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Optimized Target-AID system efficiently induces single base changes in zebrafish
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作者 Xiaochan Lu Yunxing Liu +3 位作者 Guanrong Yan Song Li Wei Qin Shuo Lin 《Journal of Genetics and Genomics》 SCIE CAS CSCD 2018年第4期215-217,共3页
CRISPR-Cas system has been widely adapted as a platform for genome editing in various eukaryotic organisms, including zebrafish(Cong et al., 2013; Hwang et al., 2013). One of the important applications of CRISPR-Cas... CRISPR-Cas system has been widely adapted as a platform for genome editing in various eukaryotic organisms, including zebrafish(Cong et al., 2013; Hwang et al., 2013). One of the important applications of CRISPR-Cas9 system is to produce double-strand DNA breaks(DSBs) at targeted sites with guide RNA(gRNA). 展开更多
关键词 AID Optimized Target-AID system efficiently induces single base changes in zebrafish TARGET
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Two selenium tolerant Lysinibacillus sp. strains are capable of reducing selenite to elemental Se efficiently under aerobic conditions 被引量:8
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作者 Ju Zhang Yue Wang +4 位作者 Zongyuan Shao Jing Li Shuting Zan Shoubiao Zhou Ruyi Yang 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2019年第3期238-249,共12页
Microbes play important roles in the transport and transformation of selenium(Se) in the environment, thereby influencing plant resistance to Se and Se accumulation in plant. The objectives are to characterize the bac... Microbes play important roles in the transport and transformation of selenium(Se) in the environment, thereby influencing plant resistance to Se and Se accumulation in plant. The objectives are to characterize the bacteria with high Se tolerance and reduction capacity and explore the significance of microbial origins on their Se tolerance, reduction rate and efficiency. Two bacterial strains were isolated from a naturally occurred Se-rich soil at tea orchard in southern Anhui Province, China. The reduction kinetics of selenite was investigated and the reducing product was characterized using scanning electron microscopy and transmission electron microscopy-energy dispersive spectroscopy. The bacteria were identified as Lysinibacillus xylanilyticus and Lysinibacillus macrolides,respectively, using morphological, physiological and molecular methods. The results showed that the minimal inhibitory concentrations(MICs) of selenite for L. xylanilyticus and L. macrolides were 120 and 220 mmol/L, respectively, while MICs of selenate for L.xylanilyticus and L. macrolides were 800 and 700 mmol/L, respectively. Both strains aerobically reduced selenite with an initial concentration of 1.0 mmol/L to elemental Se nanoparticles(SeNPs) completely within 36 hr. Biogenic SeNPs were observed both inside and outside the cells suggesting either an intra-or extracellular reduction process. Our study implied that the microbes from Se-rich environments were more tolerant to Se and generally quicker and more efficient than those from Se-free habitats in the reduction of Se oxyanions. The bacterial strains with high Se reduction capacity and the biological synthesized Se NPs would have potential applications in agriculture, food, environment and medicine. 展开更多
关键词 SELENIUM TOLERANT bacteria SELENITE REDUCTION Nanoparticles REDUCTION rate REDUCTION efficiency Sources
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Feasibility of Tea Saponin-Enhanced Soil Washing in a Soybean Oil-Water Solvent System to Extract PAHs/Cd/Ni Efficiently from a Coking Plant Site 被引量:6
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作者 YE Mao SUN Mingming +8 位作者 XIE Shanni LIU Kuan FENG Yanfang ZHAO Yu WAN Jinzhong HU Feng LI Huixin ZONG Lianggang JIANG Xin 《Pedosphere》 SCIE CAS CSCD 2017年第3期452-464,共13页
