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Developing crop specific area frame stratifications based on geospatial crop frequency and cultivation data layers 被引量:5
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作者 Claire G. Boryan Zhengwei Yang +1 位作者 Patrick Willis Liping Di 《Journal of Integrative Agriculture》 SCIE CAS CSCD 2017年第2期312-323,共12页
Area Sampling Frames (ASFs) are the basis of many statistical programs around the world. To improve the accuracy, objectivity and efficiency of crop survey estimates, an automated stratification method based on geos... Area Sampling Frames (ASFs) are the basis of many statistical programs around the world. To improve the accuracy, objectivity and efficiency of crop survey estimates, an automated stratification method based on geospatial crop planting frequency and cultivation data is proposed. This paper investigates using 2008-2013 geospatial corn, soybean and wheat planting frequency data layers to create three corresponding single crop specific and one multi-crop specific South Dakota (SD) U.S. ASF stratifications. Corn, soybeans and wheat are three major crops in South Dakota. The crop specific ASF stratifications are developed based on crop frequency statistics derived at the primary sampling unit (PSU) level based on the Crop Frequency Data Layers. The SD corn, soybean and wheat mean planting frequency strata of the single crop stratifications are substratified by percent cultivation based on the 2013 Cultivation Layer. The three newly derived ASF stratifications provide more crop specific information when compared to the current National Agricultural Statistics Service (NASS) ASF based on percent cultivation alone. Further, a multi-crop stratification is developed based on the individual corn, soybean and wheat planting frequency data layers. It is observed that all four crop frequency based ASF stratifications consistently predict corn, soybean and wheat planting patterns well as verified by the 2014 Farm Service Agency (FSA) Common Land Unit (CLU) and 578 administrative data. This demonstrates that the new stratifications based on crop planting frequency and cultivation are crop type independent and applicable to all major crops. Further, these results indicate that the new crop specific ASF stratifications have great potential to improve ASF accuracy, efficiency and crop estimates. 展开更多
关键词 cropland data layer crop planting frequency data layers automated stratification crop specific stratification multi-crop stratification
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Layered Software Patterns for Data Analysis in Big Data Environment 被引量:3
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作者 Hossam Hakeem 《International Journal of Automation and computing》 EI CSCD 2017年第6期650-660,共11页
The proliferation of textual data in society currently is overwhelming, in particular, unstructured textual data is being constantly generated via call centre logs, emails, documents on the web, blogs, tweets, custome... The proliferation of textual data in society currently is overwhelming, in particular, unstructured textual data is being constantly generated via call centre logs, emails, documents on the web, blogs, tweets, customer comments, customer reviews, etc.While the amount of textual data is increasing rapidly, users ability to summarise, understand, and make sense of such data for making better business/living decisions remains challenging. This paper studies how to analyse textual data, based on layered software patterns, for extracting insightful user intelligence from a large collection of documents and for using such information to improve user operations and performance. 展开更多
