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A Study on Parallel Computation Based on 3D Forward Algorithm of Gravity
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作者 Mao Wang Yuanman Zheng Changli Yao 《International Journal of Geosciences》 2017年第9期1073-1079,共7页
Interpretation of geophysical material is the prospecting method. Interpretation of Gravity-megnetic data is based on data processing and inversion. When the grid is divided into several million cells, the computing t... Interpretation of geophysical material is the prospecting method. Interpretation of Gravity-megnetic data is based on data processing and inversion. When the grid is divided into several million cells, the computing task is heavy and time-consuming. In order to increase efficiency of the 3D forward modeling, the paper will adopt MPI parallel algorithm and the several processes will deal with data in the method. Finally, we can gather the result. Through comparing the result of sequence algorithm with the result of MPI parallel algorithm, we can see the result is the same. When the number of processes is 2 to 8, the speed-up ratio is 1.97 to 5. The MPI parallel algorithm is very efficient. 展开更多
关键词 GRAVITY 3D forward MODELING PARALLEL algorithm MPI
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Forward displacement analysis of a redundant parallel manipulator by approximation algorithms
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作者 赵永杰 邱可 《Journal of Chongqing University》 CAS 2010年第1期12-20,共9页
This paper presents the forward displacement analysis of an 8-PSS(prismatic-spherical-spherical)redundant parallel manipulator whose moving platform is linked to the base platform by eight kinemtic chains consisting o... This paper presents the forward displacement analysis of an 8-PSS(prismatic-spherical-spherical)redundant parallel manipulator whose moving platform is linked to the base platform by eight kinemtic chains consisting of a PSS joint and a strut with fixed length.A general approximation algorithm is used to solve the problem.To avoid the extraction of root in the approximation process,the forward displacement analysis of the 8-PSS redundant parallel manipulator is transformed into another equivalent problem on the assumption that the strut is extensible while the slider is fixed.The problem is solved by a modified approximation algorithm which predicates that the manipulator will move along a pose vector to reduce the difference between the desired configuration and an instantaneous one,and the best movement should be with minimum norm and least quadratic sum.The characteristic of this modified algorithm is that its convergence domain is larger than that of the general approximation algorithm.Simulation results show that the modelified algorithm is general and can be used for the forward displacement analysis of the redundant parallel manipulator actuated by a revolute joint. 展开更多
关键词 redundant narallel maninulator: forward displacement analvsis: annroximation algorithm
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A Kind of Second-Order Learning Algorithm Based on Generalized Cost Criteria in Multi-Layer Feed-Forward Neural Networks
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作者 张长江 付梦印 金梅 《Journal of Beijing Institute of Technology》 EI CAS 2003年第2期119-124,共6页
A kind of second order algorithm--recursive approximate Newton algorithm was given by Karayiannis. The algorithm was simplified when it was formulated. Especially, the simplification to matrix Hessian was very reluct... A kind of second order algorithm--recursive approximate Newton algorithm was given by Karayiannis. The algorithm was simplified when it was formulated. Especially, the simplification to matrix Hessian was very reluctant, which led to the loss of valuable information and affected performance of the algorithm to certain extent. For multi layer feed forward neural networks, the second order back propagation recursive algorithm based generalized cost criteria was proposed. It is proved that it is equivalent to Newton recursive algorithm and has a second order convergent rate. The performance and application prospect are analyzed. Lots of simulation experiments indicate that the calculation of the new algorithm is almost equivalent to the recursive least square multiple algorithm. The algorithm and selection of networks parameters are significant and the performance is more excellent than BP algorithm and the second order learning algorithm that was given by Karayiannis. 展开更多
关键词 multi layer feed forward neural networks BP algorithm Newton recursive algorithm
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Greedy Algorithm Applied to Relay Selection for Cooperative Communication Systems in Amplify-and-Forward Mode
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作者 Cheng-Ying Yang Yi-Shan Lin Jyh-Horng Wen 《Journal of Electronic Science and Technology》 CAS 2014年第1期49-53,共5页
Using a relaying system to provide spatial diversity and improve the system performance is a tendency in the wireless cooperative communications. Amplify-and-forward (AF) mode with a low complexity is easy to be imp... Using a relaying system to provide spatial diversity and improve the system performance is a tendency in the wireless cooperative communications. Amplify-and-forward (AF) mode with a low complexity is easy to be implemented. Under the consideration of cooperative communication systems, the scenario includes one information source, M relay stations and N destinations. This work proposes a relay selection algorithm in the Raleigh fading channel. Based on the exhaustive search method, easily to realize, the optimal selection scheme can be found with a highly complicated calculation. In order to reduce the computational complexity, an approximate optimal solution with a greedy algorithm applied for the relay station selection is proposed. With different situations of the communication systems, the performance evaluation obtained by both the proposed algorithm and the exhaustive search algorithm are given for comparison. It shows the proposed algorithm could provide a solution approach to the optimal one. 展开更多
关键词 Amplify-and-forward mode cooperativecommunication exhaustive search greedy algorithm relay selection.
