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基于度量优化的保持邻域嵌入的人脸识别 被引量:3
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作者 孙恒义 樊养余 +1 位作者 温金环 贾蒙 《计算机工程》 CAS CSCD 北大核心 2011年第4期193-194,197,共3页
监督的保持邻域嵌入算法采用欧氏度量选取k近邻。欧氏度量在数据维数较低时能获得较好的结果,但直接简单地将其从低维空间的应用推广到高维空间中不能取得较好的结果。针对该缺点,提出度量优化的保持邻域嵌入算法。该算法分为无类标号信... 监督的保持邻域嵌入算法采用欧氏度量选取k近邻。欧氏度量在数据维数较低时能获得较好的结果,但直接简单地将其从低维空间的应用推广到高维空间中不能取得较好的结果。针对该缺点,提出度量优化的保持邻域嵌入算法。该算法分为无类标号信息(MONPE)和有类标号信息(CLMONPE)2种情况,利用线性判别分析算法降维后的数据选取k近邻。在Yale人脸数据库上的实验结果表明,CLMONPE算法效果较优。 展开更多
关键词 流形学习 人脸识别 监督的保持邻域嵌入 度量优化的保持邻域嵌入
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特征与度量联合优化信息几何检测器
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作者 吴昊 程永强 +2 位作者 杨政 王宏强 黎湘 《电子学报》 EI CAS CSCD 北大核心 2024年第6期1977-1988,共12页
目前,信息几何检测器主要采用协方差矩阵特征模型,在矩阵流形上度量待检测单元数据与杂波数据间的差异,以区分目标与杂波,从而实现雷达目标检测.然而,在复杂杂波背景下,雷达回波信号信杂比低,杂波在其中占据主导地位.因此,含有目标回波... 目前,信息几何检测器主要采用协方差矩阵特征模型,在矩阵流形上度量待检测单元数据与杂波数据间的差异,以区分目标与杂波,从而实现雷达目标检测.然而,在复杂杂波背景下,雷达回波信号信杂比低,杂波在其中占据主导地位.因此,含有目标回波的雷达回波信号与纯杂波具有统计相似性,该相似性使得二者在矩阵流形上较难区分,从而限制了信息几何检测器的性能优势.为突破特征表示所造成的性能增益限制,本文提出了基于特征与度量联合优化的信息几何检测器.首先设计了特征与度量可调的信息几何检测器灵活框架,并在此基础上基于纽曼-皮尔逊准则建立了特征与度量的联合优化模型,而后利用局部平坦假设与多层感知器,将联合优化模型中的决策变量参数化,并提出了双阶段优化求解方法.基于仿真数据与实测海杂波数据的实验结果表明,该方法检测性能优于现有信息几何检测器等典型目标检测方法,且在目标多普勒接近杂波谱峰时具有较大优势. 展开更多
关键词 雷达目标检测 信息几何检测器 特征流形 联合优化 特征优化 度量优化
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一种基于度量优化的深度网络SAR自聚焦方法
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作者 毛倩倩 詹梦洋 李银伟 《运筹与模糊学》 2024年第3期653-664,共12页
相位误差是引起合成孔径雷达图像散焦的主要原因,受到目标场景与算法参数的影响,基于度量优化的传统自聚焦方法迭代次数多,计算量大。鉴于卷积神经网络在图像特征提取与特征分类方面的优越性,本文提出了一种基于度量优化的深度网络SAR... 相位误差是引起合成孔径雷达图像散焦的主要原因,受到目标场景与算法参数的影响,基于度量优化的传统自聚焦方法迭代次数多,计算量大。鉴于卷积神经网络在图像特征提取与特征分类方面的优越性,本文提出了一种基于度量优化的深度网络SAR自聚焦方法。首先,利用卷积神经网络的特征提取能力,将不同程度的离焦图像通过特征分类来实现离焦图像到相位误差系数的映射。其次,网络估计的相位误差系数被建模成相应的相位误差多项式,构成相应的误差向量来补偿离焦图像。通过使用度量函数作为损失函数进行网络训练,实现SAR离焦图像的误差更新和补偿。相比于传统自聚焦方法,基于深度网络的方法,训练完成后,不需要进行反复迭代,且不依赖于场景强散射点,具有更快的聚焦速度和稳定的聚焦性能。 展开更多
关键词 深度网络 特征提取 自聚焦 度量优化
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带Wasserstein度量的分布鲁棒优化监督学习方法及其应用探索
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作者 姚明山 《福建开放大学学报》 2023年第3期89-92,共4页
监督学习方法是数字供应链和商务智能中的关键技术。在数字经济时代的管理实践中,处理海量、高维和异质数据是必要的。然而,传统的基于经验风险最小化的监督学习方法通常无法有效处理数据异质性的问题,这会导致测试误差过大的情况。为... 监督学习方法是数字供应链和商务智能中的关键技术。在数字经济时代的管理实践中,处理海量、高维和异质数据是必要的。然而,传统的基于经验风险最小化的监督学习方法通常无法有效处理数据异质性的问题,这会导致测试误差过大的情况。为了解决这一问题,现研究探索了一种基于Wasserstein度量的分布鲁棒优化方法在监督学习中的应用。通过引入Wasserstein度量来量化数据分布之间的距离,将其与监督学习的损失函数相结合,以提高模型对分布偏移的鲁棒性。同时探索如何设计可靠且鲁棒的优化算法,在面对分布变化时可以提供更加稳健的模型性能,并在汽车配件需求预测等管理实践中具有更好的性能和更广泛的应用前景。 展开更多
关键词 鲁棒优化 监督学习 机器学习 带Wasserstein度量分布鲁棒优化
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不平衡数据度量指标优化的提升分类方法 被引量:2
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作者 闫建红 《计算机工程与应用》 CSCD 北大核心 2018年第21期128-132,共5页
为提高不平衡数据的分类性能,提出了基于度量指标优化的不平衡数据Boosting算法。该算法结合不平衡数据分类性能度量标准和Boosting算法,使用不平衡数据分类性能度量指标代替原有误分率指标,分别采用带有权重的正类和负类召回率、F-meas... 为提高不平衡数据的分类性能,提出了基于度量指标优化的不平衡数据Boosting算法。该算法结合不平衡数据分类性能度量标准和Boosting算法,使用不平衡数据分类性能度量指标代替原有误分率指标,分别采用带有权重的正类和负类召回率、F-measure和G-means指标对Boosting算法进行优化,按照不同的度量指标计算Alpha值进行迭代,得到带有加权值的弱学习器组合,最后使用Boosting算法进行优化。经过实验验证,与带有权重的Boosting算法进行比较,该算法对一定数据集的AUC分类性能指标有一定提高,错误率有所下降,对F-measure和G-mean性能指标有一定的改善,说明该算法侧重提高正类分类性能,改善不平衡数据的整体分类性能。 展开更多
关键词 不平衡数据集 二分类 曲线下面积(AUC) 度量指标优化 BOOSTING算法
