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Single‑cell RNA sequencing opens a new era for cotton genomic research and gene functional analysis 被引量:1
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作者 PAN Xiaoping PENG Renhai ZHANG Baohong 《Journal of Cotton Research》 CAS 2024年第2期215-218,共4页
Single-cell RNA sequencing(scRNA-seq)is one of the most advanced sequencing technologies for studying transcriptome landscape at the single-cell revolution.It provides numerous advantages over traditional RNA-seq.Sinc... Single-cell RNA sequencing(scRNA-seq)is one of the most advanced sequencing technologies for studying transcriptome landscape at the single-cell revolution.It provides numerous advantages over traditional RNA-seq.Since it was first used to profile single-cell transcriptome in plants in 2019,it has been extensively employed to perform different research in plants.Recently,scRNA-seq was also quickly adopted by the cotton research community to solve lots of scientific questions which have been never solved.In this comment,we highlighted the significant progress in employing scRNA-seq to cotton genetic and genomic study and its future potential applications. 展开更多
关键词 COTTON Single-cell RNA sequencing TRANSCRIPTOME
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High-throughput Sequencing Technology and Its Application 被引量:11
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作者 Zhu Qiang-long Liu Shi +1 位作者 Gao Peng Luan Fei-shi 《Journal of Northeast Agricultural University(English Edition)》 CAS 2014年第3期84-96,共13页
Gene sequencing is a great way to interpret life, and high-throughput sequencing technology is a revolutionary technological innovation in gene sequencing researches. This technology is characterized by low cost and h... Gene sequencing is a great way to interpret life, and high-throughput sequencing technology is a revolutionary technological innovation in gene sequencing researches. This technology is characterized by low cost and high-throughput data. Currently, high-throughput sequencing technology has been widely applied in multi-level researches on genomics, transcriptomics and epigenomics. And it has fundamentally changed the way we approach problems in basic and translational researches and created many new possibilities. This paper presented a general description of high-throughput sequencing technology and a comprehensive review of its application with plain, concisely and precisely. In order to help researchers finish their work faster and better, promote science amateurs and understand it easier and better. 展开更多
关键词 high-throughput sequencing data analysis genome sequence transcriptome sequence BIOINFORMATICS
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Characteristics of extracellular fluorescent substances of aerobic granular sludge in pilot-scale sequencing batch reactor 被引量:9
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作者 涂响 苏本生 +1 位作者 李小宁 竺建荣 《Journal of Central South University》 SCIE EI CAS 2010年第3期522-528,共7页
The aerobic granular sludge was cultivated in a pilot-scale sequencing batch reactor (SBR), and some of the granules were stored at 8 ℃ for 150 d. Extracellular polymeric substances (EPS) of sludge samples were e... The aerobic granular sludge was cultivated in a pilot-scale sequencing batch reactor (SBR), and some of the granules were stored at 8 ℃ for 150 d. Extracellular polymeric substances (EPS) of sludge samples were extracted and analyzed during the granulation and storage process. The results show that the contents of protein and EPS increase along with the granulation process, while polysaccharides remain almost unchanged. The content of protein in EPS is almost two-fold larger than that of polysaccharides in granular sludge cultivated with municipal wastewater. Moreover, some of the granules disintegrate during storage, corresponding to the decrease of protein contents in EPS. Three peaks are identified in three-dimensional excitation emission