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Sedimentary Microfacies and Porosity Modeling of Deep-Water Sandy Debris Flows by Combining Sedimentary Patterns with Seismic Data: An Example from Unit I of Gas Field A, South China Sea 被引量:2
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作者 LI Shengli YU Xinghe JIN Jianli 《Acta Geologica Sinica(English Edition)》 SCIE CAS CSCD 2016年第1期182-194,共13页
Sandy debris flow deposits are present in Unit I during Miocene of Gas Field A in the Baiyun Depression of the South China Sea. The paucity of well data and the great variability of the sedimentary microfacies make it... Sandy debris flow deposits are present in Unit I during Miocene of Gas Field A in the Baiyun Depression of the South China Sea. The paucity of well data and the great variability of the sedimentary microfacies make it difficult to identify and predict the distribution patterns of the main gas reservoir, and have seriously hindered further exploration and development of the gas field. Therefore, making full use of the available seismic data is extremely important for predicting the spatial distribution of sedimentary microfacies when constructing three-dimensional reservoir models. A suitable reservoir modeling strategy or workflow controlled by sedimentary microfacies and seismic data has been developed. Five types of seismic attributes were selected to correlate with the sand percentage, and the root mean square (RMS) amplitude performed the best. The relation between the RMS amplitude and the sand percentage was used to construct a reservoir sand distribution map. Three types of main sedimentary microfacies were identified: debris channels, fan lobes, and natural levees. Using constraints from the sedimentary microfacies boundaries, a sedimentary microfacies model was constructed using the sequential indicator and assigned value simulation methods. Finally, reservoir models of physical properties for sandy debris flow deposits controlled by sedimentary microfacies and seismic inversion data were established. Property cutoff values were adopted because the sedimentary microfacies and the reservoir properties from well-logging interpretation are intrinsically different. Selection of appropriate reservoir property cutoffs is a key step in reservoir modeling when using simulation methods based on sedimentary microfacies control. When the abnormal data are truncated and the reservoir properties probability distribution fits a normal distribution, microfacies-controlled reservoir property models are more reliable than those obtained from the sequence Gauss simulation method. The cutoffs for effective porosity of the debris channel, fan lobe, and natural levee facies were 0.2, 0.09, and 0.12, respectively; the corresponding average effective porosities were 0.24, 0.13, and 0.15. The proposed modeling method makes full use of seismic attributes and seismic inversion data, and also makes the property data of single-well depositional microfacies more conformable to a normal distribution with geological significance. Thus, the method allows use of more reliable input data when we construct a model of a sandy debris flow. 展开更多
关键词 sandy debris flow deposit seismic attribute and inversion geological modeling controlled by micro-facies data truncated process
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How did women’s education and differential family planning policies shape transition to second and third births in historical China? New evidence from micro data
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作者 Min Qin Sabu S.Padmadas Jane Falkingham 《China Population and Development Studies》 2022年第1期1-33,共33页