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求解多变量优化问题GAs方法的实现与改进 被引量:5
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作者 何耀华 韩守木2程尚模 《华中理工大学学报》 CSCD 北大核心 1996年第4期96-99,共4页
用C语言实现了遗传基因算法求解多变量优化问题,在此基础上,对单点交叉与多点交叉、单点变异与多点变异进行了比较研究.在采用较好的交叉和变异方法的基础上,研究了在GAs的迭代循环中如何适时进行区域收缩,引入适值调整,找到... 用C语言实现了遗传基因算法求解多变量优化问题,在此基础上,对单点交叉与多点交叉、单点变异与多点变异进行了比较研究.在采用较好的交叉和变异方法的基础上,研究了在GAs的迭代循环中如何适时进行区域收缩,引入适值调整,找到了一种循环次数少、计算时间短。 展开更多
关键词 GAS 度量优化 C语言 基因算法
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优化近邻保持嵌入算法的人脸识别方法研究
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作者 李视阳 《科技创新导报》 2012年第26期1-2,共2页
人脸识别是一项极具发展潜力的生物特征识别技术,在公共安全,信息安全等领域具有广阔的应用前景。本文试验基于ORL人脸数据和Yale人脸数据,在监督的保持邻域嵌入算法(NPE),度量优化的保持邻域嵌入算法(MONPE)均取最优参数的前提下对分... 人脸识别是一项极具发展潜力的生物特征识别技术,在公共安全,信息安全等领域具有广阔的应用前景。本文试验基于ORL人脸数据和Yale人脸数据,在监督的保持邻域嵌入算法(NPE),度量优化的保持邻域嵌入算法(MONPE)均取最优参数的前提下对分类准确率和运行时间进行了比较。试验表明:MONPE算法与NPE算法相比,在实际应用中可以表现出明显的优势。 展开更多
关键词 人脸识别 监督的保持邻域嵌入 度量优化的保持领域嵌入
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基于流形学习算法的人脸识别研究
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作者 高峥 杜川 《河南机电高等专科学校学报》 CAS 2011年第4期24-25,70,共3页
为了有效地实现对人脸的识别,先用线性判断分析(LDA)方法将原始的人脸数据降维,利用降维后的数据选取点的k近邻,进而提出度量优化的保持邻域嵌入算法(MONPE)。MONPE算法:一方面,通过LDA降低原始数据的维数,使得欧氏度量的应用成为合理... 为了有效地实现对人脸的识别,先用线性判断分析(LDA)方法将原始的人脸数据降维,利用降维后的数据选取点的k近邻,进而提出度量优化的保持邻域嵌入算法(MONPE)。MONPE算法:一方面,通过LDA降低原始数据的维数,使得欧氏度量的应用成为合理。另一方面,通过LDA拉近了类内点的距离,拉大了类间点的距离,使得某个采样的近邻点属于同一类的概率更大。 展开更多
关键词 流形学习 人脸识别 监督的保持邻域嵌入 度量优化的保持邻域嵌入
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Shape Optimal System for Linear Elastic Structures
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作者 邢杰 蔡坪 《Journal of Beijing Institute of Technology》 EI CAS 1992年第2期103-110,共8页
An integrated system FSOP2D,including modules for the shape optimal modeling,structural analysis,sensitivity analysis,optimal method library and post- processing,is developed.By selecting fictitious loads as the desig... An integrated system FSOP2D,including modules for the shape optimal modeling,structural analysis,sensitivity analysis,optimal method library and post- processing,is developed.By selecting fictitious loads as the design variables that has a linear relationship with the grid point locations and using design sensitivity analysis of the domain method,it is easier to solve the velocity field.In the course of optimal iterations,mesh distortion is kept to a minimum,sensitivity derivatives of object function,stress constraints and displacement constraints are derived.Computation of sensitivity analysis is achieved in the system.Two engineering examples are used to prove the system's effectiveness,the optimal results can successfully be obtained by lesser number of iterations. 展开更多
关键词 optimum design finite element analysis sensitivity/shape optimum design design variable
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非结构网格下曲线变形的水平集方法 被引量:1
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作者 东晨 宋松和 《计算机工程与应用》 CSCD 北大核心 2010年第29期186-188,共3页
采用基于非结构网格的水平集方法对曲线变形问题进行了数值模拟。通过度量函数最优化过程得到曲线变形的驱动方程,驱动方程中增加曲线曲率项对度量函数进行优化,空间上采用有限体积法求解水平集方程,时间上采用Runge-kutta显式方法,时... 采用基于非结构网格的水平集方法对曲线变形问题进行了数值模拟。通过度量函数最优化过程得到曲线变形的驱动方程,驱动方程中增加曲线曲率项对度量函数进行优化,空间上采用有限体积法求解水平集方程,时间上采用Runge-kutta显式方法,时间、空间均达到2阶精度。实验结果得到了高质量的过渡曲线,显示复杂几何拓扑形变可以理想地实现。 展开更多
关键词 非结构网格 水平集方法 曲线变形 度量函数最优化