Mixed contaminated brownfield sites have brought serious risks to human health and environmental safety. With the purpose of removing polycyclic aromatic hydrocarbons (PAHs) and heavy metals from a coking plant site... Mixed contaminated brownfield sites have brought serious risks to human health and environmental safety. With the purpose of removing polycyclic aromatic hydrocarbons (PAHs) and heavy metals from a coking plant site, an innovative technology for ex-situ washing was developed in the present work. The combination of 15.0 mLL-1 soybean oil and 7.5 g L-1 tea saponin proved an effective method to extract co-pollutants from soil. After two consecutive washing cycles, the efficiency rates of removal for 3-, 4-, 5(+6)-ring, and total PAHs, Cd, and Ni were approximately 98.2%, 96.4%, 92.3%, 96.3%, 94.1%, and 89.4%, respectively. Meanwhile, as evaluated by Tenax extraction method and metal stability indices, the residual PAHs and heavy metals after consecutive washing mainly existed in the form with extremely low bioaccessibility in the soil. Thus, in the soil after two washing cycles, there appeared limited environmental transfer risk of co-pollutants. Moreover, a subsequent precipitation method with alkaline solution and PAH- degrading strain Sphingobium sp. PHE9 inoculation effectively removed 84.6%-100% of Cd, 82.5%-91.7% of Ni, and 92.6%-98.4% of PAHs from the first and second washing solvents. The recovered solvents also exhibited a high recycling effectiveness. Therefore, the combined cleanup strategy proposed in this study proved environmentally friendly, which also played a major role in risk assessment and marlagement in mixed polluted sites. 展开更多
关键词 DESORPTION mixed contaminated site partition index redistribution index removal efficiency sequential extraction Wenax extraction
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Discussion on How to Spread Campus Activities Efficiently in the New Media Era
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作者 LINLin 《外文科技期刊数据库(文摘版)教育科学》 2022年第11期021-024,共4页
School is an important place for teaching and educating people, and the spread of ideas, ideas and knowledge depends on the development of campus activities. The realization of efficient dissemination of campus activi... School is an important place for teaching and educating people, and the spread of ideas, ideas and knowledge depends on the development of campus activities. The realization of efficient dissemination of campus activities will help to enhance the function and value of school education and promote the common progress of teachers and students. In the new media era, great changes have taken place in peoples life, learning habits and reading styles. Campus activity communication also needs to keep pace with social development to achieve optimization and improvement. The article briefly introduces the "new media", and puts forward the idea of realizing the efficient communication of campus activities from the aspects of the form, content, operation mode, form and communication technology of the dissemination of information title, aiming to promote the effectiveness of public opinion propaganda in schools at all levels. 展开更多
关键词 new media era campus activities high efficiency SPREAD
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A new type of cementation flushing fluid for efficiently removing wellbore filter cake
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作者 Chen Erding Wang Chengwen Meng Renzhou 《Natural Gas Industry B》 2015年第5期455-460,共6页
For effectively removing the water-based drilling fluid filter cake and improving interfacial cementing strength and cementing quality,a new type of cementation flushing fluid(WD-C)was developed based on the strong fl... For effectively removing the water-based drilling fluid filter cake and improving interfacial cementing strength and cementing quality,a new type of cementation flushing fluid(WD-C)was developed based on the strong flushing principle of water soluble fiber and the oxygenolysis principle of filter cake.It is composed of 0.5%WF-H fiber,2.2%WF-O oxidant,0.35%FeSO_(4),1.8%KCl,3.0%swollen powder perlite and water with its density of 1.03 g/cm^(3).This cementation flushing fluid was systematically tested and evaluated in terms of its washing efficiency on the filter cake of water-based drilling fluid and its capacity to improve the bonding strength of cementation interface.In addition,an analysis was performed of its effect on the physical-chemical characteristics and the micro-structures of interfacial cements by means of infrared spectrum(IR),scanning electron microscope(SEM)and energy dispersive X-ray detector(EDS).It is shown that the new cementation flushing fluid presents excellent washing effect on water-based drilling fluid filter cake(with washing time within 10 min).The cement particles at the cemented interface can be hydrated normally,and hydrated calcium silicate gel,Ca(OH)_(2)and rod-shaped ettringite(AFt)crystal are generated and interwoven with each other.In this way,dense network structures are formed,so the bonding strength of the second cementing interface rises significantly,and then cementing quality is improved.Based on the research results,one more technology is set up for removing the water-based drilling fluid filter cake efficiently and improving the bonding strength of the second cementing interface. 展开更多