matrix (EEM) fluorescence spectra of the EPS in the aerobic granules. Two peaks (A and B) are attributed to the protein-like fluorophores, and the third (peak C) is related to visible fulvic-like substances. Peak A gradually disappears during storage, while a new peak related to ultraviolet fulvic acid (peak D) is formed. The formation and the stability of aerobic granules are closely dependent on the quantity and composition of EPS proteins. Peak C has no obvious changes during granulation, while the fulvic-like substances present an increase in fluorescence intensities during storage, accompanied with an increase in structural complexity. The fulvie-like substances are also associated with the disintegration of the aerobic granules. 展开更多
关键词 aerobic granules extracellular polymeric substances (EPS) protein fulvic acid sequencing batch reactor (SBR) excitation emission matrix fluorescence spectroscopy
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A hybrid algorithm based on tabu search and large neighbourhood search for car sequencing problem 被引量:7
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作者 ZHANG Xiang-yang GAO Liang +1 位作者 WEN Long HUANG Zhao-dong 《Journal of Central South University》 SCIE EI CAS CSCD 2018年第2期315-330,共16页
The car sequencing problem(CSP)concerns a production sequence of different types of cars in the mixed-model assembly line.A hybrid algorithm is proposed to find an assembly sequence of CSP with minimum violations.Firs... The car sequencing problem(CSP)concerns a production sequence of different types of cars in the mixed-model assembly line.A hybrid algorithm is proposed to find an assembly sequence of CSP with minimum violations.Firstly,the hybrid algorithm is based on the tabu search and large neighborhood search(TLNS),servicing as the framework.Moreover,two components are incorporated into the hybrid algorithm.One is the parallel constructive heuristic(PCH)that is used to construct a set of initial solutions and find some high quality solutions,and the other is the small neighborhood search(SNS)which is designed to improve the new constructed solutions.The computational results show that the proposed hybrid algorithm(PCH+TLNS+SNS)obtains100best known values out of109public instances,among these89instances get their best known values with100%success rate.By comparing with the well-known related algorithms,computational results demonstrate the effectiveness,efficiency and robustness of the proposed algorithm. 展开更多
关键词 car sequencing problem large neighborhood search tabu search ratio constraint
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Impact of salinity on treatment of saline wastewater by sequencing batch biofilm reactor process 被引量:4
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作者 卢杰 闫雪 +2 位作者 马艳飞 田彩星 丁金城 《Journal of Central South University》 SCIE EI CAS 2014年第5期1989-1994,共6页
High salinity industrial wastewater is difficult to treat using biological treatment system because of the high concentrations of salt.The potential of a sequencing batch biofilm reactor(SBBR)process in treating synth... High salinity industrial wastewater is difficult to treat using biological treatment system because of the high concentrations of salt.The potential of a sequencing batch biofilm reactor(SBBR)process in treating synthetic high salinity wastewater was evaluated at laboratory scale during a 110-day operation.The reactor was operated in a 12 h cycle,and each cycle consisted of 0.25 h influent addition,8 h aeration,3 h anoxic reaction,0.5 h sedimentation and 0.25 h effluent withdrawal.Gradual increase in salinity gradient was applied during the acclimatization period.The acclimated SBBR system was demonstrated to be an effective process to remove organic compounds and ammonia nitrogen under high salinity conditions with chemical oxygen demand(COD)and ammonia nitrogen(NH3-N)removal efficiencies of 88% and 80%,respectively.The microscopic examination indicated that rather than rotifers or vorticella,the zoogloea,filamentous fungus mingled with a small quantity of swimming infusorians were dominant bacteria in SBBR system.The removal efficiencies close to 80% in COD and 75% in NH3-N were achieved at an organic loading rate(OLR)of 0.96 kg COD/(m3·d),pH of 7.0,salinity of 14 g/L and NH3-N of 30 mg/L. 展开更多
