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基于多源数据融合的新疆土地资源智能识别与空间分异
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作者 王白雪 程维明 +3 位作者 钱紫华 宋珂钰 师庆东 包安明 《科技导报》 北大核心 2025年第18期99-114,共16页
土地资源类型是评价土地适宜性和开发潜力的基础。“三山夹两盆”的地貌格局和“山地-绿洲-荒漠”的景观分布特征对新疆土地资源类型划分提出了较大的挑战。构建了一种基于网格的模糊自组织特征映射(grid-based fuzzy self-organizing f... 土地资源类型是评价土地适宜性和开发潜力的基础。“三山夹两盆”的地貌格局和“山地-绿洲-荒漠”的景观分布特征对新疆土地资源类型划分提出了较大的挑战。构建了一种基于网格的模糊自组织特征映射(grid-based fuzzy self-organizing featuremapmodel,GF-SOFM)耦合方法的土地资源分类方案,首先基于主控因素(气候+地貌)、稳定因素(土壤)、相对稳定因素(植被)、动态因素(土地利用)的研究思路,构建5个因素多项指标的4级土地资源分类体系。然后将研究区划分为1km×1km网格单元,在每个网格中对所选指标进行空间量化,并以主控因素为控制边界,将模糊处理后的指标数据输入SOFM模型,实现土地资源类型自动识别,生成新疆土地资源类型图。最后通过面积一致性检验,将GF-SOFM方法与传统主题图层叠加法的分类结果进行对比验证。结果表明:新疆地区被划分为133类主控因素类型、1906类稳定因素类型、6054类相对稳定因素类型和38493类动态因素类型,总体分类精度平均达86%。本方案与传统分层叠加法的分类结果在空间上高度一致,其中主控因素128类面积一致性超过92.35%。通过细化地貌分类和土地利用现状,GF-SOFM方法能够有效实现对土地资源的精细分类,分类结果精准刻画了“气候-地貌-土壤-植被-土地利用”的空间格局。应用该方法开展不同气候地貌区域的生态地理研究,能够有效指示区域分异,是一种相对理想的自然地理综合分类方法。该研究可为土地资源的合理开发与利用提供科学依据。 展开更多
关键词 土地资源分类 网格单元 模糊理论 自组织特征映射模型(SOFM) 新疆
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城镇建设适宜性评价的贝叶斯网络机器学习方法 被引量:7
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作者 赵珂 夏清清 胡晓艳 《中国土地科学》 CSSCI CSCD 北大核心 2022年第8期109-120,共12页
研究目的:避免城镇建设适宜性评价指标及其权重体系建立的主观性,通过“数据海选—非线性认知—线性规则转化”的方式,探索能反映城镇建设适宜性影响因素之间真实联系、评价结果易于理解、便于落地实施的城镇建设适宜性评价方法。研究方... 研究目的:避免城镇建设适宜性评价指标及其权重体系建立的主观性,通过“数据海选—非线性认知—线性规则转化”的方式,探索能反映城镇建设适宜性影响因素之间真实联系、评价结果易于理解、便于落地实施的城镇建设适宜性评价方法。研究方法:非线性机器学习、贝叶斯网络模型。研究结果:贝叶斯网络非线性结构学习出的有向无圈网络(DAG)揭示了城镇建设适宜性评价指标影响的线性主次性,贝叶斯网络非线性参数学习出的各评价指标重要度映射出城镇建设适宜性评价指标的线性重要度。研究结论:对比“专家经验线性评价”、“非线性贝叶斯网络评价”“转化线性规则评价”三种方法评价结果,非线性贝叶斯网络评价结果的合理性大大高于专家经验线性评价结果,转化线性规则评价结果的准确性不如非线性贝叶斯网络评价,但误差在可接受范围内,评价出的城镇建设适宜用地更加集中连片,评价结果易于感知、理解,可行性强。 展开更多
关键词 城镇建设适宜性 机器学习 贝叶斯网络 非线性认知 线性规则
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一种螺旋形螺纹三维有限元建模方法 被引量:3
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作者 李九一 冯志强 +2 位作者 刘建华 汪昌勇 陶玲 《昆明理工大学学报(自然科学版)》 CAS 北大核心 2019年第5期132-140,共9页
使用国际标准化组织(ISO)标准螺旋线公式,建立垂直于螺纹中心轴线的螺纹螺旋线几何形状,将其分别沿螺纹径向和轴向,顺次构建等比例缩放和固定角度旋转的平面螺纹螺旋线相似几何.对单个节距螺纹上所得到的全部螺旋线进行离散.根据离散的... 使用国际标准化组织(ISO)标准螺旋线公式,建立垂直于螺纹中心轴线的螺纹螺旋线几何形状,将其分别沿螺纹径向和轴向,顺次构建等比例缩放和固定角度旋转的平面螺纹螺旋线相似几何.对单个节距螺纹上所得到的全部螺旋线进行离散.根据离散的节点位置关系,组合成8节点6面体单元,从而获得单个节距螺纹三维有限元模型.把单个节距的模型沿螺纹中心轴线堆叠适当个数,得到完整的螺纹三维有限元模型.模型的构建过程通过编程完成,可实现参数化调用三维精确化螺栓螺母有限元模型.使用ABAQUS通用软件模拟螺栓拧紧过程,从而验证了模型建立方法的有效性. 展开更多
关键词 参数化建模 螺纹接触 螺栓拧紧
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基于LiToSim的圆柱齿轮参数化建模与接触分析 被引量:1
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作者 李少奇 李九一 冯志强 《重庆理工大学学报(自然科学)》 CAS 北大核心 2022年第10期151-158,共8页
使用渐开线圆柱齿轮轮廓线方程建立单齿几何轮廓,将轮廓按照合适的方式进行分区,利用超限映射法进行四边形结构网格划分。将获得的单齿网格节点进行旋转拉伸得到完整渐开线圆柱齿轮坐标信息,依据特定节点编号方式组合成四边形单元或六... 使用渐开线圆柱齿轮轮廓线方程建立单齿几何轮廓,将轮廓按照合适的方式进行分区,利用超限映射法进行四边形结构网格划分。将获得的单齿网格节点进行旋转拉伸得到完整渐开线圆柱齿轮坐标信息,依据特定节点编号方式组合成四边形单元或六面体单元,从而获得整个齿轮有限元网格模型。模型的构建通过编程完成,嵌入国产自主研发CAE软件LiToSim中,可以实现参数化建立渐开线圆柱齿轮有限元网格模型。使用LiToSim软件对直齿轮传动过程进行模拟,验证了齿轮模型建立方法的有效性。 展开更多
关键词 渐开线圆柱齿 参数化建模 超限映射法 LiToSim
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A Transversely Isotropic Magne to -Elec tro-Elastic Circular Kirchhoff Plate Model Incorporating Microstructure Effect 被引量:3