关键词 Flushing fluid Water-based drilling fluid Washing efficiency Filter cake Well cementing Interfacial cementation Cementing quality
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Experimental realization to efficiently sort vector beams by polarization topological charge via Pancharatnam–Berry phase modulation 被引量:4
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作者 SHUIQIN ZHENG YING LI +6 位作者 QINGGANG LIN XUANKE ZENG GUOLIANG ZHENG YI CAI ZHENKUAN CHEN SHIXIANG XU DIANYUAN FAN 《Photonics Research》 SCIE EI 2018年第5期385-389,共5页
This paper reports the experimental realization of efficiently sorting vector beams by polarization topological charge (PTC). The PTC of a vector beam can be defined as the repetition number of polarization state ch... This paper reports the experimental realization of efficiently sorting vector beams by polarization topological charge (PTC). The PTC of a vector beam can be defined as the repetition number of polarization state change along the azimuthal axis, while its sign stands for the rotating direction of the polarization. Here, a couple of liquid crystal Pancharatnam-Berry optical dements (PBOEs) have been used to introduce conjugated spatial phase modulations for two orthogonal circular polarization states. Applying these PBOEs in a 4-foptical system, our experiments show the setup can work for PTC sorting with a separation efficiency of more than 58%. This work provides an effective way to decode information from different PTCs, which may be interesting in many fields, especially in optical communication. 展开更多
关键词 Experimental realization to efficiently sort vector beams polarization topological charge via Pancharatnam-Berry phase modulation
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Neuromodulation techniques for modulating cognitive function:Enhancing stimulation precision and intervention effects
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作者 Hanwen Cao Li Shang +9 位作者 Deheng Hu Jianbing Huang Yu Wang Ming Li Yilin Song Qianzi Yang Yan Luo Ying Wang Xinxia Cai Juntao Liu 《Neural Regeneration Research》 2026年第2期491-501,共11页
Neuromodulation techniques effectively intervene in cognitive function,holding considerable scientific and practical value in fields such as aerospace,medicine,life sciences,and brain research.These techniques utilize... Neuromodulation techniques effectively intervene in cognitive function,holding considerable scientific and practical value in fields such as aerospace,medicine,life sciences,and brain research.These techniques utilize electrical stimulation to directly or indirectly target specific brain regions,modulating neural activity and influencing broader brain networks,thereby regulating cognitive function.Regulating cognitive function involves an understanding of aspects such as perception,learning and memory,attention,spatial cognition,and physical function.To enhance the application of cognitive regulation in the general population,this paper reviews recent publications from the Web of Science to assess the advancements and challenges of invasive and non-invasive stimulation methods in modulating cognitive functions.This review covers various neuromodulation techniques for cognitive intervention,including deep brain stimulation,vagus nerve stimulation,and invasive methods using microelectrode arrays.The non-invasive techniques discussed include transcranial magnetic stimulation,transcranial direct current stimulation,transcranial alternating current stimulation,transcutaneous electrical acupoint stimulation,and time interference stimulation for activating deep targets.Invasive stimulation methods,which are ideal for studying the pathogenesis of neurological diseases,tend to cause greater trauma and have been less researched in the context of cognitive