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Review on Capacity Optimization of Traction Transformer for High-Speed Railway
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作者 Ruoqiong Li Linrun Xiao +1 位作者 Jingtao Lu Xin Li 《Energy Engineering》 EI 2022年第6期2533-2548,共16页
In electrified railways,traction load not only fluctuates between peaks and valleys,but also has a situation of low utilization rate of average load throughout the day and short overload.The traction transformer selec... In electrified railways,traction load not only fluctuates between peaks and valleys,but also has a situation of low utilization rate of average load throughout the day and short overload.The traction transformer selects the capacity with the peak load as the demand boundary,which will cause the capacity utilization rate to be low and even lead to the economic decline of the traction power supply system.This article summarizes the existing configuration methods for capacity optimization of traction transformer.Then under the conditions of energy storage and new energy access to traction power supply system,the three aspects are described as follows.Firstly,the energy storage device is connected to the system,which can pull the capacity of traction transformer to achieve peak shifting and valley filling.Then,the possibility of integrated configuration of new energy and traction power supply system to optimize the capacity of traction transformer and the methods of optimal configuration of traction transformer capacity by using new energy such as wind and light are summarized.Finally,this paper discusses the current structure of new energy access to traction power supply system,and it looks forward to the feasibility of new energy access to traction power supply system cooperating with energy storage devices to optimize the capacity of traction transformer. 展开更多
关键词 Traction transformer capacity optimization new energy energy storage system
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Analysis on unit maximum capacity of orthogonal multiple watermarking for multimedia signals in B5G wireless communications
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作者 Mianjie Li Senfeng Lai +4 位作者 Jiao Wang Zhihong Tian Nadra Guizani Xiaojiang Du Chun Shan 《Digital Communications and Networks》 SCIE CSCD 2024年第1期38-44,共7页
Beyond-5G(B5G)aims to meet the growing demands of mobile traffic and expand the communication space.Considering that intelligent applications to B5G wireless communications will involve security issues regarding user ... Beyond-5G(B5G)aims to meet the growing demands of mobile traffic and expand the communication space.Considering that intelligent applications to B5G wireless communications will involve security issues regarding user data and operational data,this paper analyzes the maximum capacity of the multi-watermarking method for multimedia signal hiding as a means of alleviating the information security problem of B5G.The multiwatermarking process employs spread transform dither modulation.During the watermarking procedure,Gram-Schmidt orthogonalization is used to obtain the multiple spreading vectors.Consequently,multiple watermarks can be simultaneously embedded into the same position of a multimedia signal.Moreover,the multiple watermarks can be extracted without affecting one another during the extraction process.We analyze the effect of the size of the spreading vector on the unit maximum capacity,and consequently derive the theoretical relationship between the size of the spreading vector and the unit maximum capacity.A number of experiments are conducted to determine the optimal parameter values for maximum robustness on the premise of high capacity and good imperceptibility. 展开更多
关键词 B5G Multimedia information security Spread transform dither modulation Spreading vector measurement Unit maximum capacity
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融合多项式特征扩展与CNN-Transformer模型的锂电池SOH估计
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作者 陈媛 章思源 +2 位作者 蔡宇晶 黄小贺 刘炎忠 《储能科学与技术》 CAS CSCD 北大核心 2024年第9期2995-3005,共11页
为了提高锂离子电池健康状态(state of health,SOH)估计的精确度,本研究结合卷积神经网络(convolutional neural networks,CNN)强大的局部特征提取能力和Transformer的序列处理能力,提出了基于多项式特征扩展的CNN-Transformer融合模型... 为了提高锂离子电池健康状态(state of health,SOH)估计的精确度,本研究结合卷积神经网络(convolutional neural networks,CNN)强大的局部特征提取能力和Transformer的序列处理能力,提出了基于多项式特征扩展的CNN-Transformer融合模型。该方法提取了与电池容量高度相关的增量容量(incremental capacity,IC)曲线峰值、IC曲线对应电压、面积及充电时间作为健康因子,然后将其进行多项式扩展,增加融合模型对输入特征的非线性处理能力。引入主成分分析法(principal component analysis,PCA)对特征空间进行降维,有利于捕获数据有效信息,减少模型训练时间。采用美国国家宇航局(National Aeronautics and Space Administration,NASA)数据集和马里兰大学数据集,通过加入多项式特征前后的CNN-Transformer模型对比、加入多项式特征的CNN-Transformer模型和单一模型算法对比,验证了加入多项式特征的CNN-Transformer融合算法的有效性和精确度,结果表明提出模型的SOH估计精度相较于未加入多项式特征的CNN-Transformer模型,对于B0005、B0006、B0007、B0018数据集分别提高了38.71%、50.28%、4.71%、17.58%。 展开更多
