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Intelligent Metal Detection and Disposal Automation Equipment Based on Geometric Optimization Driving Algorithm
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作者 TIAN Xuehui LI Chengzu +3 位作者 WEI Kehan QIAN Yang ZHANG Lu WANG Rongwu 《Journal of Donghua University(English Edition)》 CAS 2024年第5期492-504,共13页
In order to solve the problem of metal impurities mixed in the production line of wood pulp nonwoven raw materials,intelligent metal detection and disposal automation equipment is designed.Based on the principle of el... In order to solve the problem of metal impurities mixed in the production line of wood pulp nonwoven raw materials,intelligent metal detection and disposal automation equipment is designed.Based on the principle of electromagnetic induction,the precise positioning of metal coordinates is realized by initial inspection and multi-directional re-inspection.Based on a geometry optimization driving algorithm,the cutting area is determined by locating the center of the circle that covers the maximum area.This approach aims to minimize the cutting area and maximize the use of materials.Additionally,the method strives to preserve as many fabrics at the edges as possible by employing the farthest edge covering circle algorithm.Based on a speed compensation algorithm,the flexible switching of upper and lower rolls is realized to ensure the maximum production efficiency.Compared with the metal detection device in the existing production line,the designed automation equipment has the advantages of higher detection sensitivity,more accurate metal coordinate positioning,smaller cutting material areas and higher production efficiency,which can make the production process more continuous,automated and intelligent. 展开更多
关键词 intelligent manufacturing electromagnetic induction metal detection geometric optimization driving algorithm automation equipment
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Geometrically Nonlinear Deformation Reconstruction Based on iQS4 Elements Using a Linearized Iterative iFEM Algorithm 被引量:1
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作者 Mengying Li Dawei Jia +2 位作者 He Huang Ziyan Wu Adnan Kefal 《Acta Mechanica Solida Sinica》 SCIE EI CSCD 2023年第1期166-180,共15页
Structural shape monitoring plays a vital role in the structural health monitoring systems.The inverse finite element method(iFEM)has been demonstrated to be a practical method of deformation reconstruction owing to i... Structural shape monitoring plays a vital role in the structural health monitoring systems.The inverse finite element method(iFEM)has been demonstrated to be a practical method of deformation reconstruction owing to its unique advantages.Current iFEM formulations have been applied to small deformation of structures based on the small-displacement assumption of linear theory.However,this assumption may be inapplicable to some structures with large displacements in practical applications.Therefore,geometric nonlinearity needs to be considered.In this study,to expand the practical utility of iFEM for large displacement monitoring,we propose a nonlinear iFEM algorithm based on a four-node inverse quadrilateral shell element iQS4.Taking the advantage of an iterative iFEM algorithm,a nonlinear response is linearized to compute the geometrically nonlinear deformation reconstruction,like the basic concept of nonlinear FE analysis.Several examples are solved to verify the proposed approach.It is demonstrated that large displacements can be accurately estimated even if the in-situ sensor data includes different levels of randomly generated noise.It is proven that the nonlinear iFEM algorithm provides a more accurate displacement response as compared to the linear iFEM methodology for structures undergoing large displacement.Hence,the proposed approach can be utilized as a viable tool to effectively characterize geometrically nonlinear deformations of structures in real-time applications. 展开更多
关键词 Deformation reconstruction iQS4 element Iterative algorithm Nonlinear iFEM geometric nonlinearity
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Geometric Optimization Design System Incorporating Hybrid GRECO-WM Scheme and Genetic Algorithm 被引量:5