function regulation.Non-invasive methods,particularly newer transcranial stimulation techniques,are gentler and more appropriate for regulating cognitive functions in the general population.These include transcutaneous acupoint electrical stimulation using acupoints and time interference methods for activating deep targets.This paper also discusses current technical challenges and potential future breakthroughs in neuromodulation technology.It is recommended that neuromodulation techniques be combined with neural detection methods to better assess their effects and improve the accuracy of non-invasive neuromodulation.Additionally,researching closed-loop feedback neuromodulation methods is identified as a promising direction for future development. 展开更多
关键词 acupuncture points ATTENTION brain COGNITION efficiency electrical stimulation MICROELECTRODES movement disorders nervous system PERCEPTION
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Quantum-Size FeS_(2) with Delocalized Electronic Regions Enable High-Performance Sodium-Ion Batteries Across Wide Temperatures
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作者 Tianlin Li Danyang Zhao +8 位作者 Meiyu Shi Chao Tian Jie Yi Qing Yin Yongzhi Li Bin Xiao Jiqiu Qi Peng Cao Yanwei Sui 《Nano-Micro Letters》 2026年第1期355-374,共20页
Wide-temperature applications of sodium-ion batteries(SIBs)are severely limited by the sluggish ion insertion/diffusion kinetics of conversion-type anodes.Quantum-sized transition metal dichalcogenides possess unique ... Wide-temperature applications of sodium-ion batteries(SIBs)are severely limited by the sluggish ion insertion/diffusion kinetics of conversion-type anodes.Quantum-sized transition metal dichalcogenides possess unique advantages of charge delocalization and enrich uncoordinated electrons and short-range transfer kinetics,which are crucial to achieve rapid low-temperature charge transfer and high-temperature interface stability.Herein,a quantum-scale FeS_(2) loaded on three-dimensional Ti_(3)C_(2) MXene skeletons(FeS_(2) QD/MXene)fabricated as SIBs anode,demonstrating impressive performance under wide-temperature conditions(−35 to 65).The theoretical calculations combined with experimental characterization interprets that the unsaturated coordination edges of FeS_(2) QD can induce delocalized electronic regions,which reduces electrostatic potential and significantly facilitates efficient Na+diffusion across a broad temperature range.Moreover,the Ti_(3)C_(2) skeleton reinforces structural integrity via Fe-O-Ti bonding,while enabling excellent dispersion of FeS_(2) QD.As expected,FeS_(2) QD/MXene anode harvests capacities of 255.2 and 424.9 mAh g^(−1) at 0.1 A g^(−1) under−35 and 65,and the energy density of FeS_(2) QD/MXene//NVP full cell can reach to 162.4 Wh kg^(−1) at−35,highlighting its practical potential for wide-temperatures conditions.This work extends the uncoordinated regions induced by quantum-size effects for exceptional Na^(+)ion storage and diffusion performance at wide-temperatures environment. 展开更多
关键词 Quantum-size effect Electron delocalization Efficient short-range transfer kinetics Wide-temperature Sodium-ion batteries
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Efficient Arabic Essay Scoring with Hybrid Models: Feature Selection, Data Optimization, and Performance Trade-Offs
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作者 Mohamed Ezz Meshrif Alruily +4 位作者 Ayman Mohamed Mostafa Alaa SAlaerjan Bader Aldughayfiq Hisham Allahem Abdulaziz Shehab 《Computers, Materials & Continua》 2026年第1期2274-2301,共28页
Automated essay scoring(AES)systems have gained significant importance in educational settings,offering a scalable,efficient,and objective method for evaluating student essays.However,developing AES systems for Arabic... Automated essay scoring(AES)systems have gained significant importance in educational settings,offering a scalable,efficient,and objective method for evaluating student essays.However,developing AES systems for Arabic poses distinct challenges due to the language’s complex morphology,diglossia,and the scarcity of annotated datasets.This paper presents a hybrid approach to Arabic AES by combining text-based,vector-based,and embeddingbased similarity measures to improve essay scoring accuracy while minimizing the training data required.Using a large Arabic essay