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作者 Wei Shen Gongye Zhang +1 位作者 Shuitao Gu Yu Cong 《Acta Mechanica Solida Sinica》 SCIE EI CSCD 2022年第2期185-197,共13页
A non-classical model for transversely isotropic magneto-electro-elastic circular Kirchhoff plates is established based on the extended modified couple stress theory.The Gibbs-type variational principle is used to obt... A non-classical model for transversely isotropic magneto-electro-elastic circular Kirchhoff plates is established based on the extended modified couple stress theory.The Gibbs-type variational principle is used to obtain the governing equations and boundary cond计ions.To illustrate the newly derived model,the static bending problem of a clamped circular plate subjected to a uniformly distributed constant load is solved numerically by Fourier-Bessel series.The numerical results show that the values of transverse displacement,electric and magnetic potentials predicted by the current model are always smaller than those of the classical model,and the differences are diminishing as the plate thickness increases.In addition,it is shown that the magneto-electro-elastic coupling effect plays an important role in the transverse displace-ment,elec trie pot ential and magnetic pot ential of the magne to-elec tr o-elastic circular Kirchhoff plates.Furthermore,several reduced specific models are provided for simpler cases. 展开更多
关键词 Circular Kirchhoff plate Magneto-electro-elastic plate Microstructure effect Couple stress theory Static bending
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Modeling the Unsteady Flow of a Newtonian Fluid Originating from the Hole of an Open Cylindrical Reservoir 被引量:1
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作者 Andrianantenaina Marcelin Hajamalala Ratovonarivo Noarijaona Zeghmati Belkacem 《Fluid Dynamics & Materials Processing》 EI 2022年第6期1737-1748,共12页
This work deals with the modeling of the unsteady Newtonian fluid flow associated with an open cylindrical reservoir.This reservoir presents a hole on the right bottom wall.Fluid volume variation,heat and mass transfe... This work deals with the modeling of the unsteady Newtonian fluid flow associated with an open cylindrical reservoir.This reservoir presents a hole on the right bottom wall.Fluid volume variation,heat and mass transfers are neglected.The unsteady governing equations are based on the conservation of mass and momentum.A finite volume technique is used to solve the non-dimensional equations and related boundary conditions.The algebraic system of equations resulting from the discretization process are solved by means of the THOMAS algorithm.For pressure-velocity coupling,the SIMPLE algorithm(Semi Implicit Method for Pressure Linked Equations)is used.Results for laminar flow(Re<1000),including the pressure and velocities profiles as well as the streamlines in the reservoir are presented.Moreover,the effects of the D/d and H0/D ratios and Reynolds number Re on the fluid flow are discussed.It is shown that the velocities and pressure depend essentially on the reservoir size.To validate the model,the present results have been compared with Zhou et al.’s results,Poiseuille’s and Bernoulli’s exact solution. 展开更多
