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Eddy Current Analyses by Domain Decomposition Method Using Double-Double Precision
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作者 Mizuma Takehito Takei Amane 《Computer Modeling in Engineering & Sciences》 SCIE EI 2018年第9期349-363,共15页
A matrix equation solved in an eddy current analysis,??-??method based on a domain decomposition method becomes a complex symmetric system.In general,iterative method is used as the solver.Convergence of iterative met... A matrix equation solved in an eddy current analysis,??-??method based on a domain decomposition method becomes a complex symmetric system.In general,iterative method is used as the solver.Convergence of iterative method in an interface problem is improved by increasing an accuracy of a solution of an iterative method of a subdomain problem.However,it is difficult to improve the convergence by using a small convergence criterion in the subdomain problem.Therefore,authors propose a method to introduce double-double precision into the interface problem and the subdomain problem.This proposed method improves the convergence of the interface problem.In this paper,first,we describe proposed method.Second,we confirm validity of the method by using Team Workshop Problem 7,standard model for eddy current analysis.Finally,we show effectiveness of the method from two numerical results. 展开更多
关键词 double-double precision domain decomposition METHOD EDDY current analysis parallel FINITE ELEMENT METHOD
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USING TLS ALGORITHM TO IMPROVE GPS POSITIONING PRECISION WITH ALTITUDE HOLD MODE 被引量:1
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作者 Liu Lichuan Tian Zengshan Huang Shunji(Dept of Electrical Engineering, UESTC, Chengdu 610054) 《Journal of Electronics(China)》 2002年第2期120-124,共5页
This paper presents a new method of improving Global Positioning System(GPS)positioning precision. Based on the altitude hold mode, the method does not need any other equipment. Under this constraint condition, the To... This paper presents a new method of improving Global Positioning System(GPS)positioning precision. Based on the altitude hold mode, the method does not need any other equipment. Under this constraint condition, the Total Least Squares(TLS) algorithm is used to prove that the method is effective. Theoretical analysis shows that the algorithm can significantly improve the GPS positioning precision. 展开更多
关键词 GPS Positioning precision: Altitude hold mode Total Least Squares(TLS) algorithm
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Laser self-mixing interferometer with scalable fringe precision based on phase multiplication algorithm 被引量:1
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作者 WANG Xiulin XIONG Yanbin +3 位作者 XU Huizhen QIU Lirong LI Zhen HUANG Wencai 《Optoelectronics Letters》 EI 2021年第11期665-668,共4页