dataset categorized into thematic groups,the study conducted four experiments to evaluate the impact of feature selection,data size,and model performance.Experiment 1 established a baseline using a non-machine learning approach,selecting top-N correlated features to predict essay scores.The subsequent experiments employed 5-fold cross-validation.Experiment 2 showed that combining embedding-based,text-based,and vector-based features in a Random Forest(RF)model achieved an R2 of 88.92%and an accuracy of 83.3%within a 0.5-point tolerance.Experiment 3 further refined the feature selection process,demonstrating that 19 correlated features yielded optimal results,improving R2 to 88.95%.In Experiment 4,an optimal data efficiency training approach was introduced,where training data portions increased from 5%to 50%.The study found that using just 10%of the data achieved near-peak performance,with an R2 of 85.49%,emphasizing an effective trade-off between performance and computational costs.These findings highlight the potential of the hybrid approach for developing scalable Arabic AES systems,especially in low-resource environments,addressing linguistic challenges while ensuring efficient data usage. 展开更多
关键词 Automated essay scoring text-based features vector-based features embedding-based features feature selection optimal data efficiency
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Artificial Intelligence (AI)-Enabled Unmanned Aerial Vehicle (UAV) Systems for Optimizing User Connectivity in Sixth-Generation (6G) Ubiquitous Networks
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作者 Zeeshan Ali Haider Inam Ullah +2 位作者 Ahmad Abu Shareha Rashid Nasimov Sufyan Ali Memon 《Computers, Materials & Continua》 2026年第1期534-549,共16页
The advent of sixth-generation(6G)networks introduces unprecedented challenges in achieving seamless connectivity,ultra-low latency,and efficient resource management in highly dynamic environments.Although fifth-gener... The advent of sixth-generation(6G)networks introduces unprecedented challenges in achieving seamless connectivity,ultra-low latency,and efficient resource management in highly dynamic environments.Although fifth-generation(5G)networks transformed mobile broadband and machine-type communications at massive scales,their properties of scaling,interference management,and latency remain a limitation in dense high mobility settings.To overcome these limitations,artificial intelligence(AI)and unmanned aerial vehicles(UAVs)have emerged as potential solutions to develop versatile,dynamic,and energy-efficient communication systems.The study proposes an AI-based UAV architecture that utilizes cooperative reinforcement learning(CoRL)to manage an autonomous network.The UAVs collaborate by sharing local observations and real-time state exchanges to optimize user connectivity,movement directions,allocate power,and resource distribution.Unlike conventional centralized or autonomous methods,CoRL involves joint state sharing and conflict-sensitive reward shaping,which ensures fair coverage,less interference,and enhanced adaptability in a dynamic urban environment.Simulations conducted in smart city scenarios with 10 UAVs and 50 ground users demonstrate that the proposed CoRL-based UAV system increases user coverage by up to 10%,achieves convergence 40%faster,and reduces latency and energy consumption by 30%compared with centralized and decentralized baselines.Furthermore,the distributed nature of the algorithm ensures scalability and flexibility,making it well-suited for future large-scale 6G deployments.The results highlighted that AI-enabled UAV systems enhance connectivity,support ultra-reliable low-latency communications(URLLC),and improve 6G network efficiency.Future work will extend the framework with adaptive modulation,beamforming-aware positioning,and real-world testbed deployment. 展开更多
关键词 6G networks UAV-based communication cooperative reinforcement learning network optimization user connectivity energy efficiency
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Efficiently identifying coalbed methane enrichment areas by detecting and locating low-frequency signals in the coal mine
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作者 Siyu Miao Guanwen Cheng +4 位作者 Haijiang Zhang Yuqi Huang Ning Gu Huasheng Zha Ji Gao 《Geohazard Mechanics》 2023年第1期86-93,共8页