关键词 MODELING newtonian fluid cylindrical reservoir NAVIER-STOKES
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滚动状态下轮胎/路面接触力对噪声预测相关性的试验研究
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作者 Julien Cesbron Fabienne Anfosso-Lédée +4 位作者 Denis Duhamel Hai Ping Yin Donatien Le Houédec 曹嘉欣(摘译) 陈霞(校) 《轮胎工业》 CAS 2010年第12期715-725,共11页
在过去几十年里,降低轮胎/路面噪声一直是道路交通噪声治理的主要方面。轮胎/路面噪声的产生机理非常复杂,包括轮胎振动、空气泵浦和粘吸/滑动现象等。为了能够很好地预测轮胎/路面噪声,需要准确地描述轮胎/路面接触的相互作用。
关键词 交通噪声治理 轮胎 路面 滚动状态 接触力 试验 测相 相互作用
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An adaptive smoothed particle hydrodynamics for metal cutting simulation
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作者 YiJin Cheng Yan Li +2 位作者 Ling Tao Pierre Joli Zhi-Qiang Feng 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2022年第10期125-144,共20页
Normally large amounts of particles are required to accurately simulate the metal cutting process,which consumes a lot of computing time and storage.Adaptive techniques can help decrease the number of particles,hence ... Normally large amounts of particles are required to accurately simulate the metal cutting process,which consumes a lot of computing time and storage.Adaptive techniques can help decrease the number of particles,hence reducing the runtime.This paper presents a novel adaptive smoothed particle hydrodynamics(SPH)method for the metal cutting simulation.The spatial resolution changes adaptively according to the distance to the tool tip by the particle splitting and merging.More particles are selected in the region where the workpiece and the tool are in contact.Since the contact region constantly changes during the cutting process,two quadrilateral frames are adopted in the adaptive algorithm to dynamically change the distribution of particles.One frame for the refinement,the other for the coarsening.These frames move at the same speed as the tool.To test the computational efficiency,the metal cutting process is simulated by using SPH with three different adaptive approaches.Numerical results show that the proposed adaptive algorithm with dynamic refinement and coarsening can significantly optimize the runtime. 展开更多
关键词 Smoothed particle hydrodynamics Metal cutting simulation Dynamic adaptive REFINEMENT COARSENING
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Bandgap Analysis of Periodic Composite Microplates with Curvature-Based Flexoelectricity:A Finite Element Approach
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作者 Pengyu Lai Zhangzhang He +2 位作者 Yu Cong Shuitao Gu Gongye Zhang 《Acta Mechanica Solida Sinica》 SCIE EI CSCD 2022年第6期996-1003,共8页
A finite element model is proposed permitting prediction of elastic wave bandgaps of periodic composite microplates incorporating flexoelectric effect.In this model,we applied curvature-based flexoelectricity and Mind... A finite element model is proposed permitting prediction of elastic wave bandgaps of periodic composite microplates incorporating flexoelectric effect.In this model,we applied curvature-based flexoelectricity and Mindlin plate theories and derived a finite element formulation that has been implemented for bandgap analysis.The finite element model utilizes