关键词 sequencing batch biofilm reactor saline wastewater microscopic examination sludge acclimation salinity shock
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Threat sequencing of multiple UCAVs with incomplete information based on game theory 被引量:4
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作者 LI Shouyi CHEN Mou +1 位作者 WU Qingxian WANG Yuhui 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2022年第4期986-996,共11页
The threat sequencing of multiple unmanned combat air vehicles(UCAVs) is a multi-attribute decision-making(MADM)problem. In the threat sequencing process of multiple UCAVs,due to the strong confrontation and high dyna... The threat sequencing of multiple unmanned combat air vehicles(UCAVs) is a multi-attribute decision-making(MADM)problem. In the threat sequencing process of multiple UCAVs,due to the strong confrontation and high dynamics of the air combat environment, the weight coefficients of the threat indicators are usually time-varying. Moreover, the air combat data is difficult to be obtained accurately. In this study, a threat sequencing method of multiple UCAVs is proposed based on game theory by considering the incomplete information. Firstly, a zero-sum game model of decision maker( D) and nature(N)with fuzzy payoffs is established to obtain the uncertain parameters which are the weight coefficient parameters of the threat indicators and the interval parameters of the threat matrix. Then,the established zero-sum game with fuzzy payoffs is transformed into a zero-sum game with crisp payoffs(matrix game) to solve. Moreover, a decision rule is addressed for the threat sequencing problem of multiple UCAVs based on the obtained uncertain parameters. Finally, numerical simulation results are presented to show the effectiveness of the proposed approach. 展开更多
关键词 threat sequencing multiple unmanned combat air vehicles(UCAVs) multi-attribute decision-making(MADM) game theory incomplete information
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Dyestuff wastewater treatment by combined SDS-CuO/TiO_2 photocatalysis and sequencing batch reactor 被引量:2
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作者 徐璇 吉芳英 +3 位作者 范子红 何莉 胡学斌 张琨 《Journal of Central South University》 SCIE EI CAS 2012年第6期1685-1692,共8页
Combined technology of SDS-CuO/TiO2 photocatalysis and sequencing batch reactor (SBR) were applied to treating dyestuff wastewater. Photocatalysis was carried out in a spiral up-flow type reactor as pre-treatment. S... Combined technology of SDS-CuO/TiO2 photocatalysis and sequencing batch reactor (SBR) were applied to treating dyestuff wastewater. Photocatalysis was carried out in a spiral up-flow type reactor as pre-treatment. SDS-CuO/TiO2 photocatalyst was prepared by modification of nano-TiO2 using CuO and sodium dodecyl sulfate (SDS). Results show that the SDS-CuO/TiO2 photocatalyst contains two kinds of crystals, including TiO2 and CuO. The band gap of this photocatalyst is 1.56 eV, indicating that it can be excited by visible light (2〈794.87 nm). And characterization also shows that there are alkyl groups on its surface. It takes 40 rain to improve the biodegradability of dyestuff wastewater. Five-day biochemical oxygen demand (BODs) and dehydrogenase activity (DHA) of wastewater reach the maximum value when dissolved oxygen is higher than 2.97 mg/L. SBR reactor was used to treat this biodegradability improved wastewater. Chemical oxygen demand (COD) and colority decline to 72 mg/L and 20 times, respectively, when the sludge loading is 0.179 kg(COD)/[kg(MLSS)'d], dissolved oxygen is 4.09 mg/L and aeration time is 10 h. 展开更多
关键词 BIODEGRADABILITY PHOTOCATALYSIS sequencing batch reactor dyestuffwastewater