The influence of China’s family planning policies on fertility transition is widely acknowledged in research studies.However,little is known about how improve-ments in women’s education have shaped reproductive deci... The influence of China’s family planning policies on fertility transition is widely acknowledged in research studies.However,little is known about how improve-ments in women’s education have shaped reproductive decisions of Chinese women across different family planning regimes,particularly at micro level.This study uses retrospective pooled birth history data from five consecutive population and fam-ily planning surveys collected over the period 1982-2006 to systematically examine the interrelationship between family planning policies and women’s education,and their interactive effect on the second and third birth transitions.We hypothesize that family planning policies had a differential influence on educational groups in reduc-ing the transition to second and third births.The results from discrete time com-plementary log-log survival models provide strong evidence of differential repro-ductive behavior of education groups across time in China,and the simultaneous influence of women’s education and family planning policies in lowering risks to higher parities.The rates of progression to second and third births tend to be lower after the introduction of rigid family planning policies,and more importantly,the policy impact persisted even after adjusting for demographic and socioeconomic factors.The increase in women’s education overall had a depressing effect on transi-tion to higher parities,and family planning policies implemented overtime have had differential effects on women from different educational groups.The findings show that both family planning policies and women’s education have been instrumental in shaping fertility behavior in China. 展开更多
关键词 Family planning policies China Women’s education Second birth Log-log survival analysis micro birth history data
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基于计算视觉技术的固体推进剂Micro-CT数据挖掘算法
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作者 韩嘉禾 李濮舟 +4 位作者 文明杰 马金羽 王小英 初庆钊 陈东平 《固体火箭技术》 北大核心 2025年第3期450-460,共11页
固体推进剂内部微观结构复杂、组分分布多样,基于Micro-CT推进剂图像的数据分析与挖掘存在较大挑战。为此,构建了一种高效、准确的图像分析方法,以深入挖掘固体推进剂Micro-CT图像数据,推动微观结构与性能关联机制的研究。采用高分辨率M... 固体推进剂内部微观结构复杂、组分分布多样,基于Micro-CT推进剂图像的数据分析与挖掘存在较大挑战。为此,构建了一种高效、准确的图像分析方法,以深入挖掘固体推进剂Micro-CT图像数据,推动微观结构与性能关联机制的研究。采用高分辨率Micro-CT扫描两种推进剂样品,通过图像预处理、组分识别、密度估算和粒径分析等关键步骤,提取了推进剂密度、高氯酸铵(AP)颗粒粒径分布及各组分的空间分布特征,实现了推进剂内部微观结构的定量表征。结果表明,提出的图像分析算法能够精准识别推进剂内部主要成分,并提供可靠的密度(误差≤5%)和粒径评估(误差≤8%)结果。此外,研究对推进剂组分质心分布及其径向分布特征进行了定量分析,评估了各组分在基体中的分散/团聚状态,为推进剂配方优化、界面结合研究及贮存寿命评估提供了数据支持,为深入理解推进剂微观结构对性能的影响提供了科学依据。 展开更多
关键词 固体推进剂 micro-CT 数据挖掘 微观结构
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Low-cost Remote Rain and Stream Data Acquisition System for Mapping of Potential Micro-Hydro Sites
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作者 R. C. Pallugna A. B. Cultura +1 位作者 C. M. Gozon N. R. Estoperez 《Energy and Power Engineering》 2013年第4期56-62,共7页
The stream and rain data acquisition system presented in this paper makes the mapping of hydro potentials in the region or of the country economically and practically possible. Moreover, it can also serve as a flood w... The stream and rain data acquisition system presented in this paper makes the mapping of hydro potentials in the region or of the country economically and practically possible. Moreover, it can also serve as a flood warning system. 展开更多
关键词 STREAM data Acquisition micro-HYDRO FLOOD WARNING System
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Web-Based Data Management and Sharing System for Electron Proke Micro-analysis