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QoS Routing Algorithm with Multi-Dimensions for Overlay Networks 被引量:1
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作者 戴慧珺 曲桦 赵季红 《China Communications》 SCIE CSCD 2013年第10期167-176,共10页
Overlay networks have emerged as a useful approach to providing a general framework for new applications and services that are to be implemented without significantly changing the IP-layer network infrastructure.Overl... Overlay networks have emerged as a useful approach to providing a general framework for new applications and services that are to be implemented without significantly changing the IP-layer network infrastructure.Overlay routing has been used as an alternative to the default best effort Internet routing for the absence of end-to-end Quality of Service(QoS). While the former has recently been investigated, the conflict of QoS restraints and resource optimization remains unsolved. Recent studies have shown that overlay paths can give better latency, loss rate and TCP throughput. In this paper, a multi-dimensional QoS objective model based on the analysis of multiple QoS constraints has been presented, and a routing algorithm to optimise the overlay resource of its nodes and links is then proposed.In fact, the algorithm obtained multiple QoS values using probability theory to achieve the routing according to the multi-dimensional QoS objective vector of the QoS objective model. Simulation results reveals that the algorithm works better than other existing algorithms in balancing the network resources, and applications with stringent QoS requirements could be run. 展开更多
关键词 OVERLAYS QoS routing multi-di- mensional QoS objective model multi-dimensional QoS objective vector
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Soft Sensor for Ammonia Concentration at the Ammonia Converter Outlet Based on an Improved Group Search Optimization and BP Neural Network 被引量:5
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作者 阎兴頔 杨文 +1 位作者 马贺贺 侍洪波 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2012年第6期1184-1190,共7页
The ammonia synthesis reactor is the core unit in the whole ammonia synthesis production. The ammonia concentration at the ammonia converter outlet is a significant process variable, which reflects directly the produc... The ammonia synthesis reactor is the core unit in the whole ammonia synthesis production. The ammonia concentration at the ammonia converter outlet is a significant process variable, which reflects directly the production efficiency. However, it is hard to be measured reliably online in real applications. In this paper, a soft sensor based on BP neural network (BPNN) is applied to estimate the ammonia concentration. A modified group search optimization with nearest neighborhood (GSO-NH) is proposed to optimize the weights and thresholds of BPNN. GSO-NH is integrated with BPNN to build a soft sensor model. Finally, the soft sensor model based on BPNN and GSO-NH (GSO-NH-NN) is used to infer the outlet ammonia concentration in a real-world application. Three other modeling methods are applied for comparison with GSO-NH-NN. The results show that the soft sensor based on GSO-NH-NN has a good prediction performance with high accuracy. Moreover, the GSO-NH-NN also provides good generalization ability to other modeling problems in ammonia synthesis production. 展开更多
