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Ecological Three-Dimensional Cultivation and Digital Development Model of Xinjiashan Specialty Coffee Base
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作者 Jiangnan WANG Yulian MA +3 位作者 Tingting YANG Caide DUAN Jin'e LI Guangxue YANG 《Plant Diseases and Pests》 2026年第1期22-25,29,共5页
Under the strategic framework of rural revitalization and agricultural modernization, Xinjiashan Specialty Coffee Base, located in Zaotang Village, Lujiang Town, Longyang District, Baoshan City, has been proactively i... Under the strategic framework of rural revitalization and agricultural modernization, Xinjiashan Specialty Coffee Base, located in Zaotang Village, Lujiang Town, Longyang District, Baoshan City, has been proactively investigating innovative models for agricultural development. Through extensive communication and collaboration, this base has established close partnerships with research institutions including Kunming University of Science and Technology, Baoshan University, and Yunnan Academy of Agricultural Sciences, with a commitment to thoroughly exploring the potential for resource recycling and ecological complementarity. An innovative four-in-one three-dimensional integrated planting system incorporating "coffee, bananas, green manure, and bees" has been implemented. Concurrently, technological and digital management strategies have been comprehensively integrated to improve planting efficiency. Under this model, the proportion of specialty coffee attains 71%, and the per-unit yield is 17% greater than that of the conventional planting model. This approach not only substantially enhances economic returns but also promotes the integrated development of ecological and social benefits, offering a valuable practical example and experiential reference for the specialty and sustainable advancement of the coffee industry in comparable regions. 展开更多
关键词 COFFEE three-dimensional planting DIGITALIZATION Ecological cycle Xinjiashan
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Research on dynamic three-dimensional terrain correction methods of quantitative inversion for airborne gamma-ray spectrometer
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作者 He-Xi Wu Wei-Cheng Li +6 位作者 Rui Qiu Chao Xiong Yi-Ming Lyu Yi-Qiang Xing De-Hao Zhang Zong-Shuo Tao Yang Wang 《Nuclear Science and Techniques》 2026年第5期199-214,共16页
Aerial surveys are dynamic and continuous processes,and there are different height distributions of the ground in the measurement area,which leads to problems such as overlapping measurement areas and inaccurate altit... Aerial surveys are dynamic and continuous processes,and there are different height distributions of the ground in the measurement area,which leads to problems such as overlapping measurement areas and inaccurate altitude correction during the survey process.Commonly used terrain correction methods are based on the concept of finite elementization of ground surface radioactive sources,using GPS coordinates,radar altitude,and ground elevation distribution information from aerial surveys,combined with the sourceless efficiency calibration method to construct a response matrix,which is then inverted for surface nuclide content.However,most of the sourceless efficiency calibration methods used are numerical calculations that consider the body detector as a point detector and do not consider the changes in intrinsic detection efficiency under different incident directions of gamma rays.Therefore,when the altitude of the measurement area varies significantly or the flight altitude of the aerial survey is relatively low,such sourceless efficiency calibration method calculations tend to have a large bias,which affects the accuracy of the terrain correction.To address the above problems,this study employs a novel sourceless efficiency calibration method based on the Boolean