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Sequencing the Cotton Genomes-Gossypium spp. 被引量:2
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作者 PATERSON Andrew H 《棉花学报》 CSCD 北大核心 2008年第S1期3-,共1页
The genomes of most major crops,including cotton,will be fully sequenced in the next few years.Cotton is unusual,although not unique,in that we will need to sequence not only
关键词 sequencing the Cotton Genomes-Gossypium spp will
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CTCs Detection and Whole-exome Sequencing Might Be Used to Differentiate Benign and Malignant Pulmonary Nodules 被引量:1
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作者 Changdan XU Xiaohong XU +12 位作者 Weipeng SHAO Hongliang SUN Xiaohong LIU Hongxiang FENG Xianbo ZUO Jingyang GAO Guohui WANG Xiongtao YANG Runchuan GU Shutong GE Shijie WANG Liwei GAO Guangying ZHU 《中国肺癌杂志》 CAS CSCD 北大核心 2023年第6期449-460,共12页
Background and objective Low-density computed tomography(LDCT)improved early lung cancer diagnosis but introduces an excess of false-positive pulmonary nodules data.Hence,accurate diagnosis of early-stage lung cancer ... Background and objective Low-density computed tomography(LDCT)improved early lung cancer diagnosis but introduces an excess of false-positive pulmonary nodules data.Hence,accurate diagnosis of early-stage lung cancer remains challenging.The purpose of the study was to assess the feasibility of using circulating tumour cells(CTCs)to differentiate malignant from benign pulmonary nodules.Materials and methods 122 patients with suspected malignant pulmonary nodules detected on chest CT in preparation for surgery were prospectively recruited.Peripheral blood samples were collected before surgery,and CTCs were identified upon isolation by size of epithelial tumour cells and morphological analysis.Laser capture microdissection,MALBAC amplification,and whole-exome sequencing were performed on 8 samples.The diagnostic efficacy of CTCs counting,and the genomic variation profile of benign and malignant CTCs samples were analysed.Results Using 2.5 cells/5 m L as the cut-off value,the area under the receiver operating characteristic curve was of 0.651(95%confidence interval:0.538-0.764),with a sensitivity and specificity of 0.526 and 0.800,respectively,and positive and negative predictive values of 91.1%and 30.3%,respectively.Distinct sequence variations differences in DNA damage repair-related and driver genes were observed in benign and malignant samples.TP53 mutations were identified in CTCs of four malignant cases;in particular,g.7578115T>C,g.7578645C>T,and g.7579472G>C were exclusively detected in all four malignant samples.Conclusion CTCs play an ancillary role in the diagnosis of pulmonary nodules.TP53 mutations in CTCs might be used to identify benign and malignant pulmonary nodules. 展开更多
关键词 Chest computed tomography Circulating tumour cells Lung nodule TP53 Whole-exome sequencing
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Sequencing of a Cultivated Diploid Cotton Genome-Gossypium arboreum 被引量:2
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作者 WILKINS Thea A 《棉花学报》 CSCD 北大核心 2008年第S1期5-,共1页
Sequencing the genomes of crop species and model systems contributes significantly to our understanding of the organization,structure and function of plant genomes.In a `white paper' published in 2007,the cotton c... Sequencing the genomes of crop species and model systems contributes significantly to our understanding of the organization,structure and function of plant genomes.In a `white paper' published in 2007,the cotton community set forth a strategic plan for sequencing the AD genome of cultivated upland cotton that initially targets less complex diploid genomes.This strategy banks on the high 展开更多
关键词 sequencing of a Cultivated Diploid Cotton Genome-Gossypium arboreum GENE
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Machine-learning-aided precise prediction of deletions with next-generation sequencing