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A Mixed Real-time Algorithm for the Forward Kinematics of Stewart Parallel Manipulator
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作者 王孙安 万亚民 《Journal of Electronic Science and Technology of China》 2006年第2期173-180,共8页
Aimed at the real-time forward kinematics solving problem of Stewart parallel manipulator in the control course, a mixed algorithm combining immune evolutionary algorithm and numerical iterative scheme is proposed. Fi... Aimed at the real-time forward kinematics solving problem of Stewart parallel manipulator in the control course, a mixed algorithm combining immune evolutionary algorithm and numerical iterative scheme is proposed. Firstly taking advantage of simpleness of inverse kinematics, the forward kinematics is transformed to an optimal problem. Immune evolutionary algorithm is employed to find approximate solution of this optimal problem in manipulator's workspace. Then using above solution as iterative initialization, a speedy numerical iterative scheme is proposed to get more precise solution. In the manipulator running course, the iteration initialization can be selected as the last period position and orientation. Because the initialization is closed to correct solution, solving precision is high and speed is rapid enough to satisfy real-time requirement. This mixed forward kinematics algorithm is applied to real Stewart parallel manipulator in the real-time control course. The examination result shows that the algorithm is very efficient and practical. 展开更多
关键词 stewart parallel manipulator forward kinematics immune evolutionary algorithm numerical iterative scheme real-time control
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采用前瞻贪婪算法的柔性配电网快速供电恢复方法
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作者 晋萃萃 张磐 +3 位作者 刘涛 祖国强 王智爽 张超雄 《电力系统及其自动化学报》 北大核心 2026年第1期105-114,共10页
针对高比例可再生能源接入配电网导致的供电恢复难题,提出一种柔性配电网快速供电恢复方法。构建了考虑二次停电约束与源荷时序波动的柔性配电网供电恢复模型,将孤岛划分转化为多时间尺度协同优化问题,充分计及储能动态特性、分布式电... 针对高比例可再生能源接入配电网导致的供电恢复难题,提出一种柔性配电网快速供电恢复方法。构建了考虑二次停电约束与源荷时序波动的柔性配电网供电恢复模型,将孤岛划分转化为多时间尺度协同优化问题,充分计及储能动态特性、分布式电源出力波动及负荷时序变化,并引入二次停电约束以保障供电持续性。采用前瞻贪婪算法实现配电网最大供电恢复区域的快速搜索与拓扑压缩,通过多步预判机制避免局部最优;建立基于电力校核的双层优化模型,结合Kruskal算法进行孤岛结构调整,确保孤岛满足辐射状运行约束。在改进的PG&E 69节点系统中进行验证,结果表明所提方法能够最大化恢复重要负荷供电,减少二次停电风险,显著提升求解速度,为智能配电网的故障自愈与可持续发展提供了关键技术支撑。 展开更多
关键词 配电网 孤岛划分 供电恢复 前瞻贪婪算法
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带驻留时间HMM2的Forward-Backward算法
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作者 杜世平 汪建 《重庆工商大学学报(自然科学版)》 2007年第1期9-11,共3页