operation of the ray deposition process and simplifies the traditional body source measurement model to a surface source measurement model to achieve fast and accurate efficiency calibration.Then,through the discretization of the measurement process,the static measurement process is superposed as equivalent to the dynamic measurement process,and the dynamic measurement response matrix is built and optimized based on the calibration method.Finally,the PSO-MLEM algorithm was used to solve the dynamic measurement response matrix to achieve dynamic terrain correction of aerial survey data.Analysis of the Baiyun'ebo test area revealed that,after applying dynamic terrain correction,the inverted anomalies in uranium(eU),thorium(eTh),and potassium(K)concentrations were closer to ground measurements(within 5.72%-30.79%)and exhibited clearer anomaly boundaries compared to traditional height-based corrections.However,owing to the inherent statistical fluctuations and characteristics of matrix inversion,higher measurement values tend to absorb lower ones,potentially enlarging the anomalous regions.Nevertheless,the highanomaly regions after inversion largely coincided with the ground truth validation,demonstrating that the proposed method can effectively correct airborne gamma spectrometry data. 展开更多
关键词 Airborne gamma-ray spectrum Dynamic three-dimensional Terrain correction
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Accurate closed-form flutter eigensolutions of three-dimensional composite laminates with shear deformation
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作者 Dezhuang PAN Yufeng XING 《Chinese Journal of Aeronautics》 2026年第1期230-246,共17页
According to the Mindlin plate theory and the first-order piston theory,this work obtains accurate closed-form eigensolutions for the flutter problem of three-dimensional(3D)rectangular laminated panels.The governing ... According to the Mindlin plate theory and the first-order piston theory,this work obtains accurate closed-form eigensolutions for the flutter problem of three-dimensional(3D)rectangular laminated panels.The governing differential equations are derived by the Hamilton's variational principle,and then solved by the iterative Separation-of-Variable(i SOV)method,which are applicable to arbitrary combinations of homogeneous Boundary Conditions(BCs).However,only the simply-support,clamped and cantilever panels are considered in this work for the sake of clarity.With the closed-form eigensolutions,the flutter frequency,flutter mode and flutter boundary are presented,and the effect of shear deformation and aerodynamic damping on flutter frequencies is investigated.Besides,the relation between panel energy and the work of aerodynamic load is discussed.The numerical comparisons reveal the following.(A)The flutter eigenvalues obtained by the present method are accurate,validated by the Finite Element Method(FEM)and the Galerkin method.(B)When the span-chord ratio is larger than 3,simplifying a 3D panel to 2D(two-dimensional)panel is reasonable and the relative differences of the flutter points predicted by the two models are less than one percent.(C)The reciprocal relationship between the mechanical energy of the panel and the work done by aerodynamic load is verified by using the present flutter eigenvalues and modes,further indicating the high accuracy of the present solutions.(D)The coupling of shear deformation and aerodynamic damping prevents frequency coalescing. 展开更多
关键词 Closed-form eigensolutions The first-order piston theory The Mindlin plate theory three-dimensional panel flutter Separation-of-variable method
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基于集成学习Stacking算法的南极热流预测模型
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作者 蔡轶珩 张晓晴 +3 位作者 稂时楠 崔祥斌 何彦良 张恒 《大地测量与地球动力学》 北大核心 2026年第1期55-62,85,共9页