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作者 管瑞 髙敬阳 《Journal of Central South University》 SCIE EI CAS CSCD 2016年第12期3239-3247,共9页
When detecting deletions in complex human genomes,split-read approaches using short reads generated with next-generation sequencing still face the challenge that either false discovery rate is high,or sensitivity is l... When detecting deletions in complex human genomes,split-read approaches using short reads generated with next-generation sequencing still face the challenge that either false discovery rate is high,or sensitivity is low.To address the problem,an integrated strategy is proposed.It organically combines the fundamental theories of the three mainstream methods(read-pair approaches,split-read technologies and read-depth analysis) with modern machine learning algorithms,using the recipe of feature extraction as a bridge.Compared with the state-of-art split-read methods for deletion detection in both low and high sequence coverage,the machine-learning-aided strategy shows great ability in intelligently balancing sensitivity and false discovery rate and getting a both more sensitive and more precise call set at single-base-pair resolution.Thus,users do not need to rely on former experience to make an unnecessary trade-off beforehand and adjust parameters over and over again any more.It should be noted that modern machine learning models can play an important role in the field of structural variation prediction. 展开更多
关键词 next-generation sequencing deletion prediction sensitivity false discovery rate feature extraction machine learning
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Differential Expression and Regulation of Switchgrass Root MicroRNA in Response to Alkali-salt Stress Using High-throughput Deep Sequencing
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作者 Liu Jian Wang Qian-nan +4 位作者 Guo Xin Duo Tian-qi Li Ran Hu Guo-fu Zhang Xun-zhong 《Journal of Northeast Agricultural University(English Edition)》 CAS 2020年第2期81-89,共9页
Switchgrass(Panicum virgatum L.)as a high-quality bioenergy crop that can effectively improve saline-alkali soil has strong resistance to stress and grows well in marginal soil and some abiotic stress environments.Thi... Switchgrass(Panicum virgatum L.)as a high-quality bioenergy crop that can effectively improve saline-alkali soil has strong resistance to stress and grows well in marginal soil and some abiotic stress environments.This study used alkali-sensitive genotype AM(AM-314/MS-155)and alkali-tolerant genotype ALA(Alamo)as experimental materials to investigate molecular mechanisms of switchgrass tolerance to alkali-salt stress.When the plants were grown to E5 stage,the alkali-salt stress treatment was carried out by soaking method(Na2CO3:NaHCO3=1:9,C(Na+)=150 mmol·L-1 and pH=9.0)and fresh root samples were taken after treatments for 0(CK),6 and 24 h,respectively,the differentially expressed microRNAs and their regulatory network were analyzed.A total of 1049 known miRNAs and 68 novel miRNAs were identified.Seventy-two differentially expressed miRNAs in ALA were more than three times higher than those in AM and 36.1%differentially expressed miRNAs was significantly down-regulated(p<0.05).Through analyses of differentially expressed miRNAs and their target genes,it was found that under alkali-salt stress,differentially expressed miRNAs in AM were mainly involved in the regulation of cellular ROS clearance,ethylene signal transduction,and root,leaf and flower development.MiRNAs in ALA were also involved in water transport,DNA methylation,response to high osmotic pressure,activation of stress-related genes and more complex responses to alkali-salt stress processes,but those in AM were not.ALA was significantly higher than AM in the number of microRNAs responding to alkali-salt stress and in the functional diversity of their regulatory target genes. 展开更多
关键词 miRNA alkali-salt stress high-throughput sequencing SWITCHGRASS