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作者 HE Yutong TIAN Di +3 位作者 GAO Ranran FAN Runlong YAO Li CHEN Pengfei 《Journal of Donghua University(English Edition)》 EI CAS 2018年第4期315-320,共6页
This paper proposes a useful web-based system for the management and sharing of electron probe micro-analysis( EPMA)data in geology. A new web-based architecture that integrates the management and sharing functions is... This paper proposes a useful web-based system for the management and sharing of electron probe micro-analysis( EPMA)data in geology. A new web-based architecture that integrates the management and sharing functions is developed and implemented.Earth scientists can utilize this system to not only manage their data,but also easily communicate and share it with other researchers.Data query methods provide the core functionality of the proposed management and sharing modules. The modules in this system have been developed using cloud GIS technologies,which help achieve real-time spatial area retrieval on a map. The system has been tested by approximately 263 users at Jilin University and Beijing SHRIMP Center. A survey was conducted among these users to estimate the usability of the primary functions of the system,and the assessment result is summarized and presented. 展开更多
关键词 ELECTRON probe micro-analysis ( EPMA ) data management data sharing WEB-BASED architecture data query GIS
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A Grid-based Graph Data Model for Pedestrian Route Analysis in a Micro-spatial Environment
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作者 Yi-Quan Song Lei Niu +1 位作者 Long He Rui Wang 《International Journal of Automation and computing》 EI CSCD 2016年第3期296-304,共9页
Due to limitations in geometric representation and semantic description, the current pedestrian route analysis models are inadequate. To express the geometry of geographic entities in a micro-spatial environment accur... Due to limitations in geometric representation and semantic description, the current pedestrian route analysis models are inadequate. To express the geometry of geographic entities in a micro-spatial environment accurately, the concept of a grid is presented, and grid-based methods for modeling geospatial objects are described. The semantic constitution of a building environment and the methods for modeling rooms, corridors, and staircases with grid objects are described. Based on the topology relationship between grid objects, a grid-based graph for a building environment is presented, and the corresponding route algorithm for pedestrians is proposed. The main advantages of the graph model proposed in this paper are as follows: 1) consideration of both semantic and geometric information, 2) consideration of the need for accurate geometric representation of the micro-spatial environment and the efficiency of pedestrian route analysis, 3) applicability of the graph model to route analysis in both static and dynamic environments, and 4) ability of the multi-hierarchical route analysis to integrate the multiple levels of pedestrian decision characteristics, from the high to the low, to determine the optimal path. 展开更多
关键词 Graph data model route analysis PEDESTRIAN micro-spatiM environment building.
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Data Analysis and Quality Management Research on the Integration of Micro-Lecture Oriented Design Theory Courses with Maker Practice
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作者 Tiejun Zhu 《国际计算机前沿大会会议论文集》 2018年第2期42-42,共1页
关键词 micro-lecture MAKER PRACTICE Design theory data analysisQuality management Case study
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基于MSP430的Micro SD卡存储功能实现与评测 被引量:3
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作者 张岩 李津 陈翔 《现代电子技术》 北大核心 2015年第12期129-131,共3页