Low-frequency signals have been widely found in the conventional oil/gas field and volcanic region as well as during hydraulic fracturing of unconventional oil/gas reservoirs.Their generation mechanism has been ascrib... Low-frequency signals have been widely found in the conventional oil/gas field and volcanic region as well as during hydraulic fracturing of unconventional oil/gas reservoirs.Their generation mechanism has been ascribed to the flow of gas/fluid in the fractures,which can induce the Krauklis wave around fractures and can further excite low-frequency seismic body wave signals at diffraction points.Thus,it is theoretically feasible to determine the gas/fluid enrichment areas and migration pathways by locating the low-frequency signals.Here we have utilized a surface dense seismic array deployed above the Sijiazhuang coal mine in Shanxi province to detect and locate such low-frequency signals that are dominant in the frequency range of 1.5–4.0 Hz.Waveform migrationbased location method is employed to locate these signals that have low signal to noise ratios.We further compare the distribution of low-frequency signals and coalbed methane concentrations that are estimated based on ambient noise tomography result with the same seismic array.The spatial consistency between low-frequency signals and coalbed methane enrichment areas suggests that detecting and locating low-frequency signals with a surface seismic array is an efficient way to identify gas enrichment areas and potential gas migration pathways. 展开更多
关键词 Coalbed methane Enrichment areas efficiently detecting Low-frequency signals Coal mine
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An experimental research on single discharge machining of insulating ceramics efficiently with high energy capacitor 被引量:4
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作者 JI RenJie LIU YongHong +3 位作者 ZHANG YanZhen ZHANG HaiFeng LI XiaoPeng DONG Xin 《Science China(Technological Sciences)》 SCIE EI CAS 2011年第6期1537-1545,共9页
Insulating ceramics are applied to modern manufacturing industries for their improved material properties.But they are the difficult-to-machine materials because of their high rigidity,high brittleness and non-electri... Insulating ceramics are applied to modern manufacturing industries for their improved material properties.But they are the difficult-to-machine materials because of their high rigidity,high brittleness and non-electrical conductivity.A new method which employs a high energy capacitor for electric discharge machining of insulating ceramics efficiently is presented in this paper,and the single discharge experiments have been carried out.The process uses the high voltage,large capacitor and high discharge energy,it is able to effectively machine insulating ceramics,and the single discharge crater volume of insulating ceramics can reach 17.63 mm3.The effects of polarity,peak voltage,capacitance,current-limiting resistance,tool electrode feed,tool electrode section area and assisting electrode thickness on the process performance such as the single discharge crater volume,the tool wear ratio and the assisting electrode wear ratio have been investigated.The microstructure of the discharge crater is examined with a scanning electron microscope(SEM).The results show that the discharge craters have sputtering appearance,the insulating ceramic materials are mostly removed by spalling,in the center region of the discharge some materials are removed by melting and vaporization,and the material removal is enhanced with the machining parameters increasing. 展开更多
关键词 EDM insulating ceramics single pulse high energy high efficiency
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Technique of wheat breeding for efficiently utilizing soil nutrient elements
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作者 李继云 刘秀娣 +6 位作者 周伟 孙建华 童依平 刘文杰 李振声 王培田 姚树江 《Science China Chemistry》 SCIE EI CAS 1995年第11期1313-1320,共8页