关键词 Big data data analysis patterns layered structure data modelling
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New multi-layer data correlation algorithm for multi-passive-sensor location system 被引量:1
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作者 Zhou Li Li Lingyun He You 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2007年第4期667-672,共6页
Under the scenario of dense targets in clutter, a multi-layer optimal data correlation algorithm is proposed. This algorithm eliminates a large number of false location points from the assignment process by rough corr... Under the scenario of dense targets in clutter, a multi-layer optimal data correlation algorithm is proposed. This algorithm eliminates a large number of false location points from the assignment process by rough correlations before we calculate the correlation cost, so it avoids the operations for the target state estimate and the calculation of the correlation cost for the false correlation sets. In the meantime, with the elimination of these points in the rough correlation, the disturbance from the false correlations in the assignment process is decreased, so the data correlation accuracy is improved correspondingly. Complexity analyses of the new multi-layer optimal algorithm and the traditional optimal assignment algorithm are given. Simulation results show that the new algorithm is feasible and effective. 展开更多
关键词 multi-passive-sensor data correlation multi-layer correlation algorithm location system correlation cost
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Construction of a reusable data access layer based on .NET
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作者 王远斌 《Journal of Chongqing University》 CAS 2005年第2期76-79,共4页
A new design solution of data access layer for N-tier architecture is presented. It can solve the problems such as low efficiency of development and difficulties in transplantation, update and reuse. The solution util... A new design solution of data access layer for N-tier architecture is presented. It can solve the problems such as low efficiency of development and difficulties in transplantation, update and reuse. The solution utilizes the reflection technology of .NET and design pattern. A typical application of the solution demonstrates that the new solution of data access layer performs better than the current N-tier architecture. More importantly, the application suggests that the new solution of data access layer can be reused effectively. 展开更多
关键词 N-tier architecture data access layer reflection technology REUSE
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RECONSTRUCTION OF LAYER DATA WITH DEFORMABLE B-SPLINES
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作者 Cheng Siyuan Zhang Xiangwei Xiong Hanwei 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2005年第3期321-324,共4页
A new B-spline surface reconstruction method from layer data based on deformable model is presented. An initial deformable surface, which is represented as a closed cylinder, is firstly given. The surface is subject t... A new B-spline surface reconstruction method from layer data based on deformable model is presented. An initial deformable surface, which is represented as a closed cylinder, is firstly given. The surface is subject to internal forces describing its implicit smoothness property and external forces attracting it toward the layer data points. And then finite element method is adopted to solve its energy minimization problem, which results a bicubic closed B-spline surface with C^2 continuity. The proposed method can provide a smoothness and accurate surface model directly from the layer data, without the need to fit cross-sectional curves and make them compatible. The feasibility of the proposed method is verified by the experimental results. 展开更多