广泛使用MSP430为主控单元的穿戴式健康监护设备功能不断发展,促使在该平台下的数据实时存储和功能评测的需求日益增强。在此介绍基于MSP430的Fat Fs文件系统的移植以及Micro SD卡读/写功能的实现方法,提出了Micro SD卡读/写功能的评测... 广泛使用MSP430为主控单元的穿戴式健康监护设备功能不断发展,促使在该平台下的数据实时存储和功能评测的需求日益增强。在此介绍基于MSP430的Fat Fs文件系统的移植以及Micro SD卡读/写功能的实现方法,提出了Micro SD卡读/写功能的评测方案,并测试了不同条件下的读/写速率。结果表明,Fat Fs文件系统能被灵活地移植到MSP430系统中,并能适应不同内存环境的应用需求,Micro SD卡的读/写速率与缓冲区大小直接相关。 展开更多
关键词 FATFS MSP430 micro SD 数据存储
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MICRO-Ⅱ网络数据采集方案 被引量:2
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作者 周海涛 许凤鸣 《烟草科技》 EI CAS 2002年第9期33-35,共3页
从工厂底层自动化及信息集成技术角度 ,详细介绍了GD公司MICRO Ⅱ控制系统的特点及其网络结构 ,提出了实现MICRO Ⅱ系统网络数据采集的 2种解决方案的可行性。通过对MICRO Ⅱ数据采集的实现 ,完全可以改变GDX1/X2包装机组目前的“信息... 从工厂底层自动化及信息集成技术角度 ,详细介绍了GD公司MICRO Ⅱ控制系统的特点及其网络结构 ,提出了实现MICRO Ⅱ系统网络数据采集的 2种解决方案的可行性。通过对MICRO Ⅱ数据采集的实现 ,完全可以改变GDX1/X2包装机组目前的“信息孤岛”状态。 展开更多
关键词 micro-Ⅱ系统 数据采集 卷烟厂 信息集成系统 网络结构
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大规模惯性测量阵列数据采集设计与实现
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作者 彭高 朱挺 +2 位作者 李建平 李政林 孙发有 《现代电子技术》 北大核心 2026年第2期17-22,共6页
惯性测量阵列系统是由多个微机电系统(MEMS)和惯性测量单元(IMU)组合而成,通过数据融合技术可大幅提升系统的测量精度。MEMS IMU阵列规模越大,则数据融合的精度提升效果越好,但阵列规模的逐步扩大给惯性测量阵列数据采集的实时性和同步... 惯性测量阵列系统是由多个微机电系统(MEMS)和惯性测量单元(IMU)组合而成,通过数据融合技术可大幅提升系统的测量精度。MEMS IMU阵列规模越大,则数据融合的精度提升效果越好,但阵列规模的逐步扩大给惯性测量阵列数据采集的实时性和同步性带来了挑战。针对大规模惯性测量阵列数据采集慢、同步效果差等问题,文中基于FPGA设计一种大规模IMU并行数据采集系统,利用FPGA并行计算的特性设计多路I2C总线,单路I2C对应采集单个IMU的角速率、比力以及温度数据,同时采用双缓冲技术对采集数据进行处理。另外,对所设计系统进行软硬件实现,并开展大规模数据采集的验证实验。结果表明,所设计系统可实现对大规模惯性测量阵列数据的实时同步采集,为进一步研究惯性测量阵列奠定了扎实的技术基础。 展开更多
关键词 惯性测量阵列 微机电系统 惯性测量单元 大规模数据 并行数据采集 FPGA
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Statistical improvement in detection level of gravitational microlensing events from their light curves
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作者 Ichsan Ibrahim Hakim L.Malasan +3 位作者 Chatief Kunjaya Anton Timur Jaelani Gerhana Puannandra Putri Mitra Djamal 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2018年第4期43-58,共16页
In astronomy,the brightness of a source is typically expressed in terms of magnitude.Conventionally,the magnitude is defined by the logarithm of received flux.This relationship is known as the Pogson formula.For recei... In astronomy,the brightness of a source is typically expressed in terms of magnitude.Conventionally,the magnitude is defined by the logarithm of received flux.This relationship is known as the Pogson formula.For received flux with a small signal to noise ratio(S/N),however,the formula gives a large magnitude error.We investigate whether the use of Inverse Hyperbolic Sine function(hereafter referred to as the Asinh magnitude)in the modified formulae could allow for an alternative calculation of magnitudes for small S/N flux,and whether the new approach is better for representing the brightness of that region.We study the possibility of increasing the detection level of gravitational microlensing using 40 selected microlensing light curves from the 2013 and 2014 seasons and by using the Asinh magnitude.Photometric data of the selected events are obtained from the Optical Gravitational Lensing Experiment(OGLE).We found that utilization of the Asinh magnitude makes the events brighter compared to using the logarithmic magnitude,with an average of about 3.42×10^(-2)magnitude and an average in the difference of error between the logarithmic and the Asinh magnitude of about 2.21×10(-2)magnitude.The microlensing events OB140847 and OB140885 are found to have the largest difference values among the selected events.Using a Gaussian fit to find the peak for OB140847 and OB140885,we conclude statistically that the Asinh magnitude gives better mean squared values of the regression and narrower residual histograms than the Pogson magnitude.Based on these results,we also attempt to propose a limit in magnitude value for which use of the Asinh magnitude is optimal with small S/N data. 展开更多