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Sequencing of the Cultivated Tetraploid Cotton Genome-Gossypium hirsutum
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作者 KOHEL Russell J PERCY Richard G YU John Z 《棉花学报》 CSCD 北大核心 2008年第S1期4-,共1页
Cotton is an important cash crop in the world,and it plays an irreplaceable role in China's national economy.Cultivated upland cotton(Gossypium hirsutum L.) represents 95% of the world's cotton production,but ... Cotton is an important cash crop in the world,and it plays an irreplaceable role in China's national economy.Cultivated upland cotton(Gossypium hirsutum L.) represents 95% of the world's cotton production,but it has a complex allotetraploid genome that contains at least 30000 genes in 2500 展开更多
关键词 upland cotton genome sequence fiber yield and quality
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Complete Genome Sequencing and Analysis of Rehmannia Mosaic Virus Isolate from Shanxi Province
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作者 Wang De-fu Zhang Xi-mei +4 位作者 Guo Shang Shen Shao-fei Long Dan-dan Li Ling-yu Niu Yan-bing 《Journal of Northeast Agricultural University(English Edition)》 CAS 2021年第3期58-65,共8页
Using double-stranded RNA(dsRNA)technology and sequence-independent amplification(SIA),the molecular identification on infected Rehmannia glutinosa in the field with mosaic symptoms was performed and the whole-genome ... Using double-stranded RNA(dsRNA)technology and sequence-independent amplification(SIA),the molecular identification on infected Rehmannia glutinosa in the field with mosaic symptoms was performed and the whole-genome of the Rehmannia mosaic virus(ReMV)Shanxi isolate(ReMV-SX)was sequenced.Sequencing analysis showed that the virus that infected Rehmannia glutinosa was Rehmannia mosaic virus(ReMV).The full-length of the obtained ReMV-SX sequence(GenBank accession no.JX575184)was 6395 nt,containing four open reading frames(ORFs).The sequence homology analysis of the complete nucleotide sequence showed that ReMV-SX was 93.8%-97.0%homologous to ReMV in Tobamovirus subgroup Ⅰ,while only 49.8%-58.9%homologous to the isolates in subgroups Ⅱ and Ⅲ of the same genus.Phylogenetic analysis showed that ReMV-SX and ReMV-Henan formed a separate branch and had the closest genetic relationship.The results laid the foundation for ongoing researches in the taxonomic status and evolution of ReMV and for further investigating the pathogenic mechanism of ReMV infecting Rehmannia glutinosa. 展开更多
关键词 Rehmannia mosaic virus(ReMV) Rehmannia glutinosa whole-genome amplification sequence analysis
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Five novel ZNF469 gene mutations in sporadic keratoconus patients in the Han Chinese population
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作者 CAO Yanna DENG Zhihong +3 位作者 HE Guiyun XIAO Li ZHANG Feng SU Feng 《中南大学学报(医学版)》 北大核心 2025年第6期931-939,共9页
Objective:Keratoconus(KC)is a progressive corneal ectasia disorder,arising from a myriad of causes including genetic predispositions,environmental factors,biomechanical influences,and inflammatory reactions.This study... Objective:Keratoconus(KC)is a progressive corneal ectasia disorder,arising from a myriad of causes including genetic predispositions,environmental factors,biomechanical influences,and inflammatory reactions.This study aims to identify potential pathogenetic gene mutations in patients with sporadic KC in the Han Chinese population.Methods:Twenty-five patients with primary KC as well as 50 unrelated population matched healthy controls,were included in this study to identify potential pathogenic gene mutations among sporadic KC patients in the Han Chinese population.Sanger sequencing and whole-exome sequencing(WES)were used to analyze mutations in the zinc finger protein 469(ZNF469)gene.Bioinformatics analysis was conducted to explore the potential role of ZNF469 in KC pathogenesis.Results:Five novel heterozygous missense variants were identified in KC patients.Among them,2 compound heterozygous variants,c.8986G>C(p.E2996Q)with c.11765A>C(p.D3922A),and c.4423C>G(p.L1475V)with c.10633G>A(p.G3545R),were determined to be possible pathogenic factors for KC.Conclusion:Mutations in the ZNF469 gene may contribute to the development of KC in the Han Chinese population.These mutation sites may provide valuable information for future genetic screening of KC patients and their families. 展开更多