关键词 锂离子电池 电池健康状态预测 主成分分析法 CNN-transformer 增量容量分析 多项式特征
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基于Transformer的多维度图像应用
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作者 高政霞 《科技创新与应用》 2023年第10期5-8,共4页
Transformer自提出以来便热度不降,特别是在自然语言处理领域热度不减。该文首先回顾Transformer的发展历程,分析Transformer在自然语言处理领域的特点和优缺点。总结基于计算机视觉领域应用Transformer模型的技术瓶颈,特别是基于Transf... Transformer自提出以来便热度不降,特别是在自然语言处理领域热度不减。该文首先回顾Transformer的发展历程,分析Transformer在自然语言处理领域的特点和优缺点。总结基于计算机视觉领域应用Transformer模型的技术瓶颈,特别是基于Transformer的多维度图像分类的模型应用C-Tran模型,该文着重于Transformer对计算机视觉领域的革新和模型应用,在现有研究基础上分析多标签多维度图像应用的模型及模型效果,最后提出多维度视觉图像的具体应用情况。 展开更多
关键词 transformer 多标签 多维度图像分类 C-Tran 应用
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Migration and Transformation of Coated Controlled Release Nitrogen in Soil under Co-situs Application Mode 被引量:11
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作者 肖强 王甲辰 +4 位作者 左强 张琳 刘宝存 赵同科 邹国元 《Agricultural Science & Technology》 CAS 2009年第6期144-149,共6页
By using field trials, the migration and transformation of coated controlled release nitrogen (YZS80) in soil under the co-situs application mode were studied. The results indicated that YZS80 nitrogen dissolved out... By using field trials, the migration and transformation of coated controlled release nitrogen (YZS80) in soil under the co-situs application mode were studied. The results indicated that YZS80 nitrogen dissolved out in average speed of about 0.4%/d and 32% totally in 80 d compared with common compound fertUizer. For YZS80, in the vertical downward direction of application points, urea nitrogen content increased significantly (P 〈0.05) in the 45 -80 d and the 30 -60 cm soil layers; nitrate nitrogen content was little change range and in moderate (10 -100 mg/kg) in 0 -80 d and 10 -60 cm soil layers, but increased significantly ( P 〈0.05) 45 -80 d compared to 0 -45 d; ammonium nitrogen content was significant lower (P〈0.05) before 45 d in 10 -30 cm soil layers, but significant higher(P〈0.05) after 45 d in 10 -60 cm soil layers; NO3^- -N/NH4^+ -N meets gradually the needs of the crop with the extension of time. Under the co-situs application mode, the possibility of burning root and salt injury and loss dsk of nitrate leaching is a significant reduction. 展开更多
关键词 Co-situs application Slow/controlled release fertilizer MIGRATION TRANSFORMATION
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Estimating model for urban carrying capacity on bike-sharing 被引量:1
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作者 YU Jia-jie JI Yan-jie +1 位作者 YI Chen-yu LIU Yang 《Journal of Central South University》 SCIE EI CAS CSCD 2021年第6期1775-1785,共11页
As the demand for bike-sharing has been increasing,the oversupply problem of bike-sharing has occurred,which leads to the waste of resources and disturbance of the urban environment.In order to regulate the supply vol... As the demand for bike-sharing has been increasing,the oversupply problem of bike-sharing has occurred,which leads to the waste of resources and disturbance of the urban environment.In order to regulate the supply volume of bike-sharing reasonably,an estimating model was proposed to quantify the urban carrying capacity(UCC)for bike-sharing through the demand data.In this way,the maximum supply volume of bike-sharing that a city can accommodate can be obtained.The UCC on bike-sharing is reflected in the road network carrying capacity(RNCC)and parking facilities’carrying capacity(PFCC).The space-time consumption method and density-based spatial clustering of application with noise(DBSCAN)algorithm were used to explore the RNCC and PFCC for bike-sharing.Combined with the users’demand,the urban load ratio on bike-sharing can be evaluated to judge whether the UCC can meet users’demand,so that the supply volume of bike-sharing and distribution of the related facilities can be adjusted accordingly.The application of the model was carried out by estimating the UCC and load ratio of each traffic analysis zone in Nanjing,China.Compared with the field survey data,the effect of the proposed algorithm was verified. 展开更多
关键词 bike-sharing urban carrying capacity space-time consumption method density-based spatial clustering of application with noise(DBSCAN)algorithm
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Traditional Architectural Construction Style in the Contemporary Application and Transformation——A Case Study in the Eastern Area of Zhejiang Province 被引量:2