500 wheat varieties were grown and screened,and 18 of them with better characters identified inthe low phosphorus,low zinc,low boron soil and in contrast with the control(appilied with N,P,Zn andB).A few varieties sho... 500 wheat varieties were grown and screened,and 18 of them with better characters identified inthe low phosphorus,low zinc,low boron soil and in contrast with the control(appilied with N,P,Zn andB).A few varieties showed able to efficiently utilize P,Zn or B in soil,and it has been demonstrated by theanalysis that their roots can secrete more organic acids making the soil pH around the roots decrease.Six or-ganic acids in the roots of four representative varieties were analysed,their contents were of difference amongthe varieties and had a positive correlation with the yield of the varieties in low nutrition soil.All theabove-mentioned provided the scientific basis of crop breeding for efficient utilization of soil nutritions. 展开更多
关键词 wheat BREEDING efficient utilization NUTRIENT ELEMENTS ROOT SECRETION
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基于双流特征交叉融合Efficient Transformer的人脸表情识别
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作者 党宏社 孟饶辰 高宛蓉 《计算机工程与应用》 北大核心 2025年第15期251-257,共7页
面部表情识别在人机交互等现实应用中得到了越来越多的重视。为解决传统方法中由于类间相似性和类内差异引起的识别准确率低等问题,提出了一种双流特征交叉融合Efficient Transformer识别人脸表情的方法。使用IResNet50和MobileFaceNet... 面部表情识别在人机交互等现实应用中得到了越来越多的重视。为解决传统方法中由于类间相似性和类内差异引起的识别准确率低等问题,提出了一种双流特征交叉融合Efficient Transformer识别人脸表情的方法。使用IResNet50和MobileFaceNet分别提取人脸表情的图像和关键点的多尺度特征,同时采用通道注意力机制来增强关键特征并减少参数量;引入了交叉融合高效多头自注意力机制(cross fusion efficient multi-head self-attention,CFEMSA),对相同尺度的双流特征进行交叉融合,以突出面部显著特征;最后采用特征金字塔结构对不同尺度的交叉融合结果进行多尺度融合,以提高识别的准确性。提出的方法在RAF-DB、AffecNet-7和AffecNet-8数据集上的识别准确率分别为91.82%、67.46%和63.65%,实验结果证明该方法有效缓解了类间相似性和类内差异所引起的识别准确率低的问题。 展开更多
关键词 面部表情识别 Efficient Transformer 交叉融合 多尺度特征 特征融合
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YOLOv8-DEL:基于改进YOLOv8n的实时车辆检测算法研究 被引量:8
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作者 古佳欣 陈高华 张春美 《计算机工程与应用》 北大核心 2025年第1期142-152,共11页
车辆检测是智能交通系统和自动驾驶的重要组成部分。然而,实际交通场景中存在许多不确定因素,导致车辆检测模型的准确率低实时性差。为了解决这个问题,提出了一种快速准确的车辆检测算法——YOLOv8-DEL。使用DGCST(dynamic group convol... 车辆检测是智能交通系统和自动驾驶的重要组成部分。然而,实际交通场景中存在许多不确定因素,导致车辆检测模型的准确率低实时性差。为了解决这个问题,提出了一种快速准确的车辆检测算法——YOLOv8-DEL。使用DGCST(dynamic group convolution shuffle transformer)模块代替C2f模块来重构主干网络,以增强特征提取能力并使网络更轻量;添加的P2检测层能使模型更敏锐地定位和检测小目标,同时采用Efficient RepGFPN进行多尺度特征融合,以丰富特征信息并提高模型的特征表达能力;通过结合GroupNorm和共享卷积的优点,设计了一种轻量型共享卷积检测头,在保持精度的前提下,有效减少参数量并提升检测速度。与YOLOv8相比,提出的YOLOv8-DEL在BDD100K数据集和KITTI数据集上,mAP@0.5分别提高了4.8个百分点和1.2个百分点,具有实时检测速度(208.6 FPS和216.4 FPS),在检测精度和速度方面实现了更有利的折中。 展开更多
关键词 车辆检测 YOLOv8 DGCST Efficient RepGFPN 轻量级检测头
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DOGE改革下美国联邦政府采购的治理实验
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作者 赵勇 《中国招标》 2025年第3期14-22,共9页
美国联邦政府采购体系以其繁多的法律体系和复杂的监管框架著称。2025年,随着特朗普政府成立政府效率部门(Department of Government Efficiency,DOGE),美国联邦政府正在探索如何通过创新技术和优化流程提高政府效率和透明度。笔者希望... 美国联邦政府采购体系以其繁多的法律体系和复杂的监管框架著称。2025年,随着特朗普政府成立政府效率部门(Department of Government Efficiency,DOGE),美国联邦政府正在探索如何通过创新技术和优化流程提高政府效率和透明度。笔者希望通过对DOGE成立1个多月以来在推动美国联邦政府采购预算和监管模式的改革方面所采取的措施,探讨美国联邦政府采购的最新改革动向,包括预算削减与采购规模压缩、采购流程AI化、政府采购社会经济政策目标的调整、对采购组织机构和人员的影响、监管方式的改变,以及DOGE的法律与政治挑战、长期影响和示范效应。 展开更多
关键词 政府效率部门(Department of Government Efficiency DOGE) 技术赋能 制度困局 政府采购 治理实验
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FEV-YOLOv8n:轻量化安全帽佩戴检测方法 被引量:3
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作者 韩博 张婧婧 鲁子翱 《计算机测量与控制》 2025年第1期69-77,84,共10页
针对基线YOLOv8n检测算法结构较复杂以及现有的安全帽佩戴检测算法参数量和计算量较大,难以在终端部署等问题,提出一种基于FEV-YOLOv8n的轻量化检测模型;设计一种轻量级的FasterC2f模块改进YOLOv8n的骨干网络,实现网络的参数量和计算量... 针对基线YOLOv8n检测算法结构较复杂以及现有的安全帽佩戴检测算法参数量和计算量较大,难以在终端部署等问题,提出一种基于FEV-YOLOv8n的轻量化检测模型;设计一种轻量级的FasterC2f模块改进YOLOv8n的骨干网络,实现网络的参数量和计算量的降低;在FasterC2f模块中引入EMA注意力机制,融合空间依赖和位置信息,建立长短期的依赖关系,增强对目标表征的关注,以提高模型检测的精度;使用VoVGSCSP模块改进颈部网络,提高遮挡目标以及小目标的辨识度;实验结果表明,改进YOLOv8n模型map值为92.5%,相较于YOLOv8n算法,模型大小减少20%,计算量降低18.5%,参数量降低15.7%,为安全帽佩戴检测的轻量化研究提供理论参考。 展开更多
关键词 目标检测 安全帽 FasterC2f 轻量化 Efficient Multi-Scale Attention VoVGSCSP
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基于CNN和Efficient Transformer的多尺度遥感图像语义分割算法 被引量:1
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作者 张振利 胡新凯 +2 位作者 李凡 冯志成 陈智超 《浙江大学学报(工学版)》 北大核心 2025年第4期778-786,共9页
针对现有方法存在遥感图像的多尺度地物特征提取困难和目标边缘分割不准确的问题,提出新的语义分割算法.利用CNN和Efficient Transformer构建双编码器,解耦上下文信息和空间信息.提出特征融合模块加强编码器间的信息交互,有效融合全局... 针对现有方法存在遥感图像的多尺度地物特征提取困难和目标边缘分割不准确的问题,提出新的语义分割算法.利用CNN和Efficient Transformer构建双编码器,解耦上下文信息和空间信息.提出特征融合模块加强编码器间的信息交互,有效融合全局上下文信息和局部细节信息.构建分层Transformer结构提取不同尺度的特征信息,使编码器有效专注不同尺度的物体.提出边缘细化损失函数,缓解遥感图像目标边缘分割不准确的问题.实验结果表明,在ISPRS Vaihingen和ISPRS Potsdam数据集上,所提算法的平均交并比(MIoU)分别为72.45%和82.29%.在SAMRS数据集中的SOTA、SIOR和FAST子集上,所提算法的MIoU分别为88.81%、97.29%和86.65%,总体精度和平均交并比指标均优于对比模型.所提算法在各类不同尺度的目标上有较好的分割性能. 展开更多