In this paper,we present a phase multiplication algorithm(PMA)to obtain scalable fringe precision in laser self-mixing interferometer under a weak feedback regime.Merely by applying the double angle formula on the sel... In this paper,we present a phase multiplication algorithm(PMA)to obtain scalable fringe precision in laser self-mixing interferometer under a weak feedback regime.Merely by applying the double angle formula on the self-mixing signal multiple times,the continuously improved fringe precision will be obtained.Theoretical analysis shows that the precision of the fringe could be improved toλ/2^(n+1).The validity of the proposed method is demonstrated by means of simulated SMI signals and confirmed by experiments under different amplitudes.A fringe precision ofλ/128 at a sampling rate of 500 k S/s has been achieved after doing 6 th the PMA.Finally,an amplitude of 50 nm has been proved to be measurable and the absolute error is 3.07 nm,which is within the theoretical error range.The proposed method for vibration measurement has the advantage of high accuracy and reliable without adding any additional optical elements in the optical path,thus it will play an important role in nanoscale measurement field. 展开更多
关键词 Laser self-mixing interferometer with scalable fringe precision based on phase multiplication algorithm
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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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CHARACTERISTIC GALERKIN METHOD FOR CONVECTION-DIFFUSION EQUATIONS AND IMPLICIT ALGORITHM USING PRECISE INTEGRATION 被引量:3
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作者 李锡夔 武文华 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 1999年第4期371-382,共12页
This paper presents a finite element procedure for solving transient, multidimensional convection-diffusion equations. The procedure is based on the characteristic Galerkin method with an implicit algorithm using prec... This paper presents a finite element procedure for solving transient, multidimensional convection-diffusion equations. The procedure is based on the characteristic Galerkin method with an implicit algorithm using precise integration method. With the operator splitting procedure, the precise integration method is introduced to determine the material derivative in the convection-diffusion equation, consequently, the physical quantities of material points. An implicit algorithm with a combination of both the precise and the traditional numerical integration procedures in time domain in the Lagrange coordinates for the characteristic Galerkin method is formulated. The stability analysis of the algorithm shows that the unconditional stability of present implicit algorithm is enhanced as compared with that of the traditional implicit numerical integration procedure. The numerical results validate the presented method in solving convection-diffusion equations. As compared with SUPG method and explicit characteristic Galerkin method, the present method gives the results with higher accuracy and better stability. 展开更多
关键词 convection-diffusion equation characteristic Galerkin method finite element procedure precise integration implicit algorithm
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Solving viscoelastic problems with cyclic symmetry via a precise algorithm and EFGM 被引量:2
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作者 Zhi Han Haitian Yang Ling Liu 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2006年第2期170-176,共7页