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作者 张友军 刘岚 《Journal of Landscape Research》 2010年第9期12-16,共5页
Traditional architectural construction style had rich connotation for application and transformation in contemporary architectural space design.With buildings in the eastern areas of Zhejiang Province as the research ... Traditional architectural construction style had rich connotation for application and transformation in contemporary architectural space design.With buildings in the eastern areas of Zhejiang Province as the research subjects,the paper explored forms of application and transformation and specific design techniques from microcosmic point. 展开更多
关键词 TRADITIONAL architecture Construction STYLE application and transformation
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Magnesium-based biomaterials as emerging agents for bone repair and regeneration:from mechanism to application 被引量:19
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作者 Hang Zhou Bing Liang +2 位作者 Haitao Jiang Zhongliang Deng Kexiao Yu 《Journal of Magnesium and Alloys》 SCIE EI CAS CSCD 2021年第3期779-804,共26页
Magnesium(Mg)is the fourth most abundant element in the human body and is important in terms of specific osteogenesis functions.Here,we provide a comprehensive review of the use of magnesium-based biomaterials(MBs)in ... Magnesium(Mg)is the fourth most abundant element in the human body and is important in terms of specific osteogenesis functions.Here,we provide a comprehensive review of the use of magnesium-based biomaterials(MBs)in bone reconstruction.We review the history of MBs and their excellent biocompatibility,biodegradability and osteopromotive properties,highlighting them as candidates for a new generation of biodegradable orthopedic implants.In particular,the results reported in the field-specific literature(280 articles)in recent decades are dissected with respect to the extensive variety of MBs for orthopedic applications,including Mg/Mg alloys,bioglasses,bioceramics,and polymer materials.We also summarize the osteogenic mechanism of MBs,including a detailed section on the physiological process,namely,the enhanced osteogenesis,promotion of osteoblast adhesion and motility,immunomodulation,and enhanced angiogenesis.Moreover,the merits and limitations of current bone grafts and substitutes are compared.The objective of this review is to reveal the strong potential of MBs for their use as agents in bone repair and regeneration and to highlight issues that impede their clinical translation.Finally,the development and challenges of MBs for transplanted orthopedic materials are discussed. 展开更多
关键词 Magnesium-based biomaterials Bone reconstruction Orthopedic applications Future perspectives Clinical transformation
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A research into the application of the production capacity of passenger and light commercial vehicles in China
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作者 P.h D. JI Xuehong Auto Industry Development Institute , CATARC 《中国汽车(英文版)》 2007年第6期12-,11,共2页
1. An overall judgment on the situation 2006 saw the rapid growth of passenger vehicles, with the production capacity putting into use rose from less than 70 percent to around 80 percent. That with light commercial ve... 1. An overall judgment on the situation 2006 saw the rapid growth of passenger vehicles, with the production capacity putting into use rose from less than 70 percent to around 80 percent. That with light commercial vehicles was similar too. The situation in 2005 and 2006 showed that there are no evidential overdone production capacity. 展开更多
关键词 A research into the application of the production capacity of passenger and light commercial vehicles in China
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AN APPLICATION OF UNGAR’S DIFFERENTIAL TRANSFORM TO ELASTODYNAMICS
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作者 胡德绥 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 1989年第7期675-678,共4页
In recent years, a lot of writers have used Cagniard-de Hoop's method[1][] to solve some problems of elastic wave. But it is a difficult and complicated task to change the path of integration when we use this meth... In recent years, a lot of writers have used Cagniard-de Hoop's method[1][] to solve some problems of elastic wave. But it is a difficult and complicated task to change the path of integration when we use this method. A differential transform by A.Ungar[3,6] can obviate this difficulty. In this paper, weuse Ungar 's differential transform to solve a case of Lamb's problem [1][2] 展开更多
关键词 exp S DIFFERENTIAL TRANSFORM TO ELASTODYNAMICS AN application OF UNGAR