讨论了用状态驻留时间来模型化传统HMM2模型,对传统HMM2的状态转移和输出观测值的Markov假设条件作了改进,在新模型的转移概率和输出观测值的概率中加入驻留时间,并在传统HMM2的基础上定义了新模型的前向-后向变量算法,导出了新模型的前... 讨论了用状态驻留时间来模型化传统HMM2模型,对传统HMM2的状态转移和输出观测值的Markov假设条件作了改进,在新模型的转移概率和输出观测值的概率中加入驻留时间,并在传统HMM2的基础上定义了新模型的前向-后向变量算法,导出了新模型的前向-后向算法的迭代公式,以及在给定模型λ的条件下,产生观测序列O的概率计算公式. 展开更多
关键词 二阶隐马尔可夫模型 前向-后向算法 驻留时间
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基于改进PSO算法的钢箱梁内喷砂机器人轨迹规划研究
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作者 王以宁 尹秋东 +3 位作者 王文蔚 龚果 刘金明 臧红彬 《机械传动》 北大核心 2026年第2期107-119,共13页
【目的】为提高钢箱梁内喷砂机器人的抗冲击能力和作业效率,提出一种基于改进的粒子群优化(Particle Swarm Optimization,PSO)算法的喷砂机器人轨迹规划方法。【方法】首先,利用改进D-H参数法建立机器人的正运动学方程,并用牛顿-拉夫逊... 【目的】为提高钢箱梁内喷砂机器人的抗冲击能力和作业效率,提出一种基于改进的粒子群优化(Particle Swarm Optimization,PSO)算法的喷砂机器人轨迹规划方法。【方法】首先,利用改进D-H参数法建立机器人的正运动学方程,并用牛顿-拉夫逊法求解该机器人的逆运动学数值解;其次,使用加权系数法定义机器人轨迹优化目标函数,并以该目标函数为PSO算法的适应度,通过改变粒子更新策略,对PSO算法进行了改进;最后,使用改进PSO算法求解4-5-4分段多项式插值时间,进而求解出机器人的轨迹。【结果】结果表明,粒子更新策略改进PSO算法使适应度的收敛速度提高了37.5%,且适应度最低;通过轨迹优化,机器人关节的运行时间缩短了10.67%,最大冲击总和减少了33.45%,平均冲击总和减少了32.34%。 展开更多
关键词 喷砂机器人 正逆运动学 轨迹规划 改进PSO算法
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四轮滑动转向移栽机底盘路径跟踪控制方法研究——基于纯追踪算法
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作者 王楠雁 胡建平 +3 位作者 刘伟 陈信信 姚梦娇 吕俊鹏 《农机化研究》 北大核心 2026年第4期275-283,共9页
针对现有移栽机底盘在路径跟踪过程中跟踪精度低、负载能力不足、田间易打滑等问题,以四轮滑动转向移栽机底盘(Skid-Steering Planter Chassis,SSPC)为试验平台,开展适用于SSPC的路径跟踪控制算法研究。通过构建SSPC的运动学模型,提出... 针对现有移栽机底盘在路径跟踪过程中跟踪精度低、负载能力不足、田间易打滑等问题,以四轮滑动转向移栽机底盘(Skid-Steering Planter Chassis,SSPC)为试验平台,开展适用于SSPC的路径跟踪控制算法研究。通过构建SSPC的运动学模型,提出一种适用于SSPC的纯追踪算法,以横向偏差与航向偏差作为输入量,通过控制底盘驱动轮的速度实现移栽机底盘在巡垄过程中的偏差修正。此外,融合了纠偏速度系统与模糊控制器进一步优化纯追踪算法的跟踪精度,以横向偏差与航向偏差作为约束条件动态调整底盘速度与前视距离。通过仿真试验对算法精度进行评价,结果表明:相比于传统算法,该算法能将横向误差绝对值均值降低46%~50%;对移栽底盘进行路径跟踪试验,3种垄线模型场景下的横向误差均值均小于0.05 m。最后,底盘在符合实际移栽作业要求的田垄上分别以3种初速度进行巡垄作业,底盘的横向偏差均值稳定在0.04 m以内,验证了算法的有效性,表明底盘可满足移栽机巡垄作业的精度要求。 展开更多
关键词 移栽机底盘 路径跟踪 纯追踪算法 滑动转向 模糊控制 前视距离
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Werner-Type Matrix Valued Rational Interpolation and Its Recurrence Algorithms 被引量:1
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作者 顾传青 王金波 《Journal of Shanghai University(English Edition)》 CAS 2004年第4期425-438,共14页
In this paper, a practical Werner-type continued fraction method for solving matrix valued rational interpolation problem is provided by using a generalized inverse of matrices. In order to reduce the continued fracti... In this paper, a practical Werner-type continued fraction method for solving matrix valued rational interpolation problem is provided by using a generalized inverse of matrices. In order to reduce the continued fraction form to rational function form of the interpolants, an efficient forward recurrence algorithm is obtained. 展开更多
关键词 matrix valued rational interpolation Werner-type continued fraction forward recurrence algorithm.