The paper combines a self-adaptive precise algorithm in the time domain with Meshless Element Free Galerkin Method (EFGM) for solving viscoelastic problems with rotationally periodic symmetry. By expanding variables... The paper combines a self-adaptive precise algorithm in the time domain with Meshless Element Free Galerkin Method (EFGM) for solving viscoelastic problems with rotationally periodic symmetry. By expanding variables at a discretized time interval, the variations of variables can be described more precisely, and iteration is not required for non-linear cases. A space-time domain coupled problem with initial and boundary values can be converted into a series of linear recursive boundary value problems, which are solved by a group theory based on EFGM. It has been proved that the coefficient matrix of the global EFG equation for a rotationally periodic system is block-circulant so long as a kind of symmetry-adapted reference coordinate system is adopted, and then a partitioning algorithm for facilitating parallel processing was proposed via a completely orthogonal group transformation. Therefore instead of solving the original system, only a series of independent small sub-problems need to be solved, leading to computational convenience and a higher computing efficiency. Numerical examples are given to illustrate the full advantages of the proposed algorithm. 展开更多
关键词 EFGM Cyclic symmetry precise algorithm Viscoelastic problem
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PRECISE INTEGRAL ALGORITHM BASED SOLUTION FORTRANSIENT INVERSE HEAT CONDUCTION PROBLEMSWITH MULTI-VARIABLES
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作者 王一博 杨海天 邬瑞锋 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2005年第5期555-562,共8页
By modeling direct transient heat conduction problems via finite element method (FEM) and precise integral algorithm, a new approach is presented to solve transient inverse heat conduction problems with multi-variable... By modeling direct transient heat conduction problems via finite element method (FEM) and precise integral algorithm, a new approach is presented to solve transient inverse heat conduction problems with multi-variables. Firstly, the spatial space and temporal domain are discretized by FEM and precise integral algorithm respectively. Then, the high accuracy semi-analytical solution of direct problem can be got. Finally, based on the solution, the computing model of inverse problem and expression of sensitivity analysis are established. Single variable and variables combined identifications including thermal parameters, boundary conditions and source-related terms etc. are given to validate the approach proposed in 1-D and 2-D cases. The effects of noise data and initial guess on the results are investigated. The numerical examples show the effectiveness of this approach. 展开更多
关键词 heat conduction inverse problem MULTI-VARIABLES precise integral algorithm finite element
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A HYBRID GRANULARITY PARALLEL ALGORITHM FOR PRECISE INTEGRATION OF STRUCTURAL DYNAMIC RESPONSES
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作者 Yuanyin Li Xianlong Jin Genguo Li 《Acta Mechanica Solida Sinica》 SCIE EI 2008年第1期28-33,共6页
