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基于改进L-M算法的NSV姿态系统模糊建模 被引量:1
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作者 王宇飞 吴庆宪 姜长生 《东南大学学报(自然科学版)》 EI CAS CSCD 北大核心 2010年第S1期103-108,共6页
为了使T-S模糊系统能够更有效、精确地对非线性系统进行建模,提出了一种用于T-S模糊系统训练的改进的全局收敛Levenberg-Marquardt(L-M)算法,并给出了相应迭代步骤和模糊系统的在线训练方案.该算法是在局部误差界条件下,结合信赖域方法... 为了使T-S模糊系统能够更有效、精确地对非线性系统进行建模,提出了一种用于T-S模糊系统训练的改进的全局收敛Levenberg-Marquardt(L-M)算法,并给出了相应迭代步骤和模糊系统的在线训练方案.该算法是在局部误差界条件下,结合信赖域方法,根据逼近效果实时调节步长,有效避免了Jacobi矩阵奇异,并加快了算法的收敛速率.然后,将该算法应用于T-S模糊系统的训练中,在线调整模糊系统中各线性多项式的参数及模糊隶属度函数的参数,从而使模糊系统不过分依赖于专家经验,并且提高其逼近速度和精度.最后,将该算法运用于NSV姿态系统的T-S模糊建模中.仿真结果表明:该算法可以很好地逼近NSV姿态系统;与标准的L-M算法相比,该算法在保证精度的同时明显提高了收敛速度. 展开更多
关键词 T-S模糊 NSV姿态系统 l-m算法
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基于L-M算法和声波融合的TDOA雷电定位改进方法 被引量:9
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作者 骆瑶莹 卞宏志 +4 位作者 刘全桢 刘保全 傅正财 张建勋 刘亚坤 《上海交通大学学报》 EI CAS CSCD 北大核心 2022年第3期353-360,共8页
在时差信息冗余情况下求解非线性方程时,采用到达时差定位法(TDOA)的雷电定位系统会出现求解发散问题,而我国油罐系统等雷电敏感系统多经历了雷声和电磁探测的雷电定位技术发展过程.对此,提出一种有效融合雷电声波信号和放电电磁信号的T... 在时差信息冗余情况下求解非线性方程时,采用到达时差定位法(TDOA)的雷电定位系统会出现求解发散问题,而我国油罐系统等雷电敏感系统多经历了雷声和电磁探测的雷电定位技术发展过程.对此,提出一种有效融合雷电声波信号和放电电磁信号的TDOA雷电定位改进方法.根据已有站点信息将目标区域划分为16个子区域,在子区域内利用L-M迭代算法实现监测目标区域的雷电定位,提升TDOA雷电定位系统的定位精度和抗误差扰动能力.结果表明:传统法的雷电定位误差均值为203.2 m;所提方法经过声波信息融合和L-M算法改进后,雷电定位误差均值减小为108.4 m,监测目标区域边缘雷电定位精度提高了51.2%.研究对改进已有雷电定位系统和有效利用声波信息具有实际意义. 展开更多
关键词 雷电定位 到达时差定位法 l-m算法 声波信号
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基于L-M算法的微地震定位方法 被引量:11
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作者 徐克彬 陈祖斌 +3 位作者 刘玉海 任勇强 白田增 冉令刚 《石油地球物理勘探》 EI CSCD 北大核心 2018年第4期765-769,790,共6页
由于可引入复杂速度模型,基于振幅叠加网格搜索类定位方法大大提高了微地震定位的可信度。为保证定位精度,常规振幅叠加网格搜索定位方法需对目标区域进行较细网格划分,导致计算效率较低,无法满足压裂实时监测的要求。本文以振幅叠加网... 由于可引入复杂速度模型,基于振幅叠加网格搜索类定位方法大大提高了微地震定位的可信度。为保证定位精度,常规振幅叠加网格搜索定位方法需对目标区域进行较细网格划分,导致计算效率较低,无法满足压裂实时监测的要求。本文以振幅叠加网格搜索方法为基础,首先对目标区域进行粗网格剖分,然后在能量叠加较高的局部区域采用Levenberg-Marquardt(L-M)反演算法逐次迭代寻找能量叠加最大值点。该方案能够在保证定位精度的情况下大幅提高计算效率,模型试算及实际资料处理证明了方法的有效性。 展开更多
关键词 微地震定位 网格搜索 振幅叠加 l-m反演算法 水力压裂 实时监测
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Efficient Inverse Analysis for Solving a Coupled Conduction,Convection and Radiation Problem Involving Non⁃gray Participating Media
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作者 HE Zheng CAO Zhenkun +2 位作者 CHENG Xiang CUI Miao LIU Kun 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2024年第5期621-631,共11页
The presence of non-gray radiative properties in a reheating furnace’s medium that absorbs,emits,and involves non-gray creates more complex radiative heat transfer problems.Furthermore,it adds difficulty to solving t... The presence of non-gray radiative properties in a reheating furnace’s medium that absorbs,emits,and involves non-gray creates more complex radiative heat transfer problems.Furthermore,it adds difficulty to solving the coupled conduction,convection,and radiation problem,leading to suboptimal efficiency that fails to meet real-time control demands.To overcome this difficulty,comparable gray radiative properties of non-gray media are proposed and estimated by solving an inverse problem.However,the required iteration numbers by using a least-squares method are too many and resulted in a very low inverse efficiency.It is necessary to present an efficient method for the equivalence.The Levenberg-Marquardt algorithm is utilized to solve the inverse problem of coupled heat transfer,and the gray-equivalent radiative characteristics are successfully recovered.It is our intention that the issue of low inverse efficiency,which has been observed when the least-squares method is employed,will be resolved.To enhance the performance of the Levenberg-Marquardt algorithm,a modification is implemented for determining the damping factor.Detailed investigations are also conducted to evaluate its accuracy,stability of convergence,efficiency,and robustness of the algorithm.Subsequently,a comparison is made between the results achieved using each method. 展开更多