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作者 Ye Shaobo Xiong Junjiang 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2009年第6期599-606,共8页
This article seeks to outline an integrated and practical geometric optimization design system (GODS) incorporating hybrid graphical electromagnetic computing-wedge modeling (GRECO-WM) scheme and the genetic algor... This article seeks to outline an integrated and practical geometric optimization design system (GODS) incorporating hybrid graphical electromagnetic computing-wedge modeling (GRECO-WM) scheme and the genetic algorithm (GA) for calculating the radar cross section (RCS) and optimizing the geometric parameters of a large and complex target respectively. A new wedge modeling (WM) scheme is presented for calculating the high-frequency RCS of wedge with only one visible facet based on the method of equivalent currents (MEC). The applications of GODS to 2D cross-section and 3D surface are respectively implemented by choosing an average of monostatic RCS values corresponding to a series of incident angles over a frequency band as the optimum objective function. And the results demonstrate that the RCS can be effectively and conveniently reduced by the GODS presented in this article. 展开更多
关键词 radar cross section geometric parameter complex target optimum design wedge modeling genetic algorithms graphical electromagnetic computing
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An algorithm for generating geometric buffers for vector feature layers 被引量:2
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作者 Sumeet BHATIA Viral VIRA +1 位作者 Deepak CHOKSI P.VENKATACHALAM 《Geo-Spatial Information Science》 SCIE EI 2013年第2期130-138,共9页
The paper presents an algorithm for constructing geometric buffers for vector feature layers and dissolving those buffers using a sweep-line approach and vector algebra.The algorithm works by first constructing a geom... The paper presents an algorithm for constructing geometric buffers for vector feature layers and dissolving those buffers using a sweep-line approach and vector algebra.The algorithm works by first constructing a geometric buffer for a vector feature layer,then dissolving each single geometric buffer for that feature layer,and finally dissolving the overlapping buffers of the entire layer.The algorithm has been implemented successfully in a commercial Geographical Information System software package. 展开更多
关键词 geometric buffer spatial analysis algorithm
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Geometric Approximation Searching Algorithm for Spatial Straightness Error Evaluation 被引量:1
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作者 Jishun Li Xianqing Lei +1 位作者 Yujun Xue Weimin Pan 《Modern Instrumentation》 2013年第1期1-6,共6页
Considering the characteristics of spatial straightness error, this paper puts forward a kind of evaluation method of spatial straightness error using Geometric Approximation Searching Algorithm (GASA). According to t... Considering the characteristics of spatial straightness error, this paper puts forward a kind of evaluation method of spatial straightness error using Geometric Approximation Searching Algorithm (GASA). According to the minimum condition principle of form error evaluation, the mathematic model and optimization objective of the GASA are given. The algorithm avoids the optimization and linearization, and can be fulfilled in three steps. First construct two parallel quadrates based on the preset two reference points of the spatial line respectively;second construct centerlines by connecting one quadrate each vertices to another quadrate each vertices;after that, calculate the distances between measured points and the constructed centerlines. The minimum zone straightness error is obtained by repeating comparing and reconstructing quadrates. The principle and steps of the algorithm to evaluate spatial straightness error is described in detail, and the mathematical formula and program flowchart are given also. Results show that this algorithm can evaluate spatial straightness error more effectively and exactly. 展开更多
关键词 ERROR Evaluation Spatial STRAIGHTNESS geometrIC APPROXIMATION SEARCHING algorithm Minimum ZONE
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Geometric precision evaluation methodology of multiple reference station network algorithms