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Characteristic of specific heat capacity of NiTi alloy phases
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作者 田青超 吴建生 《中国有色金属学会会刊:英文版》 CSCD 2000年第6期737-740,共4页
The specific heat capacity of NiTi alloy at constant pressure using MDSC (Modulated differential scanning calorimeter) was determined. It was found that the variation tendencies of the specific heat capacity for diffe... The specific heat capacity of NiTi alloy at constant pressure using MDSC (Modulated differential scanning calorimeter) was determined. It was found that the variation tendencies of the specific heat capacity for different phases are different. The fitting equations of the specific heat capacity for martensite and austenite phases were presented. Then, a reason, based on thermodynamic point of view, was proposed to explain the difference of the specific heat capacity between martensitic and austenitic phases. Finally, compared with the specific heat capacity of pure Ni and Ti, it was found that the specific heat capacity of NiTi alloy is inherent to that of pure Ti. When the specific heat capacity of NiTi alloy is calculated by Neuman Kopp, in the temperature region of phase transformation and the temperature higher than 400 K, the results are not desirable.[ 展开更多
关键词 specific heat capacity NITI phase transformation THERMODYNAMIC
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Transformation Behaviour of Austenite in Steel under Condition of Stress-strain and Its Application
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作者 Xu WANG Sigen WANG and Lixian HUA (Dept. of Materials Science and Engineering, University of Science and Technology Beijing, Beijing, 100083, China) 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 1995年第6期440-442,共3页
Austenite can be retained at ambient temperature in steels by alloying and processing control. The transformation from austenite to martensite occurs under a certain conditions : thermal or deformation. Stress-strain ... Austenite can be retained at ambient temperature in steels by alloying and processing control. The transformation from austenite to martensite occurs under a certain conditions : thermal or deformation. Stress-strain induced martensitic transformation is important to improve the plasticity of steels which is called transformation induced plasticity (TRIP). Strength-ductility balance of the steels is greatly superior to that of other high strength steels due to the TRIP effect. A new type of steels-TRIP steel is developed 展开更多
关键词 TRIP Transformation Behaviour of Austenite in Steel under Condition of Stress-strain and Its application
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The Reality and Application of Yin and Yang
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作者 Wutong Song Hongxin Cao 《Chinese Medicine》 CAS 2022年第2期23-31,共9页
Ancient Chinese philosophers discovered Yin and Yang and the laws of Yin and Yang movement during their exploration and practice of nature more than two thousand years ago, and applied them to life, science, philosoph... Ancient Chinese philosophers discovered Yin and Yang and the laws of Yin and Yang movement during their exploration and practice of nature more than two thousand years ago, and applied them to life, science, philosophy and medicine, playing an important role in the achievement of ancient Chinese civilization. Through historical changes, yin and yang have gradually been regarded as a concept or theory, thus making it difficult for people to understand the connotation of Yin-Yang and make new discoveries and progress. Nowadays, many scholars in China and the West are interested in studying the treasures of ancient Chinese civilization. We illustrate the actual function of Yin and Yang by explaining the essential state of matter, the law of physical movement, the transformation of energy, and then illustrate the practical application in life and science. In conclusion, yin-yang is a key to unlocking the treasures of traditional Chinese civilization, which can help to bring into play its original values, and continue to provide new insights and directions for the development of modern science and the advancement of humanities. 展开更多
关键词 Yin and Yang Material Properties Physical Movement Energy Transformation Practical applications
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Non-Euclidean Geometry and Regulated Characteristics of Limited Capacity Power Supply
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作者 Alexandr Penin 《Journal of Electrical Engineering》 2014年第4期175-186,共12页