关键词 inverse problem coupled heat transfer problem levenberg-marquardt algorithm
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井下危险区域目标检测 被引量:3
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作者 厉丹 钱建生 柴艳莉 《煤炭学报》 EI CAS CSCD 北大核心 2011年第3期527-532,共6页
建立适合煤矿井下特殊环境的危险区域目标检测系统结构和新的目标匹配算法。新算法基于SIFT(scale-invariant feature transform)多尺度变换,结合形态学技术用降维后的局部区域匹配方法提高系统实时性;交叉匹配粗筛选后将RANSAC(random ... 建立适合煤矿井下特殊环境的危险区域目标检测系统结构和新的目标匹配算法。新算法基于SIFT(scale-invariant feature transform)多尺度变换,结合形态学技术用降维后的局部区域匹配方法提高系统实时性;交叉匹配粗筛选后将RANSAC(random sample consensus)算法和L-M(Lev-enberg-Marquardt)非线性优化算法结合估计优化参数,解决现有算法计算复杂,匹配时间长,复杂环境匹配精度低的问题。实验证明,新算法对煤矿井下模糊、低照度、遮挡、高噪声和尺度变化等情况均具有良好的鲁棒性,解决多摄像机不同视角目标匹配问题,适合实时处理的监控系统中井下危险区域目标检测。 展开更多
关键词 井下 危险区域 目标检测 SIFT(scale-invariant feature transform) RANSAC(random sample consensus) l-m(levenberg-marquardt)
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基于动态递归神经网络的玻璃窑炉温度双重控制 被引量:2
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作者 张岚清 党选举 成娟娟 《兵工自动化》 2007年第5期67-69,共3页
将双重控制策略应用到玻璃窑炉温度控制系统,实现油流量和油压的解耦控制。其主控制器采用动态递归神经网络逆控制器,应用反馈误差学习方法在线学习,并通过改进的L-M算法训练神经网络。副控制器采用常规PI控制器。主、副控制器共同作用... 将双重控制策略应用到玻璃窑炉温度控制系统,实现油流量和油压的解耦控制。其主控制器采用动态递归神经网络逆控制器,应用反馈误差学习方法在线学习,并通过改进的L-M算法训练神经网络。副控制器采用常规PI控制器。主、副控制器共同作用于被控对象,保证系统具有良好的控制品质。仿真结果表明该控制策略有效。 展开更多
关键词 窑炉温度控制系统 双重控制 动态递归神经网络 解耦控制 l-m(levenberg-marquardt)算法
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基于非接触式电导信号的土壤速效钾含量检测方法 被引量:2
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作者 李传文 魏圆圆 +3 位作者 陈翔宇 张俊卿 郭红燕 王儒敬 《分析测试学报》 CAS CSCD 北大核心 2020年第7期851-859,共9页
该文针对土壤中速效钾含量采用传统测定法操作复杂、检测时效滞后的问题,建立了基于非接触式电导检测信号快速检测土壤速效钾含量的分析方法。采用高效毛细管电泳/非接触式电导检测仪获取河南潮土的非接触式电导检测信号,并使用导数法... 该文针对土壤中速效钾含量采用传统测定法操作复杂、检测时效滞后的问题,建立了基于非接触式电导检测信号快速检测土壤速效钾含量的分析方法。采用高效毛细管电泳/非接触式电导检测仪获取河南潮土的非接触式电导检测信号,并使用导数法与高斯曲线拟合法相结合进行初步峰谱识别,按条件进行峰值过滤后,引入基于Levenberg-Marquardt(L-M)的高斯分峰拟合算法,实现了单峰和重叠峰的拟合计算,得到高斯峰和相应的特征参数,包括峰位、峰高、半峰宽和峰面积;最后将拟合得到的高斯峰及相应的特征参数表征原始非接触式电导检测信号离子峰谱信息结合偏最小二乘法(PLS),确定特征参数与土壤速效钾含量的关系,建立模型,实现了对土壤中速效钾含量的预测。结果表明,将基于L-M的高斯分峰拟合算法结合偏最小二乘法应用于非接触式电导检测信号测定土壤速效钾含量时具有较高精度,回归模型决定系数(R^2)为0.8564,相对分析误差(RPD)为2.639,适用于土壤速效钾的快速检测分析。 展开更多
关键词 土壤速效钾 非接触式电导信号 高斯分峰拟合 levenberg-marquardt(l-m)算法
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Thermophysical properties of pure gases and mixtures at temperatures of 300-30000K and atmospheric pressure:thermodynamic properties and solution of equilibrium compositions
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作者 Zhongyuan CHI Weijun ZHANG Qiangda YANG 《Plasma Science and Technology》 SCIE EI CAS CSCD 2021年第12期161-175,共15页
The equilibrium compositions and thermodynamic properties(density,enthalpy,etc at constant pressure)of plasma of pure gases and mixtures under local thermodynamic nonequilibrium have been calculated in this paper.The ... The equilibrium compositions and thermodynamic properties(density,enthalpy,etc at constant pressure)of plasma of pure gases and mixtures under local thermodynamic nonequilibrium have been calculated in this paper.The homotopy Levenberg-Marquardt algorithm was proposed to accurately solve nonlinear equations with singular