关键词 Revere engineering Surface reconstruction Deformable model layer data
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Thermal stability and data retention of resistive random access memory with HfOx/ZnO double layers
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作者 赖云锋 陈凡 +3 位作者 曾泽村 林培杰 程树英 俞金玲 《Chinese Physics B》 SCIE EI CAS CSCD 2017年第8期411-416,共6页
As an industry accepted storage scheme, hafnium oxide(HfO_x) based resistive random access memory(RRAM)should further improve its thermal stability and data retention for practical applications. We therefore fabri... As an industry accepted storage scheme, hafnium oxide(HfO_x) based resistive random access memory(RRAM)should further improve its thermal stability and data retention for practical applications. We therefore fabricated RRAMs with HfO_x/ZnO double-layer as the storage medium to study their thermal stability as well as data retention. The HfO_x/ZnO double-layer is capable of reversible bipolar switching under ultralow switching current(〈 3 μA) with a Schottky emission dominant conduction for the high resistance state and a Poole–Frenkel emission governed conduction for the low resistance state. Compared with a drastically increased switching current at 120℃ for the single HfO_x layer RRAM, the HfO_x/ZnO double-layer exhibits excellent thermal stability and maintains neglectful fluctuations in switching current at high temperatures(up to 180℃), which might be attributed to the increased Schottky barrier height to suppress current at high temperatures. Additionally, the HfO_x/ZnO double-layer exhibits 10-year data retention @85℃ that is helpful for the practical applications in RRAMs. 展开更多
关键词 resistive random access memory (RRAM) thermal stability data retention double layer
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Modeling TCP Incast Issue in Data Center Networks and an Adaptive Application-Layer Solution
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作者 Jin-Tang Luo Jie Xu Jian Sun 《Journal of Electronic Science and Technology》 CAS CSCD 2018年第1期84-91,共8页
In data centers, the transmission control protocol(TCP) incast causes catastrophic goodput degradation to applications with a many-to-one traffic pattern. In this paper, we intend to tame incast at the receiver-side a... In data centers, the transmission control protocol(TCP) incast causes catastrophic goodput degradation to applications with a many-to-one traffic pattern. In this paper, we intend to tame incast at the receiver-side application. Towards this goal, we first develop an analytical model that formulates the incast probability as a function of connection variables and network environment settings. We combine the model with the optimization theory and derive some insights into minimizing the incast probability through tuning connection variables related to applications. Then,enlightened by the analytical results, we propose an adaptive application-layer solution to the TCP incast.The solution equally allocates advertised windows to concurrent connections, and dynamically adapts the number of concurrent connections to the varying conditions. Simulation results show that our solution consistently eludes incast and achieves high goodput in various scenarios including the ones with multiple bottleneck links and background TCP traffic. 展开更多