大地热流(heat flow,HF)是指地球内部传递至地表的热能,它能够揭示地球深部的各种作用过程及能量平衡信息。在南极洲地区,掌握热流情况对于模拟冰盖动态变化具有极其重要的意义。本研究运用机器学习中的Stacking堆叠算法,构建一个南极... 大地热流(heat flow,HF)是指地球内部传递至地表的热能,它能够揭示地球深部的各种作用过程及能量平衡信息。在南极洲地区,掌握热流情况对于模拟冰盖动态变化具有极其重要的意义。本研究运用机器学习中的Stacking堆叠算法,构建一个南极洲热流预测模型。该模型整合13种与热流相关的地质及地球物理特征的观测输入数据,并集成GBDT、XGBoost、RF、LightGBM、ET和MLP等6种常用于解决回归预测问题的机器学习算法,对热流的分布特征进行预测。实验结果表明,采用Stacking模型的预测精度优于多种基准模型。通过该模型得到的新的南极热流分布预测图,与其他传统方法所绘制的大规模估计热流分布图相比,更加契合南极洲热流的实际分布情况,展现出更为卓越的性能。 展开更多
关键词 集成学习 stacking算法 大地热流 南极洲
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基于细菌觅食优化Stacking集成学习的钻孔效率预测模型研究
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作者 关涛 缴春祺 +3 位作者 俞澎 余佳 郭振邦 程正飞 《水利学报》 北大核心 2026年第2期232-244,共13页
钻孔效率是堆石坝料场开挖施工进度仿真的关键参数,其预测准确性直接关系到仿真模型的可靠性。针对现有数学方法预测效率较低、单一学习器难以满足仿真精度要求、集成学习研究中超参数调整方法局部搜索精细度不足的问题,本文提出了一种... 钻孔效率是堆石坝料场开挖施工进度仿真的关键参数,其预测准确性直接关系到仿真模型的可靠性。针对现有数学方法预测效率较低、单一学习器难以满足仿真精度要求、集成学习研究中超参数调整方法局部搜索精细度不足的问题,本文提出了一种基于细菌觅食优化Stacking集成学习的钻孔效率预测模型。首先,以某堆石坝现场采集的钻孔效率数据为目标变量,以其影响因素(如钻孔深度、岩石性质、高程等)为特征变量构建数据集;其次,采用XGBoost、LightGBM和MLP三种异质基学习器并行训练,并引入细菌觅食优化算法模拟趋化和繁殖行为,通过R^(2)曲线实时追踪,迭代优化各基学习器的超参数,确保输出稳定的“元特征”;最后,将各基学习器的预测结果输入支持向量回归(SVR)元学习器,通过整合多模型的互补信息,在抑制偏差与方差的同时获得集成预测结果。实验结果表明,经细菌觅食优化后,各基学习器的R^(2)均可达到0.93以上,PCC值均超过0.97,集成模型在整个样本数据集上的学习曲线也平滑稳定,残差分析显示预测值与真实值的残差序列在零均值线附近均匀分布,最终结果的PCC值接近0.98,可以满足施工过程仿真需求。 展开更多
关键词 钻孔效率 施工仿真 stacking集成学习 XGBoost LightGBM MLP 支持向量机
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基于Stacking算法与钻进参数的岩石单轴抗压强度预测
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作者 岳中文 龙思晨 +5 位作者 闫逸飞 张梦佳 胡昊 薛克军 马文彪 李杨 《采矿与安全工程学报》 北大核心 2026年第1期198-207,共10页
针对传统岩石强度参数测试方法周期长、成本高的问题,本文提出一种基于Stacking集成算法的新型岩石单轴抗压强度预测方法。通过自主研发的岩石数字钻探测试系统,对不同强度材料的组合试件开展数字钻探试验;选择4种不同的机器学习算法(... 针对传统岩石强度参数测试方法周期长、成本高的问题,本文提出一种基于Stacking集成算法的新型岩石单轴抗压强度预测方法。通过自主研发的岩石数字钻探测试系统,对不同强度材料的组合试件开展数字钻探试验;选择4种不同的机器学习算法(包括支持向量机、随机森林、LightGBM和BP-神经网络),利用钻进数据训练相应的算法模型,探究钻进速度、扭矩和推进力与岩石单轴抗压强度之间的关系;采用双层Stacking框架融合4种抗压强度预测模型,构建集成算法模型,以解决单一算法模型预测精度不足、泛化能力差的问题。研究结果表明,Stacking算法模型在不同转速下对岩石单轴抗压强度的预测性能优异,300 r/min转速与400 r/min转速下对不同试件的单轴抗压强度预测结果决定系数R2基本高于0.9,优于其他4种基学习器,且平均绝对误差占实际强度值的比例小于5%。现场应用表明,Stacking算法模型能有效预测巷道岩层的岩石单轴抗压强度,可为岩体随钻探测研究提供新的思路和方法。 展开更多
关键词 钻进参数 stacking算法 强度预测 集成学习 模型融合
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基于Stacking+SHAP的离港航班滑出时间预测
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作者 夏正洪 黄君钏 +3 位作者 吴喜生 贾鑫磊 杨乐 李彦直 《科学技术与工程》 北大核心 2026年第8期3543-3549,共7页
针对现有滑出时间预测模型的可解释性弱、泛化能力差的问题,提出一种基于Stacking+SHAP分析的离港航班滑出时间预测模型。首先,将滑出时间拆解成无障碍滑出时间和动态滑出时间,分别分析其与影响因素之间的相关性。然后,构建基于Stackin... 针对现有滑出时间预测模型的可解释性弱、泛化能力差的问题,提出一种基于Stacking+SHAP分析的离港航班滑出时间预测模型。首先,将滑出时间拆解成无障碍滑出时间和动态滑出时间,分别分析其与影响因素之间的相关性。然后,构建基于Stacking的滑出时间预测模型,对比滑出时间整体预测和分阶段预测的性能差异。最后,引入SHAP方法,量化Stacking模型中各特征变量的重要性,并使用深圳宝安国际机场实际运行数据对模型的合理性进行验证。结果表明:畅通滑出时间主要受机场跑滑系统构型的影响,动态滑出时间的主要受场面交通流的影响。虽然分阶段预测结果性能略逊色于整体预测结果,但模型的可解释性更强。Stacking模型预测结果的平均绝对百分比误差(mean absolute percentage error,MAPE)、平均绝对误差(mean absolute error,MAE)、均方根误差(root mean square error,RMSE)分别为10.6%、99.7 s、140.5 s,±60、±180、±300 s的准确率分别为41.0%、86.3%、96.5%,预测精度和泛化能力均优于现有研究成果。基于沙普利加分析和相关性分析的双重特征筛选机制,可保证模型有较高预测精度的同时有效减少特征维度。 展开更多
关键词 滑出时间 可解释性 stackING 交叉验证 SHAP
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考虑骨料级配和衍生特征的Stacking深度集成混凝土强度预测
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作者 蔡志坚 王晓玲 +3 位作者 张君 王栋 吴斌平 余红玲 《水力发电学报》 北大核心 2026年第2期15-30,共16页
抗压强度预测对于混凝土施工质量控制具有重要意义。现有抗压强度预测模型多关注于初始配合比的影响,缺乏考虑骨料级配及衍生特征的影响及其可解释性分析。针对上述问题,本研究提出一种综合考虑骨料级配和衍生特征的Stacking深度集成抗... 抗压强度预测对于混凝土施工质量控制具有重要意义。现有抗压强度预测模型多关注于初始配合比的影响,缺乏考虑骨料级配及衍生特征的影响及其可解释性分析。针对上述问题,本研究提出一种综合考虑骨料级配和衍生特征的Stacking深度集成抗压强度预测模型,用于提升抗压强度预测精度和可解释性。该模型采用三种主流集成学习模型与卷积神经网络作为基学习器,以充分利用各主流算法的多样性和异质性。其中,为弥补基于树的模型对超参数敏感以及对高维特征提取能力弱的不足,引入通道注意力机制对卷积神经网络进行改进,进而提升特征提取能力。采用融合注意力机制的多层感知机模型作为元学习器,以降低模型过拟合风险。基于SHAP理论,深入挖掘混凝土强度预测的关键特征及特征交互影响。结果表明,所提模型综合考虑了骨料级配和衍生特征,抗压强度预测精度提高了27.53%。SHAP分析表明,水胶比,水,粉煤灰/水,水泥以及31.5~40 mm粒径的骨料质量分数为关键的模型驱动因素。本研究所提模型不仅提升了强度预测准确性,还通过可解释性分析揭示了影响混凝土强度的核心参数,为混凝土智能化管控提供了理论指导。 展开更多
关键词 混凝土 抗压强度预测 骨料级配 卷积神经网络 stacking深度集成模型 SHAP分析
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基于改进Stacking集成学习的深层油井管腐蚀预测