关键词 ammonia synthesis ammonia concentration soft sensor group search optimization
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Optimized vehicle scheduling and filling model based on effective space and integrated solving algorithm
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作者 赵鹏 《Journal of Chongqing University》 CAS 2007年第3期172-176,共5页
We established an integrated and optimized model of vehicle scheduling problem and vehicle filling problem for solving an extremely complex delivery mode-multi-type vehicles, non-full loads, pickup and delivery in log... We established an integrated and optimized model of vehicle scheduling problem and vehicle filling problem for solving an extremely complex delivery mode-multi-type vehicles, non-full loads, pickup and delivery in logistics and delivery system. The integrated and optimized model is based on our previous research result-effective space method. An integrated algorithm suitable for the integrated and optimized model was proposed and corresponding computer programs were designed to solve practical problems. The results indicates the programs can work out optimized delivery routes and concrete loading projects. The model and algorithm have many virtues and are valuable in practice. 展开更多
关键词 vehicle scheduling vehicle filling integration and optimization solving algorithm
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Optimum control strategy for all-variable speed chiller plant 被引量:2
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作者 蒋小强 龙惟定 李敏 《Journal of Central South University》 SCIE EI CAS 2011年第2期573-579,共7页
The optimum control strategy and the saving potential of all variable chiller plant under the conditions of changing building cooling load and cooling water supply temperature were investigated. Based on a simulation ... The optimum control strategy and the saving potential of all variable chiller plant under the conditions of changing building cooling load and cooling water supply temperature were investigated. Based on a simulation model of water source chiller plant established in dynamic transient simulation program (TRNSYS),the four-variable quadratic orthogonal regression experiments were carried out by taking cooling load,cooling water supply temperature,cooling water flow rate and chilled water flow rate as variables,and the fitting formulas expressing the relationships between the total energy consumption of chiller plant with the four selected parameters was obtained. With the SAS statistical software and MATHEMATICA mathematical software,the optimal chilled water flow rate and cooling water flow rate which result in the minimum total energy consumption were determined under continuously varying cooling load and cooling water supply temperature. With regard to a chiller plant serving an office building in Shanghai,the total energy consumptions under different control strategies were computed in terms of the forecasting function of cooling load and water source temperature. The results show that applying the optimal control strategy to the chiller plant can bring a saving of 23.27% in power compared with the corresponding conventional variable speed plant,indicating that the optimal control strategy can improve the energy efficiency of chiller plant. 展开更多