Precise integration methods to solve structural dynamic responses and the corresponding time integration formula are composed of two parts: the multiplication of an exponential matrix with a vector and the integratio... Precise integration methods to solve structural dynamic responses and the corresponding time integration formula are composed of two parts: the multiplication of an exponential matrix with a vector and the integration term. The second term can be solved by the series solution. Two hybrid granularity parallel algorithms are designed, that is, the exponential matrix and the first term are computed by the fine-grained parallel algorithra and the second term is computed by the coarse-grained parallel algorithm. Numerical examples show that these two hybrid granularity parallel algorithms obtain higher speedup and parallel efficiency than two existing parallel algorithms. 展开更多
关键词 dynamic response precise integration hybrid granularity parallel algorithm
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The Role of High Precision Arithmetic in Calculating Numerical Laplace and Inverse Laplace Transforms
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作者 Zinovi Krougly Matt Davison Sid Aiyar 《Applied Mathematics》 2017年第4期562-589,共28页
In order to find stable, accurate, and computationally efficient methods for performing the inverse Laplace transform, a new double transformation approach is proposed. To validate and improve the inversion solution o... In order to find stable, accurate, and computationally efficient methods for performing the inverse Laplace transform, a new double transformation approach is proposed. To validate and improve the inversion solution obtained using the Gaver-Stehfest algorithm, direct Laplace transforms are taken of the numerically inverted transforms to compare with the original function. The numerical direct Laplace transform is implemented with a composite Simpson’s rule. Challenging numerical examples involving periodic and oscillatory functions, are investigated. The numerical examples illustrate the computational accuracy and efficiency of the direct Laplace transform and its inverse due to increasing the precision level and the number of terms included in the expansion. It is found that the number of expansion terms and the precision level selected must be in a harmonious balance in order for correct and stable results to be obtained. 展开更多
关键词 NUMERICAL LAPLACE TRANSFORM NUMERICAL LAPLACE TRANSFORM Inversion Composite Simpson’s RULE Gaver-Stehfest algorithm High precision Computation
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WinoNet:Reconfigurable look-up table-based Winograd accelerator for arbitrary precision convolutional neural network inference
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作者 Wang Chengcheng Li He +3 位作者 Cao Yanpeng Song Changjun Yu Feng Tang Yongming 《Journal of Southeast University(English Edition)》 EI CAS 2022年第4期332-339,共8页
To solve the hardware deployment problem caused by the vast demanding computational complexity of convolutional layers and limited hardware resources for the hardware network inference,a look-up table(LUT)-based convo... To solve the hardware deployment problem caused by the vast demanding computational complexity of convolutional layers and limited hardware resources for the hardware network inference,a look-up table(LUT)-based convolution architecture built on a field-programmable gate array using integer multipliers and addition trees is used.With the help of the Winograd algorithm,the optimization of convolution and multiplication is realized to reduce the computational complexity.The LUT-based operator is