关键词 gravitational lensing micro methods data analysis
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Flex Sensor Based Robotic Arm Controller Using Micro Controller 被引量:4
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作者 Abidhusain Syed Zamrrud Taj H. Agasbal +1 位作者 Thimmannagouday Melligeri Bheemesh Gudur 《Journal of Software Engineering and Applications》 2012年第5期364-366,共3页
Sensor plays an important role in robotics. Sensors are used to determine the current state of the system. Robotic applications demand sensors with high degrees of repeatability, precision, and reliability. Flex senso... Sensor plays an important role in robotics. Sensors are used to determine the current state of the system. Robotic applications demand sensors with high degrees of repeatability, precision, and reliability. Flex sensor is such a device, which accomplish the above task with great degree of accuracy. The pick and place operation of the robotics arm can be efficiently controlled using micro controller programming. This designed work is an educational based concept as robotic control is an exciting and high challenge research work in recent year. 展开更多
关键词 Flexsensors ADC data GLOVE (DG) micro Contoller Position Control DOF (Degree of Freedom)
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Particle Filter Data Fusion Enhancements for MEMS-IMU/GPS 被引量:2
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作者 Yafei Ren Xizhen Ke 《Intelligent Information Management》 2010年第7期417-421,共5页
This research aims at enhancing the accuracy of navigation systems by integrating GPS and Mi-cro-Electro-Mechanical-System (MEMS) based inertial measurement units (IMU). Because of the conditions re-quired by the larg... This research aims at enhancing the accuracy of navigation systems by integrating GPS and Mi-cro-Electro-Mechanical-System (MEMS) based inertial measurement units (IMU). Because of the conditions re-quired by the large number of restrictions on empirical data, a conventional Extended Kalman Filtering (EKF) is limited to apply in navigation systems by integrating MEMS-IMU/GPS. In response to non-linear non-Gaussian dynamic models of the inertial sensors, the methods rely on a particle cloud representation of the filtering distribution which evolves through time using importance sampling and resampling ideas. Then Particle Filtering (PF) can be used to data fusion of the inertial information and real-time updates from the GPS location and speed of information accurately. The experiments show that PF as opposed to EKF is more effective in raising MEMS-IMU/GPS navigation system’s data integration accuracy. 展开更多
关键词 micro-Electro-Mechanical-System Particle Filter data Fusion Extended KALMAN FILTERING
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MicroStation环境中地形图零长度要素处理方法的探讨
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作者 黄辉 《山西建筑》 2016年第6期257-258,共2页
介绍了Micro Station V8i环境下,对地形图数据入库处理中零长度线的处理方法,探讨了通过二次开发,自动识别和删除地形图中不合数据规范的要素,有助于入库前地形图数据的整理和规范。
关键词 microSTATION 地形图数据 零长度线
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互联网使用对农机技术采纳行为的影响研究--基于CFPS微观数据
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作者 刘辉 岳欧 《中国农机化学报》 北大核心 2025年第10期30-40,54,共12页
农业机械化是提高农业生产效率、实现农业现代化的重要手段。基于中国家庭追踪调查2014-2022年数据,利用IV-Heckman两阶段模型、IV-Tobit模型等方法,从农机采纳概率、方式、程度3个维度探究互联网使用对农户农机技术采纳行为的影响,并... 农业机械化是提高农业生产效率、实现农业现代化的重要手段。基于中国家庭追踪调查2014-2022年数据,利用IV-Heckman两阶段模型、IV-Tobit模型等方法,从农机采纳概率、方式、程度3个维度探究互联网使用对农户农机技术采纳行为的影响,并分析其作用机制及异质性。结果表明,互联网使用率上升促进农户农机技术采纳,经多种稳健性检验结果依旧显著。互联网使用每提升1个单位,农机技术采纳程度将会提升0.115%。机制方面,互联网通过拓宽信息渠道、改善社会网络显著提升农机技术采纳程度,在此过程中,社会网络渠道在农户选择农机服务的决策中发挥部分中介作用,中介效应占比为16.9%;异质性方面,中西部、非平原地区及兼业型农户互联网使用对农机技术采纳行为的影响更大。基于此,提出强化农村互联网信息能力建设,发挥互联网社群及村民组织作用,着力推广丘陵山区适用小型农机,助力弱势群体跨越数字鸿沟等政策建议。 展开更多
