39 kg/hm^(2),MAPE为7.65%),能够从遥感多参数中提取更多与产量相关的信息,且对于Transformer模型存在的高产低估和低产高估现象均有所改善。基于5折交叉验证法和留一法进一步验证了CNN-Transformer模型的鲁棒性和泛化能力。此外,基于CNN-Transformer模型捕获冬小麦生长过程的累积效应,分析逐步累积旬尺度输入参数对产量估测的影响,评估模型对于冬小麦不同生长阶段的累积过程的表征能力。结果表明,模型能有效捕捉冬小麦生长的关键时期,3月下旬至5月上旬是冬小麦生长的关键时期。 展开更多
关键词 冬小麦 作物估产 遥感多参数 卷积神经网络 transformer模型
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基于Vision Transformer的小麦病害图像识别算法
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作者 白玉鹏 冯毅琨 +3 位作者 李国厚 赵明富 周浩宇 侯志松 《中国农机化学报》 北大核心 2024年第2期267-274,共8页
小麦白粉病、赤霉病和锈病是危害小麦产量的三大病害。为提高小麦病害图像的识别准确率,构建一种基于Vision Transformer的小麦病害图像识别算法。首先,通过田间拍摄的方式收集包含小麦白粉病、赤霉病和锈病3种病害在内的小麦病害图像,... 小麦白粉病、赤霉病和锈病是危害小麦产量的三大病害。为提高小麦病害图像的识别准确率,构建一种基于Vision Transformer的小麦病害图像识别算法。首先,通过田间拍摄的方式收集包含小麦白粉病、赤霉病和锈病3种病害在内的小麦病害图像,并对原始图像进行预处理,建立小麦病害图像识别数据集;然后,基于改进的Vision Transformer构建小麦病害图像识别算法,分析不同迁移学习方式和数据增强对模型识别效果的影响。试验可知,全参数迁移学习和数据增强能明显提高Vision Transformer模型的收敛速度和识别精度。最后,在相同时间条件下,对比Vision Transformer、AlexNet和VGG16算法在相同数据集上的表现。试验结果表明,Vision Transformer模型对3种小麦病害图像的平均识别准确率为96.81%,相较于AlexNet和VGG16模型识别准确率分别提高6.68%和4.94%。 展开更多
关键词 小麦病害 Vision transformer 迁移学习 图像识别 数据增强
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Method for wheat ear counting based on frequency domain decomposition of MSVF-ISCT 被引量:1
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作者 Wenxia Bao Ze Lin +3 位作者 Gensheng Hu Dong Liang Linsheng Huang Xin Zhang 《Information Processing in Agriculture》 EI CSCD 2023年第2期240-255,共16页
Wheat ear counting is a prerequisite for the evaluation of wheat yield.A wheat ear counting method based on frequency domain decomposition is proposed in this study to improve the accuracy of wheat yield estimation.Th... Wheat ear counting is a prerequisite for the evaluation of wheat yield.A wheat ear counting method based on frequency domain decomposition is proposed in this study to improve the accuracy of wheat yield estimation.The frequency domain decomposition of wheat ear image is completed by multiscale support value filter(MSVF)combined with improved sampled contourlet transform(ISCT).Support Vector Machine(SVM)is the classic classification and regression algorithm of machine learning.MSVF based on this has strong frequency domain filtering and generalization ability,which can effectively remove the complex background,while the multi-direction characteristics of ISCT enable it to represent the contour and texture information of wheat ears.In order to improve the level of wheat yield prediction,MSVF-ISCT method is used to decompose the ear image in multiscale and multi direction in frequency domain,reduce the interference of irrelevant information,and generate the sub-band image with more abundant information components of ear feature information.Then,the ear feature is extracted by morphological operation and maximum entropy threshold segmentation,and the skeleton thinning and corner detection algorithms are used to count the results.The number of wheat ears in the image can be accurately counted.Experiments show that compared with the traditional algorithms based on spatial domain,this method significantly improves the accuracy of wheat ear counting,which can provide guidance and application for the field of agricultural precision yield estimation. 展开更多
关键词 wheat ear counting Frequency domain decomposition Multiscale support value filter Improved sampled contourlet transform Image segmentation Morphological processing
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A transgenic wheat with a stilbene synthase gene resistant to powdery mildew obtained by biolistic method 被引量:12
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作者 R.Hain 《Chinese Science Bulletin》 SCIE EI CAS 2000年第7期634-638,共5页
Stilbene, a kind of phytoalexin, plays an important role in resistance to fungal and bacterial infection in plants. It strongly inhibits the growth of fungi and sprout of spore. Stilbene synthase gene (Vst1) obtained ... Stilbene, a kind of phytoalexin, plays an important role in resistance to fungal and bacterial infection in plants. It strongly inhibits the growth of fungi and sprout of spore. Stilbene synthase gene (Vst1) obtained from grapevine has been transferred into common spring wheat Jinghong 5 by using the biolistic transformation method. Five transgenic plants (T0) were obtained from the bombarded 2014 immature embryos. One immune plantlet and 3 plantlets with mid-resistance to powdery mildew were identified from the transgenic plants of T3 generation which came from 2 T0 transgenic plants. 展开更多
关键词 wheat transformation by BIOLISTIC METHOD STILBENE SYNTHASE phytoaiexin powdery mildew.
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Detection of scab in wheat ears using in situ hyperspectral data and support vector machine optimized by genetic algorithm 被引量:3
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作者 Linsheng Huang Hansu Zhang +3 位作者 Chao Ruan Wenjiang Huang Tingguang Hu Jinling Zhao 《International Journal of Agricultural and Biological Engineering》 SCIE EI CAS 2020年第2期182-188,共7页
A new method was proposed to extract sensitive features and to construct a monitoring model for wheat scab based on in situ hyperspectral data of wheat ears to achieve effective prevention and control and provide theo... A new method was proposed to extract sensitive features and to construct a monitoring model for wheat scab based on in situ hyperspectral data of wheat ears to achieve effective prevention and control and provide theoretical support for its large-scale monitoring.Eight sensitive features were selected through correlation analysis and wavelet transform.These features were as follows:three original bands of 350-400 nm,500-600 nm,and 720-1000 nm;three vegetation indices of modified simple ratio(MSR),normalized difference vegetation index,and structural independent pigment index;and two wavelet features of WF01 and WF02.By combining the selected sensitive features with support vector machine(SVM)and SVM optimized by genetic algorithm(GASVM),a total of 16 monitoring models were built,and the monitoring accuracies of the two types of models were compared.The ability of the monitoring models built by GASVM to identify scab was better than that of SVM algorithm under the same characteristic variables.Among the 16 models,MSR combined with GASVM had an overall accuracy of 75%and a Kappa coefficient of 0.47.GASVM can be used to monitor wheat scab and its application can improve the accuracy of disease monitoring. 展开更多
关键词 wheat scab hyperspectral data correlation analysis genetic algorithm wavelet transform support vector machine
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小麦加工自动卸粮技术改造与应用
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作者 徐森 李强 窦海军 《粮食与食品工业》 2024年第4期10-12,18,共4页
本文以面粉厂改造项目为例,依托“节地、节能、节材”的原则,详细阐述了一种以液压翻板为核心的自动卸粮方式,以期为面粉厂自动卸粮技术迭代升级提供案例参考,同时为小麦加工企业的自动化与智能化发展提供新思路。
关键词 小麦 卸粮 改造
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