关键词 KERATOCONUS ZNF469 gene MUTATION Sanger sequencing Han Chinese population
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Regulatory effects of seed soaking with a beneficial microbial agent on the rhizosphere soil microflora of edible lilies
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作者 MAN Hua-li LI Hui +3 位作者 SHI Gui-hong YANG Hong-yu LI Mou-qiang SHI Gui-ying 《植物营养与肥料学报》 北大核心 2025年第5期994-1005,共12页
【Background】The application of beneficial-microbial seed soaking prior to sowing represents a novel technology that has not been employed in Lanzhou lily cultivation.We conducted an experiment to explore the impact ... 【Background】The application of beneficial-microbial seed soaking prior to sowing represents a novel technology that has not been employed in Lanzhou lily cultivation.We conducted an experiment to explore the impact of this soaking method on the fungal and bacterial community structures using next-generation sequencing technology(NGS).【Methods】Lily bulbs were soaked in a seed treating agent containing beneficial microbes(SP treatment)for 4 hours.Subsequently,they were planted in soil in July and sampled in September to assess plant growth,rhizosphere soil physicochemical properties,and microorganism community structures.In addition,we employed the software PICRUSt and FUNGuild to predict bacterial pathways and fungal functions.【Results】Under SP treatment,there were significant alterations in fungi and bacteria community structures,accompanied by improved soil nutrient status.Notably,the relative abundance of dominant microorganism groups,such as the fungi Basidiomycota,Pseudeurotium,Cladophialophora,Microascus,and Dactylonectria,as well as the bacteria Proteobacteria,Chloroflexi,Ochrobactrium,Lysobacter,and RB41,underwent notable changes.Microorganism function prediction results indicated a reduction in pathotrophic fungi(including plant pathogens)and an increase in endophytic and saprotrophic fungi under SP treatment.Among the top 20 metabolism pathways,80%were upregulated in SP treatment compared to the CK.【Conclusions】Seed soaking with beneficial microbial strain promotes the growth of Lanzhou lily bulbs.The beneficial microorganisms play a crucial role in regulating soil microbial structures,enhancing the accumulation of endophytic fungi,reducing the abundance of pathogens,and improving soil functions.Furthermore,specific microbial groups are found to be involved in maintaining soil health. 展开更多
关键词 edible lily second-generation sequencing technology(NGS) seed treating fungal community structure bacterial community structure PROPHYLAXIS
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基于改进Seq2Seq的船舶轨迹预测模型
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作者 唐家乐 段兴锋 姚鹏 《上海海事大学学报》 北大核心 2025年第2期18-22,共5页
针对传统循环神经网络(recurrent neural network,RNN)模型收敛速度慢、精度低,导致海上船舶预测轨迹与真实轨迹之间差别较大的问题,构建由RNN组成的Seq2Seq(sequence to sequence)模型。引入注意力机制和卷积神经网络(convolutional ne... 针对传统循环神经网络(recurrent neural network,RNN)模型收敛速度慢、精度低,导致海上船舶预测轨迹与真实轨迹之间差别较大的问题,构建由RNN组成的Seq2Seq(sequence to sequence)模型。引入注意力机制和卷积神经网络(convolutional neural network,CNN)对模型进行改进,加强对数据特征的提取能力,加快模型收敛速度并提高轨迹预测精度。实验结果显示:与传统RNN模型相比,Seq2Seq模型的均方误差、均方根误差和平均绝对误差分别降低81.41%、12.67%和62.43%;与Seq2Seq模型相比,改进Seq2Seq模型的均方误差、均方根误差和平均绝对误差分别降低42.87%、69.27%和45.79%。 展开更多
关键词 船舶轨迹预测 Seq2Seq(sequence to sequence) 注意力机制 卷积神经网络(CNN) 循环神经网络(RNN)
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Research on the navigation method of high speed differential rotation guided ammunition with ballistic assistance prediction under GNSS denial