关键词 互联网使用 农机技术采纳 农机服务 农业机械化 CFPS微观数据
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A Sentiment Analysis Approach to Discover Public Panic: Based on Weibo Covid-19 Data
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作者 Wanjun Wu 《Social Networking》 2022年第3期33-39,共7页
Background: Weibo is a Twitter-like micro-blog platform in China where people post their real-life events as well as express their feelings in short texts. Since the outbreak of the Covid-19 pandemic, thousands of peo... Background: Weibo is a Twitter-like micro-blog platform in China where people post their real-life events as well as express their feelings in short texts. Since the outbreak of the Covid-19 pandemic, thousands of people have expressed their concerns and worries about the outbreak via Weibo, showing the existence of public panic. Methods: This paper comes up with a sentiment analysis approach to discover public panic. First, we used Octoparse to obtain Weibo posts about the hot topic Covid-19 Pandemic. Second, we break down those sentences into independent words and clean the data by removing stop words. Then, we use the sentiment score function that deals with negative words, adverbs, and sentiment words to get the sentiment score of each Weibo post. Results: We observe the distribution of sentiment scores and get the benchmark to evaluate public panic. Also, we apply the same process to test the mass sentiment under other topics to test the efficiency of the sentiment function, which shows that our function works well. 展开更多
关键词 Sentiment Analysis data Analysis Covid-19 micro-Blogdata
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LeaDen-Stream: A Leader Density-Based Clustering Algorithm over Evolving Data Stream
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作者 Amineh Amini Teh Ying Wah 《Journal of Computer and Communications》 2013年第5期26-31,共6页
Clustering evolving data streams is important to be performed in a limited time with a reasonable quality. The existing micro clustering based methods do not consider the distribution of data points inside the micro c... Clustering evolving data streams is important to be performed in a limited time with a reasonable quality. The existing micro clustering based methods do not consider the distribution of data points inside the micro cluster. We propose LeaDen-Stream (Leader Density-based clustering algorithm over evolving data Stream), a density-based clustering algorithm using leader clustering. The algorithm is based on a two-phase clustering. The online phase selects the proper mini-micro or micro-cluster leaders based on the distribution of data points in the micro clusters. Then, the leader centers are sent to the offline phase to form final clusters. In LeaDen-Stream, by carefully choosing between two kinds of micro leaders, we decrease time complexity of the clustering while maintaining the cluster quality. A pruning strategy is also used to filter out real data from noise by introducing dense and sparse mini-micro and micro-cluster leaders. Our performance study over a number of real and synthetic data sets demonstrates the effectiveness and efficiency of our method. 展开更多
关键词 EVOLVING data STREAMS Density-Based Clustering micro CLUSTER Mini-micro CLUSTER
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高架桥车辆行驶引起的环境振动研究
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作者 万曦 代剑英 吴芳 《山西建筑》 2025年第2期154-157,共4页
随着高科技产业的快速发展,对精密工程结构中产品质量的要求日益提高,其中微振动控制成为关键因素。针对西安某微电子厂房建设项目,考虑到周边高速公路高架桥对拟建场地可能产生的微振动影响,进行了详细的现场测试与分析。通过布置测点... 随着高科技产业的快速发展,对精密工程结构中产品质量的要求日益提高,其中微振动控制成为关键因素。针对西安某微电子厂房建设项目,考虑到周边高速公路高架桥对拟建场地可能产生的微振动影响,进行了详细的现场测试与分析。通过布置测点,采用高灵敏度振动传感器和数据采集系统,记录了南北、东西和垂直方向的振动速度。测试结果表明,高速公路高架桥的微振动水平处于VC-D—VC-C之间,可为芯片厂房的选址和隔振设计提供科学依据,对类似精密工程结构的防微振设计具有参考意义。 展开更多