further optimized to construct a processing unit(PE).Simultaneously optimized storage streams improve memory access efficiency and solve bandwidth constraints.The data toggle rate is reduced to optimize power consumption.The experimental results show that the use of the Winograd algorithm to build basic processing units can significantly reduce the number of multipliers and achieve hardware deployment acceleration,while the time-division multiplexing of processing units improves resource utilization.Under this experimental condition,compared with the traditional convolution method,the architecture optimizes computing resources by 2.25 times and improves the peak throughput by 19.3 times.The LUT-based Winograd accelerator can effectively solve the deployment problem caused by limited hardware resources. 展开更多
关键词 quantized neural networks look-up table(LUT)-based multiplier Winograd algorithm arbitrary precision
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A dual-constrained watershed algorithm for bean particle segmentation and sizing
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作者 ZHUANG Licheng GE Boang +2 位作者 HU Jun SONG Yiheng LIU Sheng 《Journal of Measurement Science and Instrumentation》 2025年第4期526-536,共11页
Accurate measurement of bean particle size is essential for automated grading and quality control in agricultural processing.However,existing image segmentation methods often suffer from low efficiency,over-segmentati... Accurate measurement of bean particle size is essential for automated grading and quality control in agricultural processing.However,existing image segmentation methods often suffer from low efficiency,over-segmentation,and high computational cost.We proposed a distancegradient dual constrained watershed algorithm for precise segmentation and measurement of bean particles.The method integrated distance transform-based seed extraction with gradient-constrained flooding,effectively suppressing noise-induced region fragmentation and improving the separation of adherent particles.An experimental platform was constructed using an industrial camera and an image-processing pipeline to evaluate performance.Compared with the conventional watershed algorithm,the proposed method improves segmentation accuracy by 7.2%and reduces the mean particle size error by 27.8%(0.13 mm,representing a relative error of 2.4%).Validation on three soybean varieties confirmed the robustness and generalizability of the approach.The results indicated that the proposed algorithm provided an efficient and accurate technique for agricultural particle size analysis,offering potential for integration into practical low-cost inspection systems. 展开更多
关键词 distance-gradient dual constraint watershed algorithm machine vision inspection system particle size sorting precision agriculture metrology
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基于CT扫描架倾角测量精度的自动分析算法研究
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作者 徐小三 杜翔 +2 位作者 杨春勇 王进 洪君 《中国医学装备》 2026年第3期32-36,共5页