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Near-infrared Spectral Detection of the Content of Soybean Fat Acids Based on Genetic Multilayer Feed forward Neural Network 被引量:1
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作者 CHAIYu-hua PANWei NINGHai-long 《Journal of Northeast Agricultural University(English Edition)》 CAS 2005年第1期74-78,共5页
In the paper, a method of building mathematic model employing genetic multilayer feed forward neural network is presented, and the quantitative relationship of chemical measured values and near-infrared spectral data ... In the paper, a method of building mathematic model employing genetic multilayer feed forward neural network is presented, and the quantitative relationship of chemical measured values and near-infrared spectral data is established. In the paper, quantitative mathematic model related chemical assayed values and near-infrared spectral data is established by means of genetic multilayer feed forward neural network, acquired near-infrared spectral data are taken as input of network with the content of five kinds of fat acids tested from chemical method as output, weight values of multilayer feed forward neural network are trained by genetic algorithms and detection model of neural network of soybean is built. A kind of multilayer feed forward neural network trained by genetic algorithms is designed in the paper. Through experiments, all the related coefficients of five fat acids can approach 0.9 which satisfies the preliminary test of soybean breeding. 展开更多
关键词 near infrared multilayer feed forward neural network genetic algorithms SOYBEAN fat acid
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Fast 3D forward modeling of the magnetic field and gradient tensor on an undulated surface 被引量:1
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作者 Li Kun Chen Long-Wei +4 位作者 Chen Qing-Rui Dai Shi-Kun Zhang Qian-Jiang Zhao Dong-Dong Ling Jia-Xuan 《Applied Geophysics》 SCIE CSCD 2018年第3期500-512,共13页
Magnetic field gradient tensor technique provides abundant data for delicate inversion of subsurface magnetic susceptibility distribution. Large scale magnetic data inversion imaging requires high speed and accuracy f... Magnetic field gradient tensor technique provides abundant data for delicate inversion of subsurface magnetic susceptibility distribution. Large scale magnetic data inversion imaging requires high speed and accuracy for forward modeling. For arbitrarily distributed susceptibility data on an undulated surface, we propose a fast 3D forward modeling method in the wavenumber domain based on(1) the wavenumber-domain expression of the prism combination model and the Gauss–FFT algorithm and(2) cubic spline interpolation. We apply the proposed 3D forward modeling method to synthetic data and use weighting coefficients in the wavenumber domain to improve the modeling for multiple observation surfaces, and also demonstrate the accuracy and efficiency of the proposed method. 展开更多
关键词 Undulated SURFACE magnetic FI eld gradient TENSOR 3D forward modeling Gauss– FFT algorithm WAVENUMBER domain
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ADAPTIVE FEED-FORWARD COMPENSATOR FOR HARMONIC CANCELLATION IN ELECTRO-HYDRAULIC SERVO SYSTEM 被引量:3
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作者 YAO Jianjun WANG Liquan +2 位作者 JIANG Hongzhou WU Zhenshun HAN Junwei 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2008年第1期77-81,共5页