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作者 李显 吴美平 +1 位作者 张开东 黄杨明 《Journal of Central South University》 SCIE EI CAS 2013年第1期134-141,共8页
To evaluate the performance of real time kinematic (RTK) network algorithms without applying actual measurements, a new method called geometric precision evaluation methodology (GPEM) based on covariance analysis was ... To evaluate the performance of real time kinematic (RTK) network algorithms without applying actual measurements, a new method called geometric precision evaluation methodology (GPEM) based on covariance analysis was presented. Three types of multiple reference station interpolation algorithms, including partial derivation algorithm (PDA), linear interpolation algorithms (LIA) and least squares condition (LSC) were discussed and analyzed. The geometric dilution of precision (GDOP) was defined to describe the influence of the network geometry on the interpolation precision, and the different GDOP expressions of above-mentioned algorithms were deduced. In order to compare geometric precision characteristics among different multiple reference station network algorithms, a simulation was conducted, and the GDOP contours of these algorithms were enumerated. Finally, to confirm the validation of GPEM, an experiment was conducted using data from Unite State Continuously Operating Reference Stations (US-CORS), and the precision performances were calculated according to the real test data and GPEM, respectively. The results show that GPEM generates very accurate estimation of the performance compared to the real data test. 展开更多
关键词 network DGPS algorithms geometric precision evaluation covariance analysis partial derivation algorithm linearinterpolation algorithm least squares collocation
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Application of Light Reflectance-Transmittance Measurement Method to Reconstruct Geometrical Morphology of Particle Fractal Aggregates
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作者 LIU Zhigang FANG Hongyi +2 位作者 ZHU Ruihan HE Zhenzong MAO Junkui 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2021年第1期57-67,共11页
Particles,including soot,aerosol and ash,usually exist as fractal aggregates.The radiative properties of the particle fractal aggregates have a great influence on studying the light or heat radiative transfer in the p... Particles,including soot,aerosol and ash,usually exist as fractal aggregates.The radiative properties of the particle fractal aggregates have a great influence on studying the light or heat radiative transfer in the particle medium.In the present work,the performance of the single-layer inversion model and the double-layer inversion model in reconstructing the geometric structure of particle fractal aggregates is studied based on the light reflectancetransmittance measurement method.An improved artificial fish-swarm algorithm(IAFSA)is proposed to solve the inverse problem.The result reveals that the accuracy of double-layer inversion model is more satisfactory as it can provide more uncorrelated information than the single-layer inversion model.Moreover,the developed IAFSA show higher accuracy and better robustness than the original artificial fish swarm algorithm(AFSA)for avoiding local optimization problems effectively.As a whole,the present work supplies a useful kind of measurement technology for predicting geometrical morphology of particle fractal aggregates. 展开更多
关键词 inversion radiative problem artificial fish swarm algorithm radiative property particle fractal aggregate geometrical morphology
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Geometrically Nonlinear Analysis of Structures Using Various Higher Order Solution Methods: A Comparative Analysis for Large Deformation
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作者 Ali Maghami Farzad Shahabian Seyed Mahmoud Hosseini 《Computer Modeling in Engineering & Sciences》 SCIE EI 2019年第12期877-907,共31页