Jacobian matrices,and is constructed by the Saha equation and Guldberg-Waage equation combined with mass conservation,the electric neutrality principle and Dalton’s partial pressure law,to solve the problem of dependence on the initial value in the process of iteration calculation.In this research,the equations at a higher temperature were solved and used as the auxiliary equations,and the homotopy control parameters’sequence of the homotopy equations was selected by equal ratios.For auxiliary equations,the iterative initial value was obtained by assuming that there were only the highestvalence atomic cations and electrons at this temperature,and the plasma equilibrium composition distribution with the required accuracy was ultimately solved under the current conditions employing the Levenberg-Marquardt algorithm.The control parameter sequence was arranged according to the geometric sequence and the homotopy step was gradually shortened to ensure continuity of the homotopy process.Finally,the equilibrium composition and thermodynamic properties of pure N_(2),Mg(30%)-CO_(2)(70%)and Mg(40%)-CO(50%)-N_(2)(10%)mixture plasma at atmospheric pressure were calculated and the calculation process of some specified temperatures was shown and analyzed.The calculation accuracy of equilibrium composition is higher than other findings in the literature.The results for the thermodynamic properties are in good agreement with data reported by the literature. 展开更多
关键词 plasma equilibrium compositions thermodynamic properties homotopy levenberg-marquardt algorithm(HLMA) auxiliary equations
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A Flexible Calibration Method of Laser Light-Sectioning System for Online 3D Measurement
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作者 KANG Xin SUN Wei +1 位作者 YIN Zhuoyi LIU Cong 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2021年第6期1048-1057,共10页
A flexible calibration method based on a front-coated flat mirror is proposed for a laser light-sectioning three-dimensional(3D)measurement system. Since the calibration target and its mirror image are spatially separ... A flexible calibration method based on a front-coated flat mirror is proposed for a laser light-sectioning three-dimensional(3D)measurement system. Since the calibration target and its mirror image are spatially separated and can be recorded in an image by a camera,the proposed method requires only a single composite image that contains a non-planar checkerboard pattern,a laser strip projected on the target and their mirror images to complete the calibration of the camera and the laser plane in one step. Levenberg-Marquardt(LM)algorithm is used to optimize the system parameters,and the measurement accuracy and speed are improved to enable online 3D inspection. Static and dynamic online 3D measurements are carried out on a cup and a triple stepped shaft,respectively,to validate the proposed method. The shaft has two steps with the depth of(0.5±0.01)mm and(2±0.01)mm to be measured online when the shaft is rotated and translated at the same time. The measurement results can be output at a frequency of 7 to 11 readings per second with standard deviations of 0.040 mm and 0.051 mm. The experimental results verify the effectiveness and flexibility of the proposed method. 展开更多
关键词 laser light-sectioning system calibration front-coated flat mirror online three-dimentional(3D)measurement levenberg-marquardt(LM)algorithm
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