目的:研究提出基于客观评估X射线计算机体层扫描(CT)设备扫描架倾角精度的自动分析算法,为CT扫描架倾角测量提供优化方案。方法:采用南京医科大学附属淮安市第一人民医院的CT设备对江苏省疾病预防控制中心购置的Catphan500型检测模体进... 目的:研究提出基于客观评估X射线计算机体层扫描(CT)设备扫描架倾角精度的自动分析算法,为CT扫描架倾角测量提供优化方案。方法:采用南京医科大学附属淮安市第一人民医院的CT设备对江苏省疾病预防控制中心购置的Catphan500型检测模体进行扫描,以重建后的图像为研究对象,分别采用人工测量方法和Matlab软件自动分析算法(截面线段法和截面积法)对CT扫描架的倾角精度进行测量。将扫描架倾角(θ)的标称角度设置为5°和17°,对比分析两种方法的测量结果,及其与标称角度的偏差。结果:当θ设置为5°和17°时,人工测量实测值分别为4.04°和14.74°,与标称角度的偏差分别为0.96°和2.26°;Matlab自动分析算法中截面线段法测量值分别为4.87°和15.47°,与标称角度偏差分别为0.13°和1.53°,截面积法测量值分别为4.83°和15.47°,与标称角度偏差分别为0.17°和1.53°。当θ为17°时,Matlab自动分析算法中的截面线段法与截面积法测量结果偏差一致,均为1.53°。结论:CT扫描架倾角精度Matlab自动分析算法,无需人为干预便可自动给出CT扫描架倾角测量精度,确保CT扫描架倾角检测结果的客观准确性,能够为CT扫描架倾角测量提供优化方案。 展开更多
关键词 X射线计算机体层扫描(CT)装置 CT扫描架倾角精度 手动分析 自动分析算法
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数据驱动抑郁症精准用药:基于Apriori算法与超图解析逍遥散类方与选择性5-羟色胺再摄取抑制剂联用抗抑郁的“方案-不良反应-抑郁亚型”三阶关联
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作者 许文璐 孙乐华 +1 位作者 秦雪梅 刘晓节 《中草药》 北大核心 2026年第3期1001-1013,共13页
目的克服选择性5-羟色胺再摄取抑制剂(selective serotonin reuptake inhibitors,SSRIs)临床用药局限,破解逍遥散类方与SSRIs联用抗抑郁的个体差异及病理机制把握不足问题,实现二者精准联用,并推动抑郁症治疗向“数据智能驱动”转型。... 目的克服选择性5-羟色胺再摄取抑制剂(selective serotonin reuptake inhibitors,SSRIs)临床用药局限,破解逍遥散类方与SSRIs联用抗抑郁的个体差异及病理机制把握不足问题,实现二者精准联用,并推动抑郁症治疗向“数据智能驱动”转型。方法以“逍遥散+帕罗西汀”“逍遥散+(艾司)西酞普兰”“逍遥散+氟西汀”“逍遥散+舍曲林”“逍遥散+氟伏沙明”组合式主题词为检索词,系统检索中国知网、维普、万方数据库,检索时限为建库至2025年5月10日,按纳入、排除标准筛选文献并提取关键数据,通过核查清洗构建“逍遥散类方联用SSRIs治疗抑郁症”数据库;运用Apriori算法挖掘“给药方案-不良反应”关联规律,以提升度量化关联强度;基于超图构建“给药方案-抑郁症类型”超网络,结合PageRank算法计算节点权重,引入综合疗效因子优化超边权重,实现抑郁类型与最优中医药联用方案的精准匹配。结果最终纳入78篇有效文献,其中逍遥散类方联用氟西汀文献最多(33篇),联用氟伏沙明最少(1篇);不区分抑郁类型时,逍遥散类方联用氟西汀使用频次最高,加味逍遥散在逍遥散类方中使用频次居首(21次)。Apriori算法显示,逍遥散类方与帕罗西汀联用不良反应类型广但单类关联弱,与(艾司)西酞普兰联用的口干、胃肠道反应及与舍曲林联用的腹泻恶心关联强度高。超图分析中,“逍遥散类方+氟西汀”节点超度最高,可治疗7种抑郁亚型;“抑郁症”节点超度最高,适配5种联用方案;超边权重排序明确不同抑郁类型的最优方案,如老年抑郁患者人群优先使用“逍遥散类方+(艾司)西酞普兰”联用方案、产后抑郁人群优先“逍遥散类方+氟西汀”方案。结论Apriori算法可精准解析“联用方案-不良反应”关联特征,超图能有效实现“给药方案-抑郁类型”高阶匹配,二者结合为抑郁症“病-症-药”深度融合的精准用药策略提供量化依据,为中西药联用建立循证、量化、可预测的新范式奠定基础。 展开更多
关键词 抑郁症 逍遥散类方 选择性5-羟色胺再摄取抑制剂 中西药联用 APRIORI算法 超图 精准用药
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基于改进PSO算法的精度自调结构模型布料悬垂模拟
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作者 许腾飞 张瑞云 +1 位作者 邢昊 纪峰 《国际纺织导报》 2026年第1期27-35,58,共10页
随着元宇宙科技的广泛应用,数字服装因拥有超越物理世界限制的虚拟时尚体验受到越来越多的关注。为精确模拟布料在虚拟空间的柔性、复杂的变形状态,需要大量的微单元来构造布料结构模型,造成模拟过程的计算量增大,因此如何平衡虚拟布料... 随着元宇宙科技的广泛应用,数字服装因拥有超越物理世界限制的虚拟时尚体验受到越来越多的关注。为精确模拟布料在虚拟空间的柔性、复杂的变形状态,需要大量的微单元来构造布料结构模型,造成模拟过程的计算量增大,因此如何平衡虚拟布料仿真的精度和速度是研究的热点。已有的精度自调结构布料模型,通过提高大弯曲区域的网格密度,一定程度上降低了仿真过程中的计算量,但由于对弯曲区域的搜索效率较低且阈值设定方式较固定,仍不能较好地解决仿真实时性和精确性问题。基于此,提出一种改进的粒子群算法(PSO算法)对虚拟布料表面进行全局随机搜索,记录布料表面各位置弯曲度,采用K-means聚类算法对细分阈值进行自动判别,最后建立布料悬垂动态仿真模型。改进后的PSO算法提高了对大弯曲部位的搜索效率,优化了精度自调结构织物模型的构建速度,同时减少了人为设定阈值对仿真效果可能带来的影响,实现了布料仿真精度和速度的有效平衡。 展开更多
关键词 精度自调网格 PSO算法 K-MEANS算法 布料仿真 悬垂模拟
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基于DSP的双倍双精度矩阵求逆技术
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作者 辛珍妮 陈颖 席国江 《电讯技术》 北大核心 2026年第2期320-326,共7页
矩阵求逆运算作为信号处理的基础运算在数字信号处理、无线通信技术等领域中得到广泛应用。然而在处理较高条件数的矩阵求逆运算时,浮点计算舍入误差的累积效应会被显著放大,传统的矩阵求逆方法难以获得可信的数值结果。为解决该问题,... 矩阵求逆运算作为信号处理的基础运算在数字信号处理、无线通信技术等领域中得到广泛应用。然而在处理较高条件数的矩阵求逆运算时,浮点计算舍入误差的累积效应会被显著放大,传统的矩阵求逆方法难以获得可信的数值结果。为解决该问题,利用无误差变换技术,在工作精度(双精度)下,实现了双倍双精度浮点运算,并基于数字信号处理器开发了双倍双精度基本运算函数库。在此基础上,设计并实现了基于QR分解的双倍双精度矩阵求逆技术。通过大量不同类型矩阵的数值实验,表明所提算法显著降低了矩阵求逆计算的误差,对条件数较大的矩阵仍能实现可靠的矩阵求逆计算。 展开更多
关键词 矩阵求逆 无误差变换 双倍双精度算法 舍入误差
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不同聚能装药结构侵彻花岗岩高精度数值仿真与验证
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作者 李拓键 王成 +1 位作者 郭宇阳 邵楠 《北京理工大学学报》 北大核心 2026年第2期111-122,共12页
为研究不同聚能装药结构的高精度数值仿真算法,基于欧拉网格下的流体弹塑性方程组,构建了聚能射流成型及侵彻花岗岩的高精度数值求解算法,对不同聚能装药结构进行模拟并开展试验验证.设计并实现了两种新型聚能装药结构,开展了与单锥型... 为研究不同聚能装药结构的高精度数值仿真算法,基于欧拉网格下的流体弹塑性方程组,构建了聚能射流成型及侵彻花岗岩的高精度数值求解算法,对不同聚能装药结构进行模拟并开展试验验证.设计并实现了两种新型聚能装药结构,开展了与单锥型聚能装药结构的侵彻花岗岩静破甲对比验证试验,将仿真结果与试验结果进行了对比.结果表明:高精度数值仿真算法与试验结果在稳定开孔直径与侵彻深度方面误差均小于12%;A型聚能装药结构相比于单锥聚能装药结构射流稳定开孔孔径提高了45.2%,B型聚能装药结构相比于单锥聚能装药结构射流稳定开孔孔径提高了58.1%. 展开更多