关键词 Application-layer solution data center networks MODELING transmission control protocol(TCP) incast
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Extracting multiple layers from data having graph structures
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作者 ITOKAWA Yuko UCHIDA Tomoyuki NAKAMURA Yasuaki 《重庆邮电学院学报(自然科学版)》 2004年第5期149-155,共7页
Much data such as geometric image data and drawings have graph structures. Such data are called graph structured data. In order to manage efficiently such graph structured data, we need to analyze and abstract graph s... Much data such as geometric image data and drawings have graph structures. Such data are called graph structured data. In order to manage efficiently such graph structured data, we need to analyze and abstract graph structures of such data. The purpose of this paper is to find knowledge representations which indicate plural abstractions of graph structured data. Firstly, we introduce a term graph as a graph pattern having structural variables, and a substitution over term graphs which is graph rewriting system. Next, for a graph G, we define a multiple layer ( g,(θ 1,…,θ k )) of G as a pair of a term graph g and a list of k substitutions θ 1,…,θ k such that G can be obtained from g by applying substitutions θ 1,…,θ k to g. In the same way, for a set S of graphs, we also define a multiple layer for S as a pair ( D,Θ ) of a set D of term graphs and a list Θ of substitutions. Secondly, for a graph G and a set S of graphs, we present effective algorithms for extracting minimal multiple layers of G and S which give us stratifying abstractions of G and S, respectively. Finally, we report experimental results obtained by applying our algorithms to both artificial data and drawings of power plants which are real world data. 展开更多
关键词 图表结构 最小多层结构 几何图象数据 GIS
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Occam Inversion of Transient Electromagnetic Data in a Layered Medium with Azimuthal Anisotropy 被引量:1
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作者 Wangwang Wang Changhong Lin +1 位作者 Handong Tan Honglei Liu 《International Journal of Geosciences》 2016年第7期915-927,共13页
In recent years, the anisotropic study has become a hot topic in the field of electromagnetics. Currently, inversion technologies of transient electromagnetic sounding data are mainly based on the case of an isotropic... In recent years, the anisotropic study has become a hot topic in the field of electromagnetics. Currently, inversion technologies of transient electromagnetic sounding data are mainly based on the case of an isotropic medium. However, the actual underground electrical structure tends to be complicated and anisotropic. It is often found that the isotropic inversion technologies do not lead to good results for field transient electromagnetic sounding data. We have developed an algorithm for calculating the transient electromagnetic response in a layered medium with azimuthal anisotropy. An occam inversion algorithm has also been implemented to invert the transient electromagnetic data induced by a grounded horizontal electric dipole in a layered medium with azimuthal anisotropy. Synthetic examples demonstrate the stability and validity of the inversion algorithm. Experimental results show different data for inverting have great influence on the inversion results. 展开更多