a three-node triangle element with 30 degrees of freedom satisfying Mindlin kinematics assumptions.It is based on a non-conforming interpolation scheme which provides nodal C^(1) continuity and ensures compatibility with curvature-based flexoelectricity.The approach accounts for microstructure effects and,owing to the triangular element topology,can be used to assist the design of microplates with complex microstructures.Validation of the approach is performed through comparison with both analytical and numerical models,in which the effect of flexoelectricity on the bandgap is studied based on cases demonstrating size dependence. 展开更多
关键词 Bandgap Elastic wave propagation Metamaterial design Curvature-based flexoelectricity Mindlin plate finite element
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Assessment of Surface Water Quality Using the Water Quality Index(WQI)and Multivariate Statistical Analysis(MSA)in Nyanga River,Republic of the Congo
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作者 Helba Saira Divin Kouakoua Médard Ngouala Mabonzo +1 位作者 Vivien Romaric Ekouele Mbaki Abdelmounim El M’Rini 《Open Journal of Modern Hydrology》 2025年第4期323-343,共21页
The aim of this study was to assess the physico-chemical and mineralogical quality of surface waters used by populations for their domestic and agro-pastoral activities in the Nyanga district in the south-west of the ... The aim of this study was to assess the physico-chemical and mineralogical quality of surface waters used by populations for their domestic and agro-pastoral activities in the Nyanga district in the south-west of the Republic of the Congo.Descriptive statistics,hydrochemistry(Piper diagram),Principal Component Analysis(PCA)and hierarchical ascending classification(HAC)were used to determine the quality,chemical facies and mineralization phenomena of surface waters.Physico-chemical analyses were carried out on 6 samples taken in May 2023.The results showed that the waters studied are acidic,with a pH between 4.99 and 5.76.They are poorly mineralized,with an average electrical conductivity of 12.37μS/cm.In the study area,the water is chloride-calcium-magnesium and bicarbonate-calcium-magnesium.Analysis of heavy metals shows that all values,with the exception of iron and nitrate,comply with WHO guidelines on water potability,with the exception of the point sampled at the confluence of the Nyanga,where values were slightly higher than normal,i.e.0.06μg/L for manganese and 0.03μg/L for nitrate.Other heavy metals such as Lead(Pb)and Copper(Cu)were analyzed and confirmed that their concentration was within the authorized detection limits.Water mineralization is controlled by phenomena such as soil rainwashing,acid hydrolysis of rocks and input from high rainfall.This study shows that water resources in the Nyanga watershed are not subject to anthropogenic pressure,but to a totally natural phenomenon.Given its acidity,untreated consumption of this water could present health risks for the population. 展开更多
关键词 Physico-Chemical Parameters MINERALIZATION Water Index Nyanga Watershed Republic of the Congo
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