The restriction of load power, two-valued regulation characteristic, and interference of several loads are observed in power supply systems with a limited capacity of voltage sources. In this paper, the definition of ... The restriction of load power, two-valued regulation characteristic, and interference of several loads are observed in power supply systems with a limited capacity of voltage sources. In this paper, the definition of regime in an invariant form through different parameters, of changes of transformation ratio and voltage load is grounded for these circuits with two loads. The approach for interpretation of changes or "kinematics" of load regime is presented by using the conformal and hyperbolic plane. To simplify the task and reveal the basic moments of influence of the limited source power, the static regulation characteristics and idealized models of voltage converters are considered. Geometrical interpretation of a simplified model of multichannel power supply system allows basing the definition of operating regime parameters. Results can be useful for electric circuit theory education and for voltage coordinated control of given loads. Non-Euclidean geometry is a new mathematical apparatus in the electric circuit theory, adequately interprets "kinematics" of circuit, and provides a validation for the introduction and definition of the proposed concepts. From the methodological point, the presented approach is applied for a long time in other scientific domains, as mechanics and biology. 展开更多
关键词 Limited capacity voltage source regulated characteristics regime changes load influences projective transformations cross ratio conformal and hyperbolic plane.
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Feasibility of 0.02% Nb-Based Microalloyed Steel for the Application of One-Step Quenching and Partitioning Heat Treatment
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作者 Basem Tarek Eman EL-Shenawy +1 位作者 Ahmed El-Sabbagh Mohamed A. Taha 《Materials Sciences and Applications》 2021年第8期374-387,共14页
To attain an enhanced combination of mechanical properties for low alloyed steel, the current study has been made to fulfill that growing need in the industry. Its results are introduced within this paper. One step Qu... To attain an enhanced combination of mechanical properties for low alloyed steel, the current study has been made to fulfill that growing need in the industry. Its results are introduced within this paper. One step Quenching and Partitioning (Q&P) heat treatment has been applied on Niobium-based microalloyed steel alloy with 0.2 %C, in the form of 2 mm thickness sheets. The target of this study is to investigate the viability of applying that significantly recommended, results-wise, heat treatment on the highly well-suited alloy steel samples, to achieve the main target of enhanced properties. A single temperature of 275&deg;C was used as quenching and Partitioning temperature. Four Partitioning periods (30, 200, 500, and 1000 Seconds) were used for soaking at the same temperature. The results were analyzed in the light of microstructural investigation and mechanical testing. All applied cycles did not enhance the strength but moderately improved the ductility and toughness, mainly caused by the slightly high soaking temperature used. Niobium impact of grain refining was apparent through all cycles. The cycle of 500 Seconds Partitioning time obtained optimum values at that particular temperature. The 1000 Seconds Cycle obtained the worst combination of properties. A set of recommendations are set. More research is required at this point, where a lower Partitioning temperature is advised. In the light of the applied combination of parameters, the Partitioning period at such temperature is advised to be between 500 and 1000 Seconds. A high probability that periods closer to 500 than 1000 Seconds will produce better results. More research is needed between those two values of Partitioning time to precisely determine the optimum time at that temperature on that specific alloy. 展开更多
关键词 Nb-Based Microalloyed Steel Advanced High Strength Steel Quenching and Partitioning Retained Austenite Martensite Transformation Automotive applications
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Expanding the application of a UV-visible reporter for transient gene expression and stable transformation in plants 被引量:4
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作者 Guoliang Yuan Haiwei Lu +5 位作者 Dan Tang Md Mahmudul Hassan Yi Li Jin-Gui Chen Gerald A.Tuskan Xiaohan Yang 《Horticulture Research》 SCIE 2021年第1期3286-3296,共11页