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作者 黄晗 陈长风 +3 位作者 贾小兰 张玉洁 石丽伟 王立群 《深圳大学学报(理工版)》 北大核心 2026年第1期7-16,I0001,共11页
为提升深层复杂环境下油井管平均腐蚀与点蚀速率的预测精度,并优化传统Stacking集成学习未充分考虑基学习器异质性的问题,提出了一种基于决定系数R2的改进Stacking集成学习算法.该算法集成了XGBoost(extreme gradient boosting)模型、... 为提升深层复杂环境下油井管平均腐蚀与点蚀速率的预测精度,并优化传统Stacking集成学习未充分考虑基学习器异质性的问题,提出了一种基于决定系数R2的改进Stacking集成学习算法.该算法集成了XGBoost(extreme gradient boosting)模型、随机森林(random forest,RF)模型、支持向量回归(support vector regression,SVR)模型和梯度提升决策树(gradient boosting decision tree,GBDT)模型4种机器学习算法作为基学习器,并基于决定系数R2为基学习器的输出结果进行权重赋值,作为元学习器的输入数据集.实验结果显示,与传统Stacking集成方法相比,改进后的模型在平均腐蚀速率预测上,平均绝对误差和均方误差分别降低了25.9%和9.7%,决定系数提高了2.3%;在点蚀速率预测上,平均绝对误差和均方误差分别降低了11.6%和2.0%,决定系数提高了2.7%,证明了本算法的有效性.研究成果可为深层油井管腐蚀防控与安全运维提供支撑. 展开更多
关键词 腐蚀科学与防护 stacking集成学习 深层油井管材腐蚀 机器学习 XGBoost 随机森林 支持向量回归 梯度提升决策树
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一种基于Stacking集成机器学习的城市房租预测模型
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作者 林靖宇 夏怡凡 +2 位作者 张红历 陈凯伦 方疏桐 《四川大学学报(自然科学版)》 北大核心 2026年第1期218-223,共6页
准确高效的城市房屋租赁租金预测模型是政府制定相关租赁政策的基础。针对现有基于机器学习的房租预测模型手段单一、效果不佳等缺点,本文构建了一种Stacking集成机器学习预测模型。基于成都市2022和2023年的房屋租赁数据,本文首先对六... 准确高效的城市房屋租赁租金预测模型是政府制定相关租赁政策的基础。针对现有基于机器学习的房租预测模型手段单一、效果不佳等缺点,本文构建了一种Stacking集成机器学习预测模型。基于成都市2022和2023年的房屋租赁数据,本文首先对六种机器学习模型及其Stacking集成模型进行分析比较,发现集成模型精度占优。然后,针对Stacking模型时间效率低的不足,本文对模型进行了优化,选取精度和稳定性占优的XGBoost和RF算法作为基学习器,建立了改进的Stacking集成学习模型。实证分析表明,此模型具有比单一模型更高的预测精度和比原Stacking集成模型更高的时间效率。 展开更多
关键词 住房租赁 房租预测 机器学习 stacking集成
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Three-dimensional line-of-sight-angle-constrained leader-following cooperative interception guidance law with prespecified impact time 被引量:3
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作者 Hao YOU Xinlong CHANG Jiufen ZHAO 《Chinese Journal of Aeronautics》 2025年第1期491-506,共16页
To address the problem of multi-missile cooperative interception against maneuvering targets at a prespecified impact time and desired Line-of-Sight(LOS)angles in ThreeDimensional(3D)space,this paper proposes a 3D lea... To address the problem of multi-missile cooperative interception against maneuvering targets at a prespecified impact time and desired Line-of-Sight(LOS)angles in ThreeDimensional(3D)space,this paper proposes a 3D leader-following cooperative interception guidance law.First,in the LOS direction of the leader,an impact time-controlled guidance law is derived based on the fixed-time stability theory,which enables the leader to complete the interception task at a prespecified impact time.Next,in the LOS direction of the followers,by introducing a time consensus tracking error function,a fixed-time consensus tracking guidance law is investigated to guarantee the consensus tracking convergence of the time-to-go.Then,in the direction normal to the LOS,by combining the designed global integral sliding mode surface and the second-order Sliding Mode Control(SMC)theory,an innovative 3D LOS-angle-constrained interception guidance law is developed,which eliminates the reaching phase in the traditional sliding mode guidance laws and effectively saves energy consumption.Moreover,it effectively suppresses the chattering phenomenon while avoiding the singularity issue,and compensates for unknown interference caused by target maneuvering online,making it convenient for practical engineering applications.Finally,theoretical proof analysis and multiple sets of numerical simulation results verify the effectiveness,superiority,and robustness of the investigated guidance law. 展开更多
关键词 three-dimensional cooperative interception Leader-following missiles Prespecified impact time LOS-angle-constrained Fixed-time stability Global integral sliding mode
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Global Mapping of Three-Dimensional Urban Structures Reveals Escalating Utilization in the Vertical Dimension and Pronounced Building Space Inequality 被引量:1