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作者 Ning Liu Kejun Hu +5 位作者 Bin Hu Haorui Li Kai Shen Wenhao Qi Junfang Fan Zhong Su 《Defence Technology(防务技术)》 2025年第7期275-289,共15页
In complex environments such as high dynamics and weak signals,a satellite signal compensation method based on prefabricated trajectory assistance and an improved adaptive Kalman filter is proposed for a 155 mm differ... In complex environments such as high dynamics and weak signals,a satellite signal compensation method based on prefabricated trajectory assistance and an improved adaptive Kalman filter is proposed for a 155 mm differential rotating rear-body control-guided projectile to address the situation of satellite signal flickering and loss in projectile navigation systems due to environmental limitations.First,establish the system state and measurement equation when receiving satellite signals normally.Second,a seven-degree-of-freedom external ballistic model is constructed,and the ideal trajectory output from the ballistic model is used to provide the virtual motion state of the projectile,which is input into a filter as a substitute observation when satellite signals are lost.Finally,an adaptive Kalman filter(AKF)is designed,the proposed adaptive Kalman filter can accurately adjust the estimation error covariance matrix and Kalman gain in real-time based on information covariance mismatch.The simulation results show that compared to the classical Kalman filter,it can reduce the average positioning error by more than 38.21%in the case of short-term and full-range loss of satellite signals,providing a new idea for the integrated navigation of projectiles with incomplete information under the condition of satellite signal loss. 展开更多
关键词 GNSS refusal Ballistic assistance Guided ammunition Adaptive kalman filter Covariance of innovation sequence
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基于SSR分子标记的新疆83个常规陆地棉品种亲缘关系分析
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作者 牛清东 杨延龙 《中国棉花》 2025年第7期32-37,共6页
采用简单重复序列(simple repeated sequence,SSR)分子标记技术对2022―2024年新疆种业公司提交的83份样品(包括早熟品种、早中熟品种)进行亲缘关系分析,以期为棉花品种的管理和选择提供依据。使用农作物SSR数据比对软件(登记号:2025SR0... 采用简单重复序列(simple repeated sequence,SSR)分子标记技术对2022―2024年新疆种业公司提交的83份样品(包括早熟品种、早中熟品种)进行亲缘关系分析,以期为棉花品种的管理和选择提供依据。使用农作物SSR数据比对软件(登记号:2025SR0343132)对样品SSR数据位点进行两两比较,分别利用Powermarker V3.25、NTSYSpc-2.10e、Structure 2.3.4、GenALEx 6.502进行SSR多态性分析、亲缘关系分析、群体结构分析和主成分分析。结果表明,60对SSR引物共扩增出153个等位变异,平均等位变异数为2.55,平均多态性信息含量为0.32。83份品种两两比较共产生了3403个组合,差异位点范围为0~47,位点差异大于2的组合有3290个,占组合数的96.7%。亲缘关系分析、群体结构分析和主坐标分析的分类结果基本一致,83份样品被划分为2个群体pop1和pop2,pop2包含pop2A和pop2B亚群。亲缘关系分析显示,棉种样品间的相似系数在0.503~1.000,平均值为0.690,说明棉种样品间遗传背景较窄、亲缘关系较近。主坐标分析结果显示:pop1共有样品15份,均为早熟品种;pop2A共有样品52份,其中含早熟品种29份、早中熟品种23份;pop2B共有样品16份,其中有早熟品种9份、早中熟品种7份,并没有明显的地理分类特征。这些结果可为新疆棉花品种选育和管理提供参考。 展开更多
关键词 陆地棉 简单重复序列(simple repeated sequence SSR) 分子标记 亲缘关系 近似品种 群体结构分析 主成分分析 多态性
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改进灰狼算法优化GBDT在PM_(2.5)预测中的应用 被引量:11
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作者 江雨燕 傅杰 +2 位作者 甘如美江 孙雨辰 王付宇 《安全与环境学报》 CAS CSCD 北大核心 2024年第4期1569-1580,共12页
针对灰狼算法易陷入局部最优解和全局搜索能力不足的问题,通过霍尔顿序列(Halton Sequence)搜索算法初始化狼群位置,避免灰狼算法陷入局部最优解和重复运算;引入莱维飞行和随机游动策略对灰狼算法的寻优过程进行优化,以增加算法的全局... 针对灰狼算法易陷入局部最优解和全局搜索能力不足的问题,通过霍尔顿序列(Halton Sequence)搜索算法初始化狼群位置,避免灰狼算法陷入局部最优解和重复运算;引入莱维飞行和随机游动策略对灰狼算法的寻优过程进行优化,以增加算法的全局搜索能力;利用粒子群算法模拟灰狼种群得出的最佳适应度以用于惩罚项改进灰狼算法中的头狼更新策略。使用改进算法优化的梯度提升树(Gradient Boosting Decision Trees,GBDT)模型对北京市大气污染物监测数据中PM_(2.5)质量浓度进行预测,采用3种评估函数对各模型以及混合模型预测效果得分进行评估。结果显示,本文改进的灰狼算法对梯度提升树的优化效果优于其他算法,均方根误差E RMS为6.65μg/m^(3),平均绝对值误差E MA为3.20μg/m^(3),拟合优度(R^(2))为99%,比传统灰狼算法优化结果的均方根误差减少了19.19μg/m^(3),平均绝对值误差降低了10.03μg/m^(3),拟合优度增加了9百分点;与霍尔顿序列和莱维飞行改进的(Levy Flight-Halton Sequence,LHGWO)相比,改进的灰狼算法预测得分的均方根误差降低了10.39μg/m^(3),平均绝对值误差减小了6.71μg/m^(3),拟合优度提高了5百分点。研究表明了预测模型优化的有效性,为未来城市改善空气质量提供了科学依据和技术支持。 展开更多
关键词 环境学 PM_(2.5)质量浓度预测 改进灰狼算法(GWO) 梯度提升树算法(GBDT) 莱维(Levy)飞行 霍尔顿序列(Halton Sequence) 粒子群算法(PSO)
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