Since the dead zone phenomenon occurs in electro-hydraulic servo system, the output of the system corresponding to a sinusoidal input contains higher harmonic besides the fundamental input, which causes harmonic disto... Since the dead zone phenomenon occurs in electro-hydraulic servo system, the output of the system corresponding to a sinusoidal input contains higher harmonic besides the fundamental input, which causes harmonic distortion of the output signal. The method for harmonic cancellation based on adaptive filter is proposed. The task is accomplished by generating reference signals with frequency that should be eliminated from the output. The reference inputs are weighted by the adaptive filter in such a way that it closely matches the harmonic. The output of the adaptive filter is a harmonic replica and is injected to the fundamental signal such that the output harmonic is cancelled leaving the desired signal alone, and the total harmonic distortion (THD) is greatly reduced. The weights of filter are adjusted on-line according to the control error by using least-mean-square (LMS) algorithm. Simulation results performed with a hydraulic system demonstrate the efficiency and validity of the proposed adaptive feed-forward compensator (AFC) control scheme 展开更多
关键词 Adaptive filter Adaptive feed-forward compensator Least-mean-square algorithm Dead zone Harmonic distortion
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High Precision Time Domain Forward Modeling for Crosshole Electromagnetic Tomography
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作者 林树海 赵立英 《Journal of China University of Geosciences》 SCIE CSCD 2007年第4期320-325,共6页
To improve the resolution of crosshole electromagnetic tomography, high precision of forward modeling is necessary. A pseudo-spectral time domain (PSTD) forward modeling was used to simulate electromagnetic wave pro... To improve the resolution of crosshole electromagnetic tomography, high precision of forward modeling is necessary. A pseudo-spectral time domain (PSTD) forward modeling was used to simulate electromagnetic wave propagation between two boreholes. The PSTD algorithm is based on the finite difference time domain (FDTD) method and uses the fast Fourier transform (FFT) algorithm for spatial derivatives in Maxwell's equations. Besides having the strongpoint of the FDTD method, the calculation precision of the PSTD algorithm is higher than that of the FDTD method under the same calculation condition. The forward modeling using the PSTD method will play an important role in enhancing the resolution of crosshole electromagnetic tomography. 展开更多
关键词 finite difference time domain method pseudo.spectral time domain algorithm forward modeling tomography.
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A study on Parallel Computation Based on Finite Element Forward Modeling of 2D Magnetotelluric
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作者 Mao Wang Handong Tan +2 位作者 Changhong Lin Xiao Liu Zhiyong Zhang 《International Journal of Geosciences》 2015年第8期863-868,共6页
Magnetotelluric sounding method based on the difference of the rock’s resistivity is an exploration method about doing research in earth’s resistivity and phase using the native electromagnetic field. The paper adop... Magnetotelluric sounding method based on the difference of the rock’s resistivity is an exploration method about doing research in earth’s resistivity and phase using the native electromagnetic field. The paper adopts 2D finite element method as the magnetotelluric forward method and calculates the total field by primary field (also named background field) plus