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作者 Xiaoping Liu Xinxin Wu +6 位作者 Xuecao Li Xiaocong Xu Weilin Liao Limin Jiao Zhenzhong Zeng Guangzhao Chen Xia Li 《Engineering》 2025年第4期86-99,共14页
Three-dimensional(3D)urban structures play a critical role in informing climate mitigation strategies aimed at the built environment and facilitating sustainable urban development.Regrettably,there exists a significan... Three-dimensional(3D)urban structures play a critical role in informing climate mitigation strategies aimed at the built environment and facilitating sustainable urban development.Regrettably,there exists a significant gap in detailed and consistent data on 3D building space structures with global coverage due to the challenges inherent in the data collection and model calibration processes.In this study,we constructed a global urban structure(GUS-3D)dataset,including building volume,height,and footprint information,at a 500 m spatial resolution using extensive satellite observation products and numerous reference building samples.Our analysis indicated that the total volume of buildings worldwide in2015 exceeded 1×10^(12)m^(3).Over the 1985 to 2015 period,we observed a slight increase in the magnitude of 3D building volume growth(i.e.,it increased from 166.02 km3 during the 1985–2000 period to 175.08km3 during the 2000–2015 period),while the expansion magnitudes of the two-dimensional(2D)building footprint(22.51×10^(3) vs 13.29×10^(3)km^(2))and urban extent(157×10^(3) vs 133.8×10^(3)km^(2))notably decreased.This trend highlights the significant increase in intensive vertical utilization of urban land.Furthermore,we identified significant heterogeneity in building space provision and inequality across cities worldwide.This inequality is particularly pronounced in many populous Asian cities,which has been overlooked in previous studies on economic inequality.The GUS-3D dataset shows great potential to deepen our understanding of the urban environment and creates new horizons for numerous 3D urban studies. 展开更多
关键词 three-dimensional Global mapping Building volume Building height Building space inequality
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Three-dimensional reconstruction under computed tomography and myopectineal orifice measurement under laparoscopy for quality control of inguinal hernia treatment 被引量:1
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作者 Lei Zhang Jing Chen +7 位作者 Yu-Ying Zhang Lei Liu Han-Dan Wang Ya-Fei Zhang Jun Sheng Qiu-Shi Hu Ming-Liang Liu Yi-Lin Yuan 《World Journal of Gastrointestinal Endoscopy》 2025年第3期50-59,共10页
BACKGROUND Inguinal hernias are common after surgery.Tension-free repair is widely accepted as the main method for managing inguinal hernias.Adequate exposure,coverage,and repair of the myopectineal orifice(MPO)are ne... BACKGROUND Inguinal hernias are common after surgery.Tension-free repair is widely accepted as the main method for managing inguinal hernias.Adequate exposure,coverage,and repair of the myopectineal orifice(MPO)are necessary.However,due to differences in race and sex,people’s body shapes vary.According to European guidelines,the patch should measure 10 cm×15 cm.If any part of the MPO is dissected,injury to the nerves,vascular network,or organs may occur during surgery,thereby leading to inguinal discomfort,pain,and seroma formation after surgery.Therefore,accurate localization and measurement of the boundary of the MPO are crucial for selecting the optimal patch for inguinal hernia repair.AIM To compare the size of the MPO measured on three-dimensional multislice spiral computed tomography(CT)with that measured via laparoscopy and explore the relevant factors influencing the size of the MPO.METHODS Clinical data from 74 patients who underwent laparoscopic tension-free inguinal hernia repair at the General Surgery Department of the First Affiliated Hospital of