关键词 隔振设计 微振动 频域分析 数据采集
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基于WGAN-div和CNN的毫米波雷达人体动作识别方法
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作者 李秋生 钟滢洁 《贵州师范大学学报(自然科学版)》 北大核心 2025年第5期23-33,共11页
针对基于毫米波雷达的人体动作识别数据集规模小导致的模型过拟合问题,提出一种基于Wasserstein散度生成对抗网络(WGAN-div)与卷积神经网络(CNN)的联合识别方法。首先,通过搭建毫米波雷达平台采集人体动作的雷达回波数据,经预处理生成... 针对基于毫米波雷达的人体动作识别数据集规模小导致的模型过拟合问题,提出一种基于Wasserstein散度生成对抗网络(WGAN-div)与卷积神经网络(CNN)的联合识别方法。首先,通过搭建毫米波雷达平台采集人体动作的雷达回波数据,经预处理生成微多普勒时频谱图;其次,利用WGAN-div模型学习时频谱图特征分布,生成高质量扩充数据以缓解数据不足;最后,构建浅层CNN模型实现动作分类。实验结果表明,所提方法在6类人体动作识别任务中准确率达98.17%,较深度卷积生成对抗网络(DCGAN)和带梯度惩罚的Wasserstein生成对抗网络(WGAN-gp)分别提升1.67%和0.87%。该方法通过取消Lipschitz约束优化生成质量,有效解决了小样本场景下的识别性能下降问题,为雷达数据增强与动作识别提供了一种新思路。 展开更多
关键词 毫米波雷达 人体动作识别 Wasserstein散度生成对抗网络 卷积神经网络 小样本学习 微多普勒时频谱 雷达数据增强
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Application of Statistical Tools for Data Analysis and Interpretation in Rice Plant Pathology 被引量:2
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作者 Parsuram NAYAK Arup Kumar MUKHERJEE +1 位作者 Elssa PANDIT Sharat Kumar PRADHAN 《Rice science》 SCIE CSCD 2018年第1期1-18,共18页
There has been a significant advancement in the application of statistical tools in plant pathology during the past four decades. These tools include multivariate analysis of disease dynamics involving principal compo... There has been a significant advancement in the application of statistical tools in plant pathology during the past four decades. These tools include multivariate analysis of disease dynamics involving principal component analysis, cluster analysis, factor analysis, pattern analysis, discriminant analysis, multivariate analysis of variance, correspondence analysis, canonical correlation analysis, redundancy analysis, genetic diversity analysis, and stability analysis, which involve in joint regression, additive main effects and multiplicative interactions, and genotype-by-environment interaction biplot analysis. The advanced statistical tools, such as non-parametric analysis of disease association, meta-analysis, Bayesian analysis, and decision theory, take an important place in analysis of disease dynamics. Disease forecasting methods by simulation models for plant diseases have a great potentiality in practical disease control strategies. Common mathematical tools such as monomolecular, exponential, logistic, Gompertz and linked differential equations take an important place in growth curve analysis of disease epidemics. The highly informative means of displaying a range of numerical data through construction of box and whisker plots has been suggested. The probable applications of recent advanced tools of linear and non-linear mixed models like the linear mixed model, generalized linear model, and generalized linear mixed models have been presented. The most recent technologies such as micro-array analysis, though cost effective, provide estimates of gene expressions for thousands of genes simultaneously and need attention by the molecular biologists. Some of these advanced tools can be well applied in different branches of rice research, including crop improvement, crop production, crop protection, social sciences as well as agricultural engineering. The rice research scientists should take advantage of these new opportunities adequately in adoption of the new highly potential advanced technologies while planning experimental designs, data collection, analysis and interpretation of their research data sets. 展开更多
关键词 statistical tool PLANT PATHOLOGY data ANALYSIS multivariate ANALYSIS NON-PARAMETRIC ANALYSIS micro-ARRAY ANALYSIS decision theory PLANT disease EPIDEMICS rice
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