The suitability of six higher order root solvers is examined for solving the nonlinear equilibrium equations in large deformation analysis of structures.The applied methods have a better convergence rate than the quad... The suitability of six higher order root solvers is examined for solving the nonlinear equilibrium equations in large deformation analysis of structures.The applied methods have a better convergence rate than the quadratic Newton-Raphson method.These six methods do not require higher order derivatives to achieve a higher convergence rate.Six algorithms are developed to use the higher order methods in place of the Newton-Raphson method to solve the nonlinear equilibrium equations in geometrically nonlinear analysis of structures.The higher order methods are applied to both continuum and discrete problems(spherical shell and dome truss).The computational cost and the sensitivity of the higher order solution methods and the Newton-Raphson method with respect to the load increment size are comparatively investigated.The numerical results reveal that the higher order methods require a lower number of iterations that the Newton-Raphson method to converge.It is also shown that these methods are less sensitive to the variation of the load increment size.As it is indicated in numerical results,the average residual reduces in a lower number of iterations by the application of the higher order methods in the nonlinear analysis of structures. 展开更多
关键词 geometrically nonlinear analysis higher order methods predictor-corrector algorithms convergence rate sensitivity to the increment size
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AN EXPANSION AND CORRECTION ALGORITHM FOR PHOTOELECTRIC IMAGE WITH GEOMETRIC DISTORTION^1
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作者 Liu Jingen Wu Zhipeng Liu Shangqian (Lab. 503, Xidian University, Xi’an 710071) 《Journal of Electronics(China)》 2003年第3期189-193,共5页
A creepy photoelectric endoscopy system with good performance is studied, and anexpansion and correction algorithm for a compressed photoelectric image with serious geometricdistortion is presented. The algorithm can ... A creepy photoelectric endoscopy system with good performance is studied, and anexpansion and correction algorithm for a compressed photoelectric image with serious geometricdistortion is presented. The algorithm can not only correct the geometric distortion, but alsorestore the gray-level distribution by means of ternary convolution algorithm. The details andthe outline in the image are very clear. It is proved to be of high performance in practice. 展开更多
关键词 Photoelectric image geometric distortion Image expansion and correction Ternary convolution algorithm
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Algorithmic approach to discrete fracture network flow modeling in consideration of realistic connections in large-scale fracture networks
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作者 Qihua Zhang Shan Dong +2 位作者 Yaoqi Liu Junjie Huang Feng Xiong 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2024年第9期3798-3811,共14页
Analyzing rock mass seepage using the discrete fracture network(DFN)flow model poses challenges when dealing with complex fracture networks.This paper presents a novel DFN flow model that incorporates the actual conne... Analyzing rock mass seepage using the discrete fracture network(DFN)flow model poses challenges when dealing with complex fracture networks.This paper presents a novel DFN flow model that incorporates the actual connections of large-scale fractures.Notably,this model efficiently manages over 20,000 fractures without necessitating adjustments to the DFN geometry.All geometric analyses,such as identifying connected fractures,dividing the two-dimensional domain into closed loops,triangulating arbitrary loops,and refining triangular elements,are fully automated.The analysis processes are comprehensively introduced,and core algorithms,along with their pseudo-codes,are outlined and explained to assist readers in their programming endeavors.The accuracy of geometric analyses is validated through topological graphs representing the connection relationships between fractures.In practical application,the proposed model is employed to assess the water-sealing effectiveness of an underground storage cavern project.The analysis results indicate that the existing design scheme can effectively prevent the stored oil from leaking in the presence of both dense and sparse fractures.Furthermore,following extensive modification and optimization,the scale and precision of model computation suggest that the proposed model and developed codes can meet the requirements of engineering applications. 展开更多