关键词 遥感图像 语义分割 双编码器结构 特征融合 Efficient Transformer
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SEFormer:A Lightweight CNN-Transformer Based on Separable Multiscale Depthwise Convolution and Efficient Self-Attention for Rotating Machinery Fault Diagnosis 被引量:1
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作者 Hongxing Wang Xilai Ju +1 位作者 Hua Zhu Huafeng Li 《Computers, Materials & Continua》 SCIE EI 2025年第1期1417-1437,共21页
Traditional data-driven fault diagnosis methods depend on expert experience to manually extract effective fault features of signals,which has certain limitations.Conversely,deep learning techniques have gained promine... Traditional data-driven fault diagnosis methods depend on expert experience to manually extract effective fault features of signals,which has certain limitations.Conversely,deep learning techniques have gained prominence as a central focus of research in the field of fault diagnosis by strong fault feature extraction ability and end-to-end fault diagnosis efficiency.Recently,utilizing the respective advantages of convolution neural network(CNN)and Transformer in local and global feature extraction,research on cooperating the two have demonstrated promise in the field of fault diagnosis.However,the cross-channel convolution mechanism in CNN and the self-attention calculations in Transformer contribute to excessive complexity in the cooperative model.This complexity results in high computational costs and limited industrial applicability.To tackle the above challenges,this paper proposes a lightweight CNN-Transformer named as SEFormer for rotating machinery fault diagnosis.First,a separable multiscale depthwise convolution block is designed to extract and integrate multiscale feature information from different channel dimensions of vibration signals.Then,an efficient self-attention block is developed to capture critical fine-grained features of the signal from a global perspective.Finally,experimental results on the planetary gearbox dataset and themotor roller bearing dataset prove that the proposed framework can balance the advantages of robustness,generalization and lightweight compared to recent state-of-the-art fault diagnosis models based on CNN and Transformer.This study presents a feasible strategy for developing a lightweight rotating machinery fault diagnosis framework aimed at economical deployment. 展开更多
关键词 CNN-Transformer separable multiscale depthwise convolution efficient self-attention fault diagnosis
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Boosting high-performance in Zr-rich side protonic solid oxide electrolysis cells by optimizing functional interlayer 被引量:1
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作者 Chunmei Tang Ning Wang +3 位作者 Sho Kitano Hiroki Habazaki Yoshitaka Aoki Siyu Ye 《Green Energy & Environment》 SCIE EI CAS 2025年第1期150-160,共11页
Protonic solid oxide electrolysis cells(P-SOECs)are a promising technology for water electrolysis to produce green hydrogen.However,there are still challenges related key materials and anode/electrolyte interface.P-SO... Protonic solid oxide electrolysis cells(P-SOECs)are a promising technology for water electrolysis to produce green hydrogen.However,there are still challenges related key materials and anode/electrolyte interface.P-SOECs with Zr-rich electrolyte,called Zr-rich side P-SOECs,possess high thermodynamically stability under high steam concentrations but the large reaction resistances and the current leakage,thus the inferior performances.In this study,an efficient functional interlayer Ba_(0.95)La_(0.05)Fe_(0.8)Zn_(0.2)O_(3-δ)(BLFZ)in-between the anode and the electrolyte is developed.The electrochemical performances of P-SOECs are greatly enhanced because the BLFZ can greatly increase the interface contact,boost anode reaction kinetics,and increase proton injection into electrolyte.As a result,the P-SOEC yields high current density of 0.83 A cm^(-2) at 600℃ in 1.3 Vamong all the reported Zr-rich side cells.This work not only offers an efficient functional interlayer for P-SOECs but also holds the potential to achieve P-SOECs with high performances and long-term stability. 展开更多
关键词 Functional interlayer Zr-rich side electrolyte Protonic solid oxide electrolysis cells Current density Faradaic efficiency
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