Anhui University of Science and Technology between September 2022 and July 2024 were collected and analyzed retrospectively.Transabdominal preperitoneal was performed.Sixty-four males and 10 females,with an average age of 58.30±12.32 years,were included.The clinical data of the patients were collected.The boundary of the MPO was measured on three-dimensional CT images before surgery and then again during transabdominal preperitoneal.All the preoperative and intraoperative data were analyzed via paired t-tests.A t-test was used for comparisons of age,body mass index,and sex between the groups.In the comparative analysis,a P value less than 0.05 indicated a significant difference.RESULTS The boundaries of the MPO on 3-dimensional CT images measured 7.05±0.47 cm and 6.27±0.61 cm,and the area of the MPO was 19.54±3.33 cm^(2).The boundaries of the MPO during surgery were 7.18±0.51 cm and 6.17±0.40 cm.The errors were not statistically significant.However,the intraoperative BD(the width of the MPO,P=0.024,P<0.05)and preoperative AC(the length of the MPO,P=0.045,P<0.05)significantly differed according to sex.The AC and BD measurements before and during surgery were not significantly different according to age,body mass index,hernia side or hernia type(P>0.05).CONCLUSION The application of this technology can aid in determining the most appropriate dissection range and patch size. 展开更多
关键词 HERNIA INGUINAL Myopectineal orifice three-dimensional reconstruction Computed tomography Inguinal hernia
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基于AGSCOA-Stacking特征加权的船用钢板焊接余量预测
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作者 谢久超 苌道方 《计算机工程》 北大核心 2026年第1期414-426,共13页
为了提升钢板焊接的精度,提高船体质量和建造效率,提出一种自适应黄金正弦螯虾优化算法(AGSCOA)-Stacking特征加权代理模型的方法,用于解决船用钢板焊接余量预测问题。首先,基于Stacking集成学习策略,根据所提出的PC指标,从多种机器学... 为了提升钢板焊接的精度,提高船体质量和建造效率,提出一种自适应黄金正弦螯虾优化算法(AGSCOA)-Stacking特征加权代理模型的方法,用于解决船用钢板焊接余量预测问题。首先,基于Stacking集成学习策略,根据所提出的PC指标,从多种机器学习模型中筛选出兼具高预测精度和差异性的基学习器。其次,提出一种特征加权方法,针对所筛选基学习器的预测性能进行自适应特征加权,从而提高模型的泛化能力。最后,对传统螯虾优化算法进行多方面改进,引入正交折射反向学习机制来改进种群初始化,确保初始种群质量;提出自适应Lévy飞行策略来优化探索阶段,避免陷入局部最优;引入黄金正弦算法改进开发阶段,平衡全局搜索与局部开发能力。利用改进后的AGSCOA对代理模型进行多参数优化,从而提升模型预测精度。实验结果表明,AGSCOA在优化性能和收敛速度上表现出色,所提出的代理模型相比线性加权集成学习代理模型、AGSCOA-SVR、AGSCOA-ET和AGSCOA-RF具有更高的预测精度,均方根误差(RMSE)分别降低了14.29%、35.78%、17.48%和22.31%。 展开更多
关键词 焊接余量预测 stacking集成学习 代理模型 螯虾优化算法 折射反向学习机制 黄金正弦算法
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融合InSAR Stacking的董志塬滑坡动态易发性评价
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作者 王向辉 张成龙 +4 位作者 李振洪 陈毅 刘振江 魏冠军 赵颖 《测绘地理信息》 2026年第1期33-43,共11页
董志塬地区位于黄土高原中心地带,滑坡灾害频发,亟需明确滑坡易发性分区,以支持该区域滑坡隐患的科学防控。因此,本文以董志塬为研究区,选取高程、坡向和NDVI等12个影响因素作为评价因子,基于频率比(frequency ratio,FR)模型,结合随机森... 董志塬地区位于黄土高原中心地带,滑坡灾害频发,亟需明确滑坡易发性分区,以支持该区域滑坡隐患的科学防控。因此,本文以董志塬为研究区,选取高程、坡向和NDVI等12个影响因素作为评价因子,基于频率比(frequency ratio,FR)模型,结合随机森林(random forest,RF)与人工神经网络(artificial neural network,ANN)模型开展滑坡静态易发性评价,并分析各因子对评价精度的贡献。结果表明,FRRF和FR-ANN模型的曲线下面积(area under the curve,AUC)值分别为0.922和0.918,表明FR-RF模型在董志塬滑坡易发性评价中的精度更高。坡度、坡向和道路密度对滑坡易发性的贡献率分别为16.7%、15.3%和1.4%。为克服地形复杂和数据更新滞后的问题,本文将FR-RF模型的易发性结果与InSAR Stacking结果相结合,将静态滑坡易发性评价精度由6.9%提升到8.1%。动态易发性结果表明,董志塬滑坡高易发区主要分布于河流沿岸,占总面积的6.5%,该区域的滑坡数量占总滑坡数的23.6%,滑坡密度15.7个/km^(2)。低易发区主要位于远离河流的中部区域,占总面积的81.7%,滑坡数量占总滑坡数的57.8%,滑坡密度4.7个/km^(2)。本研究通过融合InSAR Stacking方法,解决了静态滑坡易发性评价数据更新滞后问题,减少了假阴性错误,为传统滑坡易发性评价赋予了时效性,可以实现董志塬滑坡易发性动态评价,为灾害防治提供了重要数据支持。 展开更多
关键词 董志塬地区 滑坡动态易发性评价 InSAR stacking 频率比模型 机器学习
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Three-dimensional amorphous N-doped cobalt-copper sulfide nanostructures for efficient full water splitting 被引量:1
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作者 Jin-Chun He Ding-Cen Duan +7 位作者 Yun-Cheng Du Zong-Qin Ding Sha-Sha Yan Xin Chen Hui Zhang Xuan-Xuan Bi Rong-Yue Wang Xing-Bo Ge 《Rare Metals》 2025年第5期3080-3093,共14页