关键词 Discrete fracture network(DFN)flow model geometric algorithm Fracture flow Water-sealing effect
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Geometric Calibration and Mergence Algorithm of Ocular Fundus Images
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《Chinese Journal of Biomedical Engineering(English Edition)》 1999年第4期94-95,共2页
关键词 CHEN geometric Calibration and Mergence algorithm of Ocular Fundus Images
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Enhancing reliability assessment of curved low-stiffness track-viaducts with an adaptive surrogate-based approach emphasizing track dynamic geometric state
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作者 CHENG Fang LIU Hui YANG Rui 《Journal of Central South University》 CSCD 2024年第11期4262-4275,共14页
Traditional track dynamic geometric state(TDGS)simulation incurs substantial computational burdens,posing challenges for developing reliability assessment approach that accounts for TDGS.To overcome these,firstly,a si... Traditional track dynamic geometric state(TDGS)simulation incurs substantial computational burdens,posing challenges for developing reliability assessment approach that accounts for TDGS.To overcome these,firstly,a simulation-based TDGS model is established,and a surrogate-based model,grid search algorithm-particle swarm optimization-genetic algorithm-multi-output least squares support vector regression,is established.Among them,hyperparameter optimization algorithm’s effectiveness is confirmed through test functions.Subsequently,an adaptive surrogate-based probability density evolution method(PDEM)considering random track geometry irregularity(TGI)is developed.Finally,taking curved train-steel spring floating slab track-U beam as case study,the surrogate-based model trained on simulation datasets not only shows accuracy in both time and frequency domains,but also surpasses existing models.Additionally,the adaptive surrogate-based PDEM shows high accuracy and efficiency,outperforming Monte Carlo simulation and simulation-based PDEM.The reliability assessment shows that the TDGS part peak management indexes,left/right vertical dynamic irregularity,right alignment dynamic irregularity,and track twist,have reliability values of 0.9648,0.9918,0.9978,and 0.9901,respectively.The TDGS mean management index,i.e.,track quality index,has reliability value of 0.9950.These findings show that the proposed framework can accurately and efficiently assess the reliability of curved low-stiffness track-viaducts,providing a theoretical basis for the TGI maintenance. 展开更多
关键词 reliability assessment track dynamic geometric state hybrid machine learning algorithm adaptive learning strategy probability density evolution method
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连续型狭窄空间辅助检测机器人设计及运动学分析
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作者 唐术锋 袁炜 +3 位作者 王鑫 常宏 郭晓栋 火伟伟 《机床与液压》 北大核心 2025年第5期24-30,共7页
针对航空发动机传统的检测方法需要人工拆解的问题,设计一种无需将航空发动机拆解便可实现检测功能的连续体狭窄空间辅助检测机器人。该机器人由驱动单元和检测通道搭建单元两部分构成。为了躲避狭窄空间内的障碍物,设计一种由球铰链连... 针对航空发动机传统的检测方法需要人工拆解的问题,设计一种无需将航空发动机拆解便可实现检测功能的连续体狭窄空间辅助检测机器人。该机器人由驱动单元和检测通道搭建单元两部分构成。为了躲避狭窄空间内的障碍物,设计一种由球铰链连接的连续体关节,连续体关节由顶端关节和后3段相同结构的关节串连而成,共有2个自由度。基于几何分析的方法,建立机器人的运动学模型,研究驱动空间、关节空间的映射关系,通过齐次变换的方法得到关节空间和操作空间的映射关系。运用蒙特卡洛算法得到机器人的可达工作空间并绘制了机器人末端位置变化曲线和驱动线长度变化曲线。最后研制机器人原理样机,通过实验测试机器人的弯曲性能和通过性能。实验结果表明:机器人能够在0°~110°进行不同程度的弯曲运动,能够在复杂狭窄的环境下躲避障碍物成功到达目标位置。 展开更多
关键词 连续体机器人 狭窄空间 几何分析法 蒙特卡洛算法
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基于CoAtNet-LSTM模型的多传感器信息融合刀具磨损预测
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作者 李亚 尚轩丞 +1 位作者 王海瑞 朱贵富 《计量学报》 北大核心 2025年第10期1433-1445,共13页
基于长短时记忆网络(LSTM)与CoAtNet网络,提出了一种刀具磨损预测CoAtNet-LSTM模型。在时域、频域、时频域中提取传感器信号特征,并通过孤立森林算法进行信号特征异常值处理,再将其输入预测模型中获得刀具磨损预测值并通过Hyperband算... 基于长短时记忆网络(LSTM)与CoAtNet网络,提出了一种刀具磨损预测CoAtNet-LSTM模型。在时域、频域、时频域中提取传感器信号特征,并通过孤立森林算法进行信号特征异常值处理,再将其输入预测模型中获得刀具磨损预测值并通过Hyperband算法优化模型超参数。应用PHM2010数控铣床刀具数据集验证训练模型的预测精度。实验结果表明,该模型的决定系数相较于原CoAtNet和LSTM网络模型平均提升了12.73%、16.44%。 展开更多
关键词 几何量计量 刀具磨损 CoAtNet-LSTM模型 长短期时间记忆网络 Hyperband算法 孤立森林算法
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分析力学专刊序
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作者 张毅 郭永新 《动力学与控制学报》 2025年第3期I0001-I0004,共4页
围绕几何力学、变分积分子与几何数值分析、变分原理、保结构计算与约化、超细长弹性杆分析力学、变换理论、Noether对称性等研究主题,本专刊介绍了分析力学领域的一些最新成果.