关键词 Azimuthal Anisotropy layered Medium Occam Inversion Horizontalelectric Dipole Transient Electromagnetic data
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农业数据产权界定与农民数据资产收益实现 被引量:1
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作者 蔡佳豪 廖祖君 《农村经济》 北大核心 2026年第1期98-106,共9页
随着数字经济深入发展,数据已成为驱动现代农业转型的核心生产要素。农业数据是优化生产、保障粮食安全的关键资源,但其产权界定面临主体多元、数据非排他性与可复制性矛盾以及法律滞后等挑战,导致产权模糊与收益失衡问题凸显。农民作... 随着数字经济深入发展,数据已成为驱动现代农业转型的核心生产要素。农业数据是优化生产、保障粮食安全的关键资源,但其产权界定面临主体多元、数据非排他性与可复制性矛盾以及法律滞后等挑战,导致产权模糊与收益失衡问题凸显。农民作为原始数据贡献者,因权属缺位难以分享增值收益,形成贡献收益倒挂,这不仅损害小农权益,更加剧数据孤岛和市场失灵,阻碍农业现代化进程。通过系统分析农业数据产权困境的成因与影响,可揭示其多主体嵌套生成、数据物理特性及制度短板共同导致的抑制效应,并构建基于数据价值链的分层确权体系。由此设计出农民数据资产的双轨收益机制。结论表明,该模型有效破解了数据要素化中的公平与效率矛盾,为保障小农数据主权、促进收益公平共享提供了系统性路径。具体对策建议包括强化数据合作社集体谈判、完善风险对冲与公共收益再循环制度,推动技术适配与市场机制协同等。 展开更多
关键词 农业数据 产权界定 数据资产收益 分层确权
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LayeredModel:一个面向室内空间的移动对象数据模型 被引量:7
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作者 赵磊 金培权 +2 位作者 张蓝蓝 王怀帅 岳丽华 《计算机研究与发展》 EI CSCD 北大核心 2011年第S3期274-281,共8页
基于室内空间的移动对象管理或称室内移动对象管理,是一个崭新而又富有挑战的研究领域.如何建立语义完备并且支持多种应用的室内移动对象模型是一个重要的基础性问题.提出了一个分层的室内移动对象数据模型:LayeredModel.该模型提出了... 基于室内空间的移动对象管理或称室内移动对象管理,是一个崭新而又富有挑战的研究领域.如何建立语义完备并且支持多种应用的室内移动对象模型是一个重要的基础性问题.提出了一个分层的室内移动对象数据模型:LayeredModel.该模型提出了室内空间距离的概念,并使用不同的层次关系表达室内元素、传感器以及移动对象之间的关系.从而能支持多种基于室内空间的应用,例如移动对象的跟踪、监控、导航以及室内最近邻查询等.LayeredModel模型也为后续的室内移动对象的索引、查询的研究奠定了基础. 展开更多
关键词 室内空间 分层模型 移动对象 数据模型
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生成式人工智能赋能金融数据治理:价值意蕴、演化风险与实现进路
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作者 陈鹏飞 李长健 《学术探索》 2026年第1期142-153,共12页
生成式人工智能推动金融数据治理迈入范式性变革,通过构建系统性治理框架,以破解传统治理范式的碎片化与静态化困境,平衡技术创新与风险防控,助力金融业态高质量发展。基于复杂系统理论与适应性治理理论,采用交叉分析方法,解构生成式人... 生成式人工智能推动金融数据治理迈入范式性变革,通过构建系统性治理框架,以破解传统治理范式的碎片化与静态化困境,平衡技术创新与风险防控,助力金融业态高质量发展。基于复杂系统理论与适应性治理理论,采用交叉分析方法,解构生成式人工智能在金融数据治理中的技术、制度、系统及伦理挑战,提出“技术治理—法律规制—市场协同—伦理约束”四位一体的复合治理框架,剖析数据污染防御、跨境规则衔接等核心难题,实现技术与制度的协同演进。技术治理层应聚焦分布式验证网络与可解释性监管接口的开发,确保数据可用性与决策透明性;法律规制层可通过合成数据分级分类与跨境数据互认机制,破解权属争议与合规冲突;市场协同层可依托逆周期调节与关键基础设施冗余升级,抵御系统性风险;伦理约束层则通过动态知情同意机制与透明度分级标准,平衡创新效率与公平正义。 展开更多
关键词 生成式人工智能 金融数据治理 分层风险 数据安全 算法伦理
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融合CSS-IMP的医院麻醉数据挖掘与动态调整研究
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作者 张奥 张文 《自动化技术与应用》 2026年第1期118-122,共5页
为了提升医院麻醉数据的利用率,设计了一种融合卡方统计量和改进多层感知器的(chi square statistics and improved multilayer perceptron,CSS-IMP)麻醉数据处理模型。模型通过调取卡方统计量对输入数据进行分类,再利用基于语义插值改... 为了提升医院麻醉数据的利用率,设计了一种融合卡方统计量和改进多层感知器的(chi square statistics and improved multilayer perceptron,CSS-IMP)麻醉数据处理模型。模型通过调取卡方统计量对输入数据进行分类,再利用基于语义插值改进的多层感知器完成数据挖掘模型的建立。结果显示,所构建的模型在2000次迭代后对DEMSET和REPSET数据集的有效挖掘量分别达到9805条和8750条,在实际应用中将不同科室的关联比例提升到0.79。以上结果说明融合卡方统计量和改进多层感知器的麻醉数据处理模型具有较强的数据挖掘能力,能输出普适性高的处理数据,对医院整体麻醉数据的共享能起到促进作用。 展开更多
关键词 麻醉数据 卡方统计 多层感知 数据挖掘 关联比例 共享
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改进的密集链接卷积神经网络算法在静力触探试验土层分类中的应用研究
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作者 李仁杰 江晓童 +4 位作者 吕颖慧 王立波 江浩 张夏滔 张西文 《岩土力学》 北大核心 2026年第3期1096-1109,共14页
为了克服传统机器学习往往只关注文本数据而对图像数据的识别与分析的不足,基于静力触探试验(static cone penetration test,简称CPT)测试关键参数曲线图像数据集提出一种改进的密集链接卷积神经网络(densely connected convolutional n... 为了克服传统机器学习往往只关注文本数据而对图像数据的识别与分析的不足,基于静力触探试验(static cone penetration test,简称CPT)测试关键参数曲线图像数据集提出一种改进的密集链接卷积神经网络(densely connected convolutional networks,简称DenseNet)算法的土层分类模型。首先,利用CPT测试数据生成关键参数曲线图像,并整理成数据集;其次,将Optuna优化框架与压缩和激励(squeeze and excitation,简称SE)注意力模块嵌入到DenseNet模型,并引入损失函数、准确率、受试者工作特征曲线(receiver operating characteristic curve,简称ROC)等评估指标对模型性能进行评价;最后,将改进的DenseNet模型运用到对实际工程中的预测中,验证模型的泛化能力。研究结果表明:构建的改进DenseNet算法的土层分类模型在自建的山东黄河冲积平原地区CPT图像数据集上识别准确率达到0.9209,具有较高的识别准确率和较强的鲁棒性,且相较于当前主流深度学习模型和未改进前模型土层识别效果都有所提升;将改进模型应用于实际工程项目中,验证了滨州、德州、东营、菏泽、聊城5个地区共50个钻孔数据,分层准确率均在0.82以上。与双桥静力触探分类图相比,改进模型更具优势,提出的改进的Dense Net模型为土层分类问题提供了一种有效的解决方案,并为该领域的进一步研究提供了有益的参考。 展开更多