Green fl uorescent protein(GFP)has been widely used for monitoring gene expression and protein localization in diverse organisms.However,highly sensitive imaging equipment,like fl uorescence microscope,is usually requ... Green fl uorescent protein(GFP)has been widely used for monitoring gene expression and protein localization in diverse organisms.However,highly sensitive imaging equipment,like fl uorescence microscope,is usually required for the visualization of GFP,limitings its application to fi xed locations in samples.A reporter that can be visualized in realtime regardless the shape,size and location of the target samples will increase the fl exibility and ef fi ciency of research work.Here,we report the application of a GFP-like protein,called eYGFPuv,in both transient expression and stable transformation,in two herbaceous plant species(Arabidopsis and tobacco)and two woody plant species(poplar and citrus).We observed bright fl uorescence under UV light in all of the four plant species without any effects on plant growth or development.eYGFPuv was shown to be effective for imaging transient expression in leaf and root tissues.With a focus on in vitro transformation,we demonstrated that the transgenic events expressing 1x eYGFPuv could be easily identi fi ed visually during the callus stage and the shoot stage,enabling early and ef fi cient selection of transformants.Furthermore,whole-plant level visualization of eYGFPuv revealed its ubiquitous stability in transgenic plants.In addition,our transformation experiments showed that eYGFPuv can also be used to select transgenic plants without antibiotics.This work demonstrates the feasibility of utilizing 1x eYGFPuv in studies of gene expression and plant transformation in diverse plants. 展开更多
关键词 TRANSIENT TRANSFORMATION application
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Teaching Reform and Practice of Plant Growth Environment Course in the Context of Application Transformation Development
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作者 Yuyu ZHANG Jiani LIU +3 位作者 Jingxiang HU Jinzhu HUA Liyuan YAO Lifang YIN 《Asian Agricultural Research》 2017年第7期76-79,共4页
Through the personnel training program,revising the syllabus,optimizing teaching contents,reforming teaching methods,strengthening practical teaching links and reforming examination methods,this paper explored the tea... Through the personnel training program,revising the syllabus,optimizing teaching contents,reforming teaching methods,strengthening practical teaching links and reforming examination methods,this paper explored the teaching reform and practice of Plant Growth Environment Course,in order to improve the teaching effect,stimulate learning interests of students,and cultivate application type talents meeting social demands. 展开更多
关键词 application transformation Plant growth environment Teaching reform
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Impact of Coronavirus Pandemic Crisis on Technologies and Cloud Computing Applications
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作者 Ziyad R.Alashhab Mohammed Anbar +3 位作者 Manmeet Mahinderjit Singh Yu-Beng Leau Zaher Ali Al-Sai Sami Abu Alhayja’a 《Journal of Electronic Science and Technology》 CAS CSCD 2021年第1期25-40,共16页
In light of the coronavirus disease 2019(COVID-19)outbreak caused by the novel coronavirus,companies and institutions have instructed their employees to work from home as a precautionary measure to reduce the risk of ... In light of the coronavirus disease 2019(COVID-19)outbreak caused by the novel coronavirus,companies and institutions have instructed their employees to work from home as a precautionary measure to reduce the risk of contagion.Employees,however,have been exposed to different security risks because of working from home.Moreover,the rapid global spread of COVID-19 has increased the volume of data generated from various sources.Working from home depends mainly on cloud computing(CC)applications that help employees to efficiently accomplish their tasks.The cloud computing environment(CCE)is an unsung hero in the COVID-19 pandemic crisis.It consists of the fast-paced practices for services that reflect the trend of rapidly deployable applications for maintaining data.Despite the increase in the use of CC applications,there is an ongoing research challenge in the domains of CCE concerning data,guaranteeing security,and the availability of CC applications.This paper,to the best of our knowledge,is the first paper that thoroughly explains the impact of the COVID-19 pandemic on CCE.Additionally,this paper also highlights the security risks of working from home during the COVID-19 pandemic. 展开更多
关键词 Big data privacy cloud computing(CC)applications COVID-19 digital transformation security challenge work from home