关键词 分析力学 变分积分子 几何数值算法 变分原理 NOETHER对称性 变换理论
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烟梗按序上料码放位置RANSAC优化识别方法
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作者 孟瑾 王伟 +1 位作者 崔建华 石怀忠 《计算机仿真》 2025年第1期253-257,共5页
由于拍摄角度、镜头畸变、机械振动等因素,可能会导致图像中的烟梗位置出现偏移或形变,几何失真会直接影响烟梗位置的识别效果,为了解决烟梗按序上料码放位置识别效果不佳的问题,提出了基于改进RANSAC算法的烟梗按序上料码放位置识别方... 由于拍摄角度、镜头畸变、机械振动等因素,可能会导致图像中的烟梗位置出现偏移或形变,几何失真会直接影响烟梗位置的识别效果,为了解决烟梗按序上料码放位置识别效果不佳的问题,提出了基于改进RANSAC算法的烟梗按序上料码放位置识别方法。通过几何变换方法对CCD相机采集到的烟梗基准图像和烟梗实时上料图像展开几何校正处理,改善位置偏移与形变问题。基于尺度不变特征变换算法选择烟梗图像特征点,并获取特征点描述子,根据特征点描述子实现烟梗基准图像和烟梗实时上料图像的特征点匹配。基于特征点匹配结果,通过改进RANSAC算法完成烟梗按序上料码放位置识别。实验结果表明,所提方法的烟梗按序上料码放位置识别精度更高、效果更好。 展开更多
关键词 SURF算法 几何校正 特征点匹配 烟梗位置识别
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超材料的智能设计研究进展 被引量:1
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作者 代铁琳 金刘超 +3 位作者 尚宸 翟晓雅 傅孝明 刘利刚 《计算机辅助设计与图形学学报》 北大核心 2025年第1期1-27,共27页
超材料是一种人工合成材料,其结构经过精心设计和精密控制,表现出不同于自然材料的特殊性能,这些具有独特功能的超材料在光学、电磁学、声学、力学等领域具有重要的应用价值.然而,传统的超材料设计通常依赖于人工经验,导致设计周期长,... 超材料是一种人工合成材料,其结构经过精心设计和精密控制,表现出不同于自然材料的特殊性能,这些具有独特功能的超材料在光学、电磁学、声学、力学等领域具有重要的应用价值.然而,传统的超材料设计通常依赖于人工经验,导致设计周期长,缺乏灵活性和可调性,难以实现大规模快速设计与量产.高效设计与性能调控超材料已成为CAD、机械工程和材料科学的重要研究方向.近年来,随着人工智能算法的快速发展,智能算法在超材料设计领域中的应用越来越广泛,展现出高效优化、生成多样性结构、缩短设计周期等优势.文中对超材料的智能设计研究进展进行综述,首先介绍超材料的基本概念和发展历史;然后从实际需求出发,阐述了超材料的应用领域与设计问题;提出了智能算法的核心问题是数据的表示与数据集的构建,针对这2方面进行详细的阐述与对比分析;还介绍了智能优化算法的框架;最后总结超材料设计领域所面临的高质量数据集匮乏、多目标优化难题、高分辨率超材料的高效计算等挑战,并展望了该领域未来的发展趋势即面向多样化功能需求的“可表达”“可编辑”“可分析”“可优化”和“可制造”的研究. 展开更多
关键词 超材料设计 智能算法 几何表示 结构优化 超材料数据集
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基于罚函数法的大变形冲击碰撞问题显式健壮格式
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作者 初东阳 戎宇飞 +3 位作者 周章涛 伍星星 汪俊 王海坤 《爆炸与冲击》 北大核心 2025年第3期154-167,共14页