The development of efficient catalysts for hydrogen evolution reaction(HER)and oxygen evolution reaction(OER)is of great significance for the practical application of water splitting in alkaline electrolytes.Transitio... The development of efficient catalysts for hydrogen evolution reaction(HER)and oxygen evolution reaction(OER)is of great significance for the practical application of water splitting in alkaline electrolytes.Transition metal sulfide electrocatalysts have been widely recognized as efficient catalysts for water splitting in alkaline media.In this work,an original and efficient synthesis strategy is proposed for the fabrication of asymmetric anode(N-(Co-Cu)S_(x))and cathode(N-CoS/Cu_(2)S).Impressively,these electrodes exhibit superior performance,benefiting from the construction of three-dimensional(3D)structures and the electronic structure adjustment caused by N-doping with increased active sites,improved mass/charge transport and enhanced evolution and release of gas bubbles.Hence,N-(Co-Cu)S_(x)anode exhibits excellent OER performance with only 217 mV overpotential at 10 mA·cm^(-2),while N-CoS/Cu_(2)S cathode possesses excellent HER performance with only 67 mV overpotential at 10 mA·cm^(-2).N-(Co-Cu)S_(x)||N-CoS/Cu_(2)S electrolyzer presents a low cell voltage of 1.53 V at 10 mA·cm^(-2)toward overall water splitting,which is superior to most recently reported transition metal sulfide-based catalysts. 展开更多
关键词 Cobalt sulfide/copper sulfide N-DOPING three-dimensional electrode Water splitting Synergistic effects
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Artificial intelligence-aided semi-automatic joint trace detection from textured three-dimensional models of rock mass 被引量:1
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作者 Seyedahmad Mehrishal Jineon Kim +1 位作者 Yulong Shao Jae Joon Song 《Journal of Rock Mechanics and Geotechnical Engineering》 2025年第4期1973-1985,共13页
It is of great importance to obtain precise trace data,as traces are frequently the sole visible and measurable parameter in most outcrops.The manual recognition and detection of traces on high-resolution three-dimens... It is of great importance to obtain precise trace data,as traces are frequently the sole visible and measurable parameter in most outcrops.The manual recognition and detection of traces on high-resolution three-dimensional(3D)models are relatively straightforward but time-consuming.One potential solution to enhance this process is to use machine learning algorithms to detect the 3D traces.In this study,a unique pixel-wise texture mapper algorithm generates a dense point cloud representation of an outcrop with the precise resolution of the original textured 3D model.A virtual digital image rendering was then employed to capture virtual images of selected regions.This technique helps to overcome limitations caused by the surface morphology of the rock mass,such as restricted access,lighting conditions,and shading effects.After AI-powered trace detection on two-dimensional(2D)images,a 3D data structuring technique was applied to the selected trace pixels.In the 3D data structuring,the trace data were structured through 2D thinning,3D reprojection,clustering,segmentation,and segment linking.Finally,the linked segments were exported as 3D polylines,with each polyline in the output corresponding to a trace.The efficacy of the proposed method was assessed using a 3D model of a real-world case study,which was used to compare the results of artificial intelligence(AI)-aided and human intelligence trace detection.Rosette diagrams,which visualize the distribution of trace orientations,confirmed the high similarity between the automatically and manually generated trace maps.In conclusion,the proposed semi-automatic method was easy to use,fast,and accurate in detecting the dominant jointing system of the rock mass. 展开更多
关键词 Automatic trace detection Digital joint mapping Rock discontinuities characterization three-dimensional(3D)trace network