关键词 爆炸力学 新型聚能装药 花岗岩 高精度数值算法 聚能射流成型以及侵彻
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群智能算法在入侵检测中的研究进展
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作者 郭奕欣 郭孟鸽 +1 位作者 王亚飞 齐雷 《信息与电脑》 2026年第2期157-159,共3页
入侵检测是网络安全中的重要防御手段。群智能算法(Swarm Intelligence Algorithms,SIA)因其并行性和快速优化能力,为提升检测效率与精度提供了新的思路。文章简要回顾了入侵检测与SIA的发展历程,分析了SIA在检测优化中的应用现状与存... 入侵检测是网络安全中的重要防御手段。群智能算法(Swarm Intelligence Algorithms,SIA)因其并行性和快速优化能力,为提升检测效率与精度提供了新的思路。文章简要回顾了入侵检测与SIA的发展历程,分析了SIA在检测优化中的应用现状与存在的问题,比较了几种新型SIA的性能差异,并探讨了其未来发展方向。研究对加强智能检测和数据保护具有参考价值。 展开更多
关键词 群智能算法 入侵检测 检测精度
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基于分段式粒子群优化GA-PID算法的精准施肥控制系统研究
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作者 郭辉 罗清瑜 +1 位作者 饶志强 甄军 《农业机械学报》 北大核心 2026年第5期230-240,共11页
针对传统外槽轮式排肥器在排肥过程中存在显著脉动性,排肥均匀性较差的问题,本研究提出了一种基于分段粒子群优化(PSO)和遗传算法(GA)相结合的PID控制方法,并设计了对应的精准施肥控制系统。结合PSO算法快速寻找局部最优解的能力和GA算... 针对传统外槽轮式排肥器在排肥过程中存在显著脉动性,排肥均匀性较差的问题,本研究提出了一种基于分段粒子群优化(PSO)和遗传算法(GA)相结合的PID控制方法,并设计了对应的精准施肥控制系统。结合PSO算法快速寻找局部最优解的能力和GA算法高效的全局搜索能力,实现精准施肥系统的快速响应和高精度肥料流量调控。通过适应度试验和分段优化试验,对上述控制算法进行性能评估,并搭建施肥流量试验平台进行台架试验和土槽试验,以验证控制器的大田适应性。试验结果表明:PSO优化的GA-PID算法在适应度试验中表现出显著优势,仅13次迭代就收敛于0,算法精度和迭代速度均优于GA、PSO算法。分段优化试验显示,精准施肥控制系统的最短响应时间为0.36 s,相较于未采用PSO优化GA算法的分段优化的控制系统,响应时间降低了91.44%。台架试验和土槽试验的施肥精准度平均值分别为98.07%和97.69%。上述试验结果表明,该控制算法满足精准施肥系统快速响应和高精度施肥的需求,提高了控制系统鲁棒性,为固体颗粒肥高精度调控提供了理论和实践依据。 展开更多
关键词 精准施肥 自动控制 粒子群算法 遗传算法 分段式PID算法
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基于改进Yolov5s的玉米喇叭口检测方法
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作者 李文强 宋雪航 +3 位作者 宋忠强 吕仕力 户鞘楠 王亚玲 《河南农业大学学报》 北大核心 2026年第1期131-143,共13页
【目的】提出一种改进的YOLOv5s玉米喇叭口检测算法模型,旨在实现模型网络结构轻量化的同时,提高检测准确率,以提升玉米精准喷药的效率和减少环境污染。【方法】在YOLOv5s网络结构基础上,首先,使用FasterNet结构替换YOLOv5s的C3结构实... 【目的】提出一种改进的YOLOv5s玉米喇叭口检测算法模型,旨在实现模型网络结构轻量化的同时,提高检测准确率,以提升玉米精准喷药的效率和减少环境污染。【方法】在YOLOv5s网络结构基础上,首先,使用FasterNet结构替换YOLOv5s的C3结构实现模型的轻量化;随后,研究了挤压-激励(squeeze and excitation,SE)和卷积注意力模块(convolutional block attention module,CBAM)两种注意力机制分别位于主干网络不同位置时对模型性能的影响;最后,对比分析YOLOv5s中CIoU、EIoU和WIoU损失函数对模型精度的影响。【结果】注意力机制对比实验表明,CBAM和SE注意力机制在特定位置提升了模型检测精度,最高分别为89.1%和88.8%,但两者同时添加至主干网络时,精度却下降至84.6%。相较于CIoU和EIoU,使用WIoU损失函数对模型性能提升更加有效,其精度和召回率能够达到87.5%和89.7%。经过改进后的模型在检测数据集上的mAP@0.5达到了92.3%,较改进前的YOLOv5s(87.8%)提升了4.5%,参数量下降18%,运算量减少21%,并保持了较快的检测速度。【结论】改进后的算法在玉米喇叭口检测任务中表现优异,能够在有限计算资源条件下实现高效、精准的喷药决策支持。 展开更多
关键词 玉米喇叭口 目标检测 YOLOv5s算法 精准喷洒
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基于改进粒子群PID算法的调车自动驾驶精确停车研究
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作者 赵一凡 杨华昌 任宛星 《铁道标准设计》 北大核心 2026年第2期179-186,203,共9页
精确停车是调车自动驾驶控制系统进行调车作业时的重要需求。针对精确停车问题,基于机车制动控制模型,将标准粒子群算法和PID控制器相结合,根据混沌映射理论,利用Logistic-Tent混沌映射初始化粒子群种群,提高初始种群在搜索空间上的分... 精确停车是调车自动驾驶控制系统进行调车作业时的重要需求。针对精确停车问题,基于机车制动控制模型,将标准粒子群算法和PID控制器相结合,根据混沌映射理论,利用Logistic-Tent混沌映射初始化粒子群种群,提高初始种群在搜索空间上的分布质量;引入模拟退火算法和自适应惯性权重以及异构学习因子,使粒子群算法在迭代初期加强全局搜索能力、后期加强局部搜索能力,避免粒子群算法陷入局部最优解;采用改进粒子群PID控制部分代替Smith预估控制器中的PID控制部分,从而解决制动控制系统的大延时问题,以此设计出一种改进的粒子群PID-Smith控制器。采用本文设计的控制器对机车制动过程进行仿真验证,并与标准粒子群PID算法和改进的粒子群PID算法进行对比,结果表明:在考虑外部干扰的情况下,新设计的控制器能够柔和整个制动过程的输出,实现对参考曲线的精确跟踪,并且停车误差能够稳定在60 cm以内,满足调车作业对于停车精度的要求,验证了本文设计的控制器有较强的实用性、适应性、鲁棒性和稳定性。 展开更多
关键词 调车 自动驾驶 精确停车 粒子群算法 自适应 SMITH预估控制器
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