为了提高基于罚函数法的显式有限元对大变形接触-碰撞问题仿真的精确性和健壮性,基于前增量位移中心差分方法,发展了一种新的大变形接触非侵入算法。将动力方程求解步分解为不考虑接触的预估步和考虑接触的修正步,在当前时刻,采用罚函... 为了提高基于罚函数法的显式有限元对大变形接触-碰撞问题仿真的精确性和健壮性,基于前增量位移中心差分方法,发展了一种新的大变形接触非侵入算法。将动力方程求解步分解为不考虑接触的预估步和考虑接触的修正步,在当前时刻,采用罚函数法施加接触惩罚力,使其满足非侵入条件,从而提高显式接触计算的精确性;在仅能获得下一时刻位移的情况下,为了精确计算下一时刻的大变形内力,基于任意参考构型大变形理论,将动力学方程内力项映射到已知的参考构型求解,避免使用相关物理量的中间构型近似值,从而降低由大变形计算引入的数值误差。更严格的几何非线性算法以及接触算法可有效抑制实体间的非物理穿透和大变形碰撞过程中的单元畸变,提高计算程序的健壮性。对典型碰撞及侵彻算例进行仿真,并与商业软件的结果进行对比,验证了所发展的大变形接触-碰撞显式算法的正确性,并证明了在高速大变形碰撞仿真方面,当前接触-碰撞显式算法比基于蛙跳格式中心差分和罚函数法的经典接触-碰撞算法更加健壮。 展开更多
关键词 接触-碰撞 显式有限元方法 接触算法 几何大变形 罚函数法
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BIM施工模型自动建模系统研究 被引量:1
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作者 杨林 李启明 《建筑施工》 2025年第1期12-16,22,共6页
BIM施工应用的前提是精确的BIM模型,但是对于中小型施工单位来说,很难单纯依靠自己的力量去建立和深化高质量的BIM施工模型。针对此问题,提出了一种BIM几何模型自动建模的技术方案,通过研究BIM自动建模中的几何模型自动生成原理,用函数... BIM施工应用的前提是精确的BIM模型,但是对于中小型施工单位来说,很难单纯依靠自己的力量去建立和深化高质量的BIM施工模型。针对此问题,提出了一种BIM几何模型自动建模的技术方案,通过研究BIM自动建模中的几何模型自动生成原理,用函数式形式化语言给出了基础算法,并用Python语言实现了该算法,在Autodesk Dynamo图形开发平台上完成了BIM几何模型自动建模的原型系统。并以工程实际案例验证了原型系统的有效性,从而证明了提出的核心算法的正确性,以及BIM自动建模系统研发的可行性。 展开更多
关键词 BIM 施工模型深化 自动建模系统 几何模型 基础算法
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基于参数优选的光缆弧垂高精度预测方法研究
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作者 蒋陵 王驭扬 +4 位作者 张灿 管翰林 魏鹏超 焦良葆 温秀兰 《计量学报》 北大核心 2025年第9期1307-1314,共8页
针对电力通信光缆线路在复杂环境下难以实现弧垂实时精确测量问题,提出了一种基于参数优选的光缆弧垂预测方法。首先,采用倾角-弧垂计算模型拟合光缆弧垂曲线;其次,使用麻雀搜索算法优化的BP神经网络对弧垂误差进行估计以实现非线性修正... 针对电力通信光缆线路在复杂环境下难以实现弧垂实时精确测量问题,提出了一种基于参数优选的光缆弧垂预测方法。首先,采用倾角-弧垂计算模型拟合光缆弧垂曲线;其次,使用麻雀搜索算法优化的BP神经网络对弧垂误差进行估计以实现非线性修正;最后,结合理论值和修正值实现电力通信光缆弧垂的精确测量。同时,为提升BP神经网络的性能,利用Choquet积分评估环境参数和光缆参数对弧垂的影响,筛选出重要的特征参数作为BP神经网络的输入。实验结果表明:采用所提出方法预测光缆弧垂平均相对误差δ在3%以内,大幅提高了预测精度。 展开更多
关键词 几何量计量 电力通信光缆 弧垂预测 倾角传感器 麻雀搜索算法 BP神经网络
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