secondary field. We can?get more accurate forward result through the finite element method and we can get the result effected by the dense degree of grid slightly by the total field. But the method is not effective?enough when the model is divided into relative big grid. When the frequency changes, program solves relevant equation separately. According to the feature of the algorithm, we apply MPI parallel method in the algorithm. Every process solves relevant equation. The account of frequency?that a process needs to solve in parallel computation is less than the account that the process?needs to solve in serial algorithm. We can see that the forward result is the same with the serial algorithm and proves the correctness of algorithm. We do statistics about the efficiency of the parallel algorithm. When the account of processes is from 2 to 8, the speedup is from 1.63 to 2.64. It proves the effectiveness of the parallel algorithm. 展开更多
关键词 MAGNETOTELLURIC 2D forward Modeling FINITE ELEMENT Parallel algorithm TOTAL Field
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改进鲸鱼优化算法在前向激光散射颗粒测量技术粒径分布反演中的应用 被引量:2
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作者 刘会玲 韩星星 +2 位作者 赵蓓 高冰 汪加洁 《光子学报》 北大核心 2025年第3期118-131,共14页
颗粒粒度分布反演算法优化是前向激光散射法测量颗粒粒径分布中的一个关键问题。对于待测颗粒群粒径分布呈现双峰或多峰的情况,由于反演过程中的寻优参数成倍增加,反演计算量成指数增大,传统反演算法存在寻优效率快速下降,鲁棒性和反演... 颗粒粒度分布反演算法优化是前向激光散射法测量颗粒粒径分布中的一个关键问题。对于待测颗粒群粒径分布呈现双峰或多峰的情况,由于反演过程中的寻优参数成倍增加,反演计算量成指数增大,传统反演算法存在寻优效率快速下降,鲁棒性和反演精度迅速恶化等问题。通过改进鲸鱼优化算法在多维函数求解寻优中的特性,针对前向激光散射法中颗粒粒径分布反演问题提出了一种对数形式的自适应概率阈值和非线性变化的收敛因子,提高了鲸鱼优化算法在反演寻优过程中平衡全局搜索以及局部寻优的能力。通过反向学习方法进行初始化以及借助贪婪原则进行个体更新,可以实现对颗粒粒度分布的精确快速反演。仿真结果表明,该算法对在不同程度随机噪声下服从正态分布、Rosin-Rammler分布和Johnson'S_(B)分布的单峰及多峰分布具有很好的鲁棒性与反演精度。将该算法应用于聚苯乙烯标准颗粒群的实验测量,得到了很好的反演结果,验证了该算法在抗噪性能和测量准确性上的有效性。 展开更多
关键词 前向激光散射 群智能优化算法 鲸鱼优化算法 颗粒粒度分布 多峰分布
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场地土层速度结构的贝叶斯反演方法及其应用
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作者 李小军 张誉潇 +1 位作者 荣棉水 倪萍禾 《岩土力学》 北大核心 2025年第7期2237-2252,共16页
基于散射场理论的水平竖向谱比HVSR(horizontal-to-vertical spectral ratio)正演算法建立了地表HVSR与场地土层特性的联系,通过与地震动地表观测数据的结合实现了场地土层速度结构的反演。然而,当前的HVSR大多采用传统确定性的反演方法... 基于散射场理论的水平竖向谱比HVSR(horizontal-to-vertical spectral ratio)正演算法建立了地表HVSR与场地土层特性的联系,通过与地震动地表观测数据的结合实现了场地土层速度结构的反演。然而,当前的HVSR大多采用传统确定性的反演方法,导致反演结果具有明显的不唯一性,且难以评估其不确定性。提出了一种针对土层速度结构的贝叶斯反演方法,可以实现反演参数不确定性的评估。该方法将贝叶斯原理与地震动的水平竖向谱比(earthquake horizontal-to-vertical spectral ratio,简称EHV)正演算法相结合,以强震动观测记录的S波成分作为数据源,实现了场地土层结构的反演。通过算例验证了所提出方法的有效性和适用性。结果表明,所提出的贝叶斯反演方法能有效地识别场地土层速度结构,并能够对反演模型中参数的不确定性进行综合评估。 展开更多
关键词 水平竖向谱比(HVSR) 强震动观测记录 贝叶斯反演方法 土层速度结构 井上井下谱比(SBSR) 正演算法
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Propagation characteristics of stress waves induced by underground blasting under the influence of rock-soil interfaces
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作者 Xianzhong Meng Chuanbo Zhou +3 位作者 Nan Jiang Zhen Zhang Yumin Yang Di Wu 《Journal of Rock Mechanics and Geotechnical Engineering》 2025年第7期4139-4159,共21页
The Rock-soil interface is a common geological interface.Due to mechanical differences between soil and rock,the stress waves generated by underground blasting undergo intense polarization when crossing the rock-soil ... The Rock-soil interface is a common geological interface.Due to mechanical differences between soil and rock,the stress waves generated by underground blasting undergo intense polarization when crossing the rock-soil interface,making propagation laws difficult to predict.Currently,the characteristics of the impact of the rock-soil interface on blasting stress waves