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Dynamic modeling of a three-dimensional braided composite thin plate considering braiding directions 被引量:1
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作者 Chentong GAO Huiyu SUN +1 位作者 Jianping GU W.M.HUANG 《Applied Mathematics and Mechanics(English Edition)》 2025年第1期123-138,共16页
Currently,there are a limited number of dynamic models available for braided composite plates with large overall motions,despite the incorporation of three-dimensional(3D)braided composites into rotating blade compone... Currently,there are a limited number of dynamic models available for braided composite plates with large overall motions,despite the incorporation of three-dimensional(3D)braided composites into rotating blade components.In this paper,a dynamic model of 3D 4-directional braided composite thin plates considering braiding directions is established.Based on Kirchhoff's plate assumptions,the displacement variables of the plate are expressed.By incorporating the braiding directions into the constitutive equation of the braided composites,the dynamic model of the plate considering braiding directions is obtained.The effects of the speeds,braiding directions,and braided angles on the responses of the plate with fixed-axis rotation and translational motion,respectively,are investigated.This paper presents a dynamic theory for calculating the deformation of 3D braided composite structures undergoing both translational and rotational motions.It also provides a simulation method for investigating the dynamic behavior of non-isotropic material plates in various applications. 展开更多
关键词 three-dimensional(3D)braided composite braiding direction composite thin plate large overall motion dynamic model
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Attitude control of flexible satellite via three-dimensional magnetically suspended wheel 被引量:1
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作者 J.TAYEBI Yingjie CHEN +1 位作者 Ti CHEN Shiyuan JIA 《Applied Mathematics and Mechanics(English Edition)》 2025年第3期555-572,共18页
This paper proposes an attitude control strategy for a flexible satellite equipped with an orthogonal cluster of three-dimensional(3D)magnetically suspended wheels(MSWs).The mathematical model for the satellite incorp... This paper proposes an attitude control strategy for a flexible satellite equipped with an orthogonal cluster of three-dimensional(3D)magnetically suspended wheels(MSWs).The mathematical model for the satellite incorporating flexible appendages and an orthogonal cluster of magnetically suspended reaction wheel actuators is initially developed.After that,an adaptive attitude controller is designed with a switching surface of variable structure,an adaptive law for estimating inertia matrix uncertainty,and a fuzzy disturbance observer for estimating disturbance torques.Additionally,a Moore-Penrose-based steering law is proposed to derive the tilt angle commands of the orthogonal configuration of the 3D MSW to follow the designed control signal.Finally,numerical simulations are presented to validate the effectiveness of the proposed control strategy. 展开更多
关键词 flexible satellite three-dimensional(3D)magnetically suspended wheel(MSW) attitude control adaptive control disturbance observer
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融合ANN与Stacking算法的通信光缆监测研究
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作者 李默 顾东辉 田丰硕 《电子设计工程》 2026年第8期34-38,共5页
为了提高通信光缆监测的准确率并缩短反应时间,对通信光缆监测的信号处理进行了研究。采用人工神经网络对通信光缆监测信号数据进行特征提取,并利用Stacking算法融合多种模型,强化通信光缆信号的分类识别效果。通过对通信光缆的实际监测... 为了提高通信光缆监测的准确率并缩短反应时间,对通信光缆监测的信号处理进行了研究。采用人工神经网络对通信光缆监测信号数据进行特征提取,并利用Stacking算法融合多种模型,强化通信光缆信号的分类识别效果。通过对通信光缆的实际监测,得出新设计模型对不同状态的分类准确率最低为96.43%,而传统模型的分类准确率会降至90%以下,同时研究设计的模型对通信光缆信号的处理时间仅需0.0036 s左右。研究设计的模型显著提高了通信光缆监测的效果与时效性,经实际应用,满足了通信业务对光缆状态监测的精准度与时效性要求。 展开更多
关键词 人工神经网络 stackING 监测 信号识别 特征提取
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