关键词 DenseNet SE模块 Optuna优化框架 CPT曲线图像 数据增强 土层分类
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GSM-R网络数据链路层信令关键信息解析算法
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作者 温明浩 孟景辉 +1 位作者 邱培熠 李雨键 《中国铁路》 北大核心 2026年第1期127-133,共7页
GSM-R网络的数据链路层信令可用于协助问题定位,对通信问题的诊断至关重要。但目前只能获得数字形式的信令,无法直接得到其内容,而人工解析过程极其复杂,导致时间和人力成本增加。针对该问题,基于3GPP和ETSI相关标准,提出一种数据链路... GSM-R网络的数据链路层信令可用于协助问题定位,对通信问题的诊断至关重要。但目前只能获得数字形式的信令,无法直接得到其内容,而人工解析过程极其复杂,导致时间和人力成本增加。针对该问题,基于3GPP和ETSI相关标准,提出一种数据链路层信令关键内容自动化解析算法,通过结合控制信道类型动态适配解析规则的方法,实现信令内容自动解析、误码检出和信息化展示。试验结果表明,该算法对京广高铁采集的信令数据解析准确率达100%,误码检测准确率为100%,可支撑6万条信令在21 min完成处理,较人工解析效率提升97%。相较于传统解析方法,该算法保证了信令解析的准确性,并显著提高了时效性。 展开更多
关键词 GSM-R 数据链路层 信令 自动解析 算法 误码检测
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基于MLP的船舶柴油发电机组数据建模
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作者 李时豪 肖杨婷 +1 位作者 丁峰 胡荣辉 《船舶工程》 北大核心 2026年第3期92-100,共9页
[目的]为提升船舶柴油发电机组仿真模型在突加、突卸等动态工况下的实时计算能力,解决传统机理模型在实船部署应用中存在计算复杂和动态响应实时性不足的问题,[方法]提出一种基于物理机制启发的多层感知机(MLP)数据驱动建模方法。通过... [目的]为提升船舶柴油发电机组仿真模型在突加、突卸等动态工况下的实时计算能力,解决传统机理模型在实船部署应用中存在计算复杂和动态响应实时性不足的问题,[方法]提出一种基于物理机制启发的多层感知机(MLP)数据驱动建模方法。通过构建与柴油发电机电磁-机电暂态过程相映射的双隐藏层网络拓扑结构,实现对柴油发电机组直流母线电压和电流的协同快速计算。[结果]该模型能有效捕捉柴油发电机组的非线性动态特性,在保持机理模型精度的同时提升计算效率。[结论]研究成果为船舶电力系统的实时态势感知与智能管理提供可快速部署的技术支撑。 展开更多
关键词 船舶发电机 多层感知机(MLP) 数据驱动建模 多输出回归
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基于灰色关联分析与改进神经网络的10 kV配电网线损预测方法
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作者 段伟 王浩林 +2 位作者 撒金辉 洪嘉敏 杜进彬 《科技创新与应用》 2026年第2期145-148,共4页
针对传统神经网络在电网线损预测方面存在的容易陷入局部最优和收敛性差等问题,提出一种基于改进神经网络的线损预测方法。鉴于从10 kV配电网获取的原始数据中有重复的、错误的或不完整的数据,使用k近邻孤立点检测算法进行数据清洗,提... 针对传统神经网络在电网线损预测方面存在的容易陷入局部最优和收敛性差等问题,提出一种基于改进神经网络的线损预测方法。鉴于从10 kV配电网获取的原始数据中有重复的、错误的或不完整的数据,使用k近邻孤立点检测算法进行数据清洗,提高数据质量。然后围绕易获取性、相关性两项指标,使用灰色关联分析构建电气特征指标体系。通过自适应遗传算法优化传统BP神经网络,经过多次迭代优化后确定最终预测模型。从测试情况来看,基于灰色关联分析和改进神经网络的10 kV配电网线损预测模型,能较为准确地预测配电网各条线路的线损率,达到了预期效果。 展开更多
关键词 灰色关联分析 改进神经网络 线损预测 隐含层 数据清洗
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从层叠之物到层积之人:迈向关联性的分层设计
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作者 陈永明 周启明 《南方建筑》 北大核心 2026年第1期41-51,共11页
回顾分层概念在艺术史与建筑史中的发展脉络,指出分层概念的发展过程经历了从“层叠之物”到“层积之人”的重要转向:透明性、功能性与数据性分层分别在形式、系统与生态维度展开;媒介性分层将生活传统、社会关系与集体记忆重新纳入层... 回顾分层概念在艺术史与建筑史中的发展脉络,指出分层概念的发展过程经历了从“层叠之物”到“层积之人”的重要转向:透明性、功能性与数据性分层分别在形式、系统与生态维度展开;媒介性分层将生活传统、社会关系与集体记忆重新纳入层的构成,使分层方法重新获得与日常世界、主体行为与社会文化的深度关系。旨在揭示分层图解背后反映的从“解构”到“关联”的设计思维的转变过程,通过聚焦分层在设计操作层面的应用,进一步探讨了分层视角之间的复合关系及其在重新关联空间、城市与生活中的潜能。 展开更多
关键词 分层 关联性图解 透明性 功能性 数据性 媒介性
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等保2.0背景下数据中心信息安全架构优化研究
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作者 陈丽 《无线互联科技》 2026年第3期34-37,66,共5页
等级保护2.0(以下简称“等保2.0”)对数据中心信息安全架构提出了合规与技术要求。文章构建四层联动架构模型,涵盖网络安全、计算环境、应用数据与安全运营4个层面,通过引入零信任访问控制、虚拟化隔离机制、数据全生命周期防护及安全... 等级保护2.0(以下简称“等保2.0”)对数据中心信息安全架构提出了合规与技术要求。文章构建四层联动架构模型,涵盖网络安全、计算环境、应用数据与安全运营4个层面,通过引入零信任访问控制、虚拟化隔离机制、数据全生命周期防护及安全编排自动化响应(Security Orchestration Automation and Response,SOAR)机制,提出了一套面向等保2.0的优化实施方案。实验结果表明,优化架构在检测率、响应效率、资源占用等关键指标上相较传统架构均有显著提升。因此,优化架构具备良好的工程适配性与合规落地能力。 展开更多
关键词 等保2.0 数据中心 信息安全架构 四层联动 零信任
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基于ADDIE的数据结构实验分层教学模式
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作者 冉婕 肖镞 +1 位作者 漆丽娟 黄吉亚 《计算机教育》 2026年第3期347-352,共6页
基于ADDIE模型,从分析、设计、开发、实施、评估等几个方面,提出数据结构实验课程分层教学模式,通过具体实践说明ADDIE的分层实验教学设计能够培养学生的问题求解能力和团队协作能力,有利于提高学生的编程能力和促进个性化学习。
关键词 ADDIE教学模式 数据结构 实验教学 分层教学 学习成果
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