remain unclear.Therefore,the vibration field caused by cylindrical charge blasting in elastic rock and partial-saturation poro-viscoelastic soil was solved.A forward algorithm for the underground blasting vibration field in rock-soil sites was proposed,considering medium damping and geometric diffusion effects of stress waves.Further investigation into the influence of rock and soil parameters and blasting source parameters revealed the following conclusions:stress waves in soil exhibit dispersion,causing peak particle velocity(PPV)to display a discrete distribution.Soil parameters affect PPV attenuation only within the soil,while blasting source parameters affect PPV attenuation throughout the entire site.Multi-wave coupling effects induced by the rocksoil interface result in zones of enhanced and attenuated PPV within the site.The size of the enhancement zone is inversely correlated with the distance from the blasting source and positively correlated with the blasting source attenuation rate and burial depth,providing guidance for selecting explosives and blasting positions.Additionally,PPV attenuation rate increases with distance from the rock-soil interface,but an amplification effect occurs near the interface,most noticeable at 0.1 m.Thus,a sufficient safety distance from the rock-soil interface is necessary during underground blasting. 展开更多
关键词 Underground blasting Rock-soil interface Blasting stress wave Propagation characteristic forward algorithm
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基于深度学习的智能变电站继电保护定值校核方法
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作者 曹海欧 陈鹏 《沈阳工业大学学报》 北大核心 2025年第6期704-710,共7页
【目的】在变电站继电保护装置定值校核过程中,传统方法主要依赖人工校核或简单程序校核。人工校核的准确性存在较大差异,且校核效率较低;简单程序校核在效率方面有所提升,但在准确性上仍有改进空间。针对上述不足,本研究提出一种基于... 【目的】在变电站继电保护装置定值校核过程中,传统方法主要依赖人工校核或简单程序校核。人工校核的准确性存在较大差异,且校核效率较低;简单程序校核在效率方面有所提升,但在准确性上仍有改进空间。针对上述不足,本研究提出一种基于深度学习的智能变电站继电保护装置定值校核方法。【方法】首先采用改进卷积循环神经网络(convolutional recurrent neural network,CRNN)对继电保护定值进行识别并利用卷积神经网络(CNN)将文本图像转换为特征序列,其次通过循环神经网络(recurrent neural network,RNN)对特征序列进行识别,最后使用基于词典的连接时序分类(connectionist temporal classification,CTC)损失函数实现转录,从而获得定值文本信息。在此基础上,引入转换门控单元对RNN模块进行改进,形成双向转换门控长短时记忆(bidirectional convert gate long short-term memory,Bi-CGLSTM)网络模型,以实现数据权值的自适应调节。随后,结合中文分词技术开展定值校核并构建完整的定值名称词典,采用Levenshtein距离算法计算待校核文本与标准文本的相似度,并结合改进的正向最大匹配算法完成定值文本匹配,从而实现对继电保护装置定值的逐一校核。【结果】为验证本文方法可行性和有效性,选取某供电公司240份包含10种常用设备型号的定值单作为实验样本进行验证。深度学习模型的训练参数设置为迭代次数100、学习率0.001,权重和偏置参数优化器为Adam。实验结果表明,改进CRNN模型的识别准确率高于97%,本文方法的校核准确率达97.07%,平均校核时间较短,整体性能显著优于对比方法。【结论】改进的深度神经网络能够有效提升大规模数据条件下继电保护装置定值文本的识别精度。基于Levenshtein距离算法与改进正向最大匹配算法的联合应用,不仅保证了校核准确率,还显著提升了校核效率。该方法为智能变电站的智慧运维提供了有力的技术支撑。 展开更多
关键词 智能变电站 继电保护装置 定值校核 卷积循环神经网络 词典 改进正向最大匹配算法 注意力机制
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面向多级流道式磁流变阻尼器的高精度改进双曲正切模型
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作者 杜恒 吕彦廷 +1 位作者 黄惠 马佰周 《华南理工大学学报(自然科学版)》 北大核心 2025年第7期39-49,共11页
液压作动器中串联多级流道式磁流变阻尼器(MFC-MRD)可有效改善液压阀控缸系统的欠阻尼特性,提高系统的稳定性,该技术在足式机器人、挖掘机等装备中具有潜在的应用价值。但MFC-MRD的高功率密度设计必然会增加阻尼流道的有效长度,进而增... 液压作动器中串联多级流道式磁流变阻尼器(MFC-MRD)可有效改善液压阀控缸系统的欠阻尼特性,提高系统的稳定性,该技术在足式机器人、挖掘机等装备中具有潜在的应用价值。但MFC-MRD的高功率密度设计必然会增加阻尼流道的有效长度,进而增大系统的阻尼力,导致现有动力学模型无法精确描述MFC-MRD的非线性滞回特征。为改善MFC-MRD的非线性滞回特性,该文基于力学性能试验,通过分析多级流道结构及非线性滞回曲线特征,对双曲正切曲线进行分割重组,进而提出了符合滞回特性的改进双曲正切模型;在参数辨识过程中,为避免模型参数陷入局部最优和“早熟”,对遗传算法的选择算子进行改进,进而提出了一种三级逐步逼近的选择算子,提高了模型参数的辨识精度,并依据力学实验数据,精确地获得了模型参数与电流的关系。模型对比结果表明,相较于Bouc-Wen模型和数据驱动式模型,该文建立的改进双曲正切模型的精度最高可提高75%,能准确地描述MFC-MRD存在的非线性滞回特性,具有较高的精确性。 展开更多
关键词 多级流道式磁流变阻尼器 双曲正切曲线 正向运动学模型 改进遗传算法 参数辨识
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