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Research on the Mode of ESP Course under the Background of the Application of Technological Transformation
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作者 Dan Xia 《International Journal of Technology Management》 2016年第4期27-29,共3页
In this paper, we conduct research on the mode of ESP course under the background of the application of technological transformation. To cater to the needs of the development of the college students’ vocational stude... In this paper, we conduct research on the mode of ESP course under the background of the application of technological transformation. To cater to the needs of the development of the college students’ vocational students’ English level high starting point of key university fi rst opened the ESP courses. Applied undergraduate colleges and universities is not to be outdone that after students fi nish college English courses opened a professional English and bilingual courses. However, the current ESP teaching in China is not yet mature that mainly displays in: goal is not clear, backward teaching mode, teaching method of the single insufficient standard, teaching material development. Therefore, this paper proposes the countermeasures and suggestions for systematic optimization. 展开更多
关键词 ESP COURSE TECHNOLOGICAL TRANSFORMATION General BACKGROUND applications
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A novel fracture-cavity reservoir outcrop geological knowledge base construction method considering parameter collection and processing,mutual transformation of data-knowledge,application and update
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作者 Qi-Qiang Ren Jin-Liang Gao +4 位作者 Peng Zhu Meng-Ping Li Jian-Wei Feng Qiang Jin San Zhang 《Petroleum Science》 SCIE EI CAS CSCD 2024年第4期2184-2202,共19页
This study endeavors to formulate a comprehensive methodology for establishing a Geological Knowledge Base(GKB)tailored to fracture-cavity reservoir outcrops within the North Tarim Basin.The acquisition of quantitativ... This study endeavors to formulate a comprehensive methodology for establishing a Geological Knowledge Base(GKB)tailored to fracture-cavity reservoir outcrops within the North Tarim Basin.The acquisition of quantitative geological parameters was accomplished through diverse means such as outcrop observations,thin section studies,unmanned aerial vehicle scanning,and high-resolution cameras.Subsequently,a three-dimensional digital outcrop model was generated,and the parameters were standardized.An assessment of traditional geological knowledge was conducted to delineate the knowledge framework,content,and system of the GKB.The basic parameter knowledge was extracted using multiscale fine characterization techniques,including core statistics,field observations,and microscopic thin section analysis.Key mechanism knowledge was identified by integrating trace elements from filling,isotope geochemical tests,and water-rock simulation experiments.Significant representational knowledge was then extracted by employing various methods such as multiple linear regression,neural network technology,and discriminant classification.Subsequently,an analogy study was performed on the karst fracture-cavity system(KFCS)in both outcrop and underground reservoir settings.The results underscored several key findings:(1)Utilization of a diverse range of techniques,including outcrop observations,core statistics,unmanned aerial vehicle scanning,high-resolution cameras,thin section analysis,and electron scanning imaging,enabled the acquisition and standardization of data.This facilitated effective management and integration of geological parameter data from multiple sources and scales.(2)The GKB for fracture-cavity reservoir outcrops,encompassing basic parameter knowledge,key mechanism knowledge,and significant representational knowledge,provides robust data support and systematic geological insights for the intricate and in-depth examination of the genetic mechanisms of fracture-cavity reservoirs.(3)The developmental characteristics of fracturecavities in karst outcrops offer effective,efficient,and accurate guidance for fracture-cavity research in underground karst reservoirs.The outlined construction method of the outcrop geological knowledge base is applicable to various fracture-cavity reservoirs in different layers and regions worldwide. 展开更多
关键词 Geological knowledge base Karst fracture-cavity system Mutual transformation of data-knowledge Knowledge base content and application Tarim basin
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