关键词 chiller plant control strategy variable speed cooling water flow rate chilled water flow rate
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Optimization of dilute acid hydrolysis of Enteromorpha 被引量:1
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作者 冯大伟 刘海燕 +2 位作者 李富超 姜鹏 秦松 《Chinese Journal of Oceanology and Limnology》 SCIE CAS CSCD 2011年第6期1243-1248,共6页
Acid hydrolysis is a simple and direct way to hydrolyze polysaccharides in biomass into fermentable sugars. To produce fermentable sugars effectively and economically for fuel ethanol, we have investigated the hydroly... Acid hydrolysis is a simple and direct way to hydrolyze polysaccharides in biomass into fermentable sugars. To produce fermentable sugars effectively and economically for fuel ethanol, we have investigated the hydrolysis of Enteromorpha using acids that are typically used to hydrolyze biomass: H2SO4, HC1, H3PO4 and C4H404 (maleic acid). 5%(w/w) Enteromorpha biomass was treated for different times (30, 60, and 90 min) and with different acid concentrations (0.6, 1.0, 1.4, 1.8, and 2.2%, w/w) at 121~C. H2SO4 was the most effective acid in this experiment. We then analyzed the hydrolysis process in H2SO4 in detail using high performance liquid chromatography. At a sulfuric acid concentration of 1.8% and treatment time of 60 min, the yield of ethanol fermentable sugars (glucose and xylose) was high, (230.5 mg/g dry biomass, comprising 175.2 mg/g glucose and 55.3 mg/g xylose), with 48.6% of total reducing sugars being ethanol fermentable. Therefore, Enteromorpha could be a good candidate for production of fuel ethanol. In future work, the effects of temperature and biomass concentration on hydrolysis, and also the fermentation of the hydrolysates to ethanol fuel should be focused on. 展开更多
关键词 ENTEROMORPHA acid hydrolysis ethanol fermentable sugars
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Activity optimization method in SPECT:A comparison with ROC analysis
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作者 DíAZ Marlén Pérez RIZO Oscar Díaz +2 位作者 DíAZ Adlin López APARICIO Eric Estévez DíAZ Reinaldo Roque 《Journal of Zhejiang University-Science B(Biomedicine & Biotechnology)》 SCIE CAS CSCD 2006年第12期947-956,共10页
A discriminant method for optimizing activity in nuclear medicine studies is validated by comparison with ROC (received operating characteristic)-curves. The method is tested in 21 single photon emission computerize... A discriminant method for optimizing activity in nuclear medicine studies is validated by comparison with ROC (received operating characteristic)-curves. The method is tested in 21 single photon emission computerized tomography (SPECT), performed with a cardiac phantom. Three different lesions (Lb L2 and L3) were placed in the myocardium-wall by pairs fbr each SPECT. Three activities (84, 37 or 18.5 MBq) of 99mTc were used as background. Linear discriminant analysis was used to select the parameters that characterize image quality among the measured variables in the images [(Background-to-Lesion (B/Li) and Signal-to-Noise (S/N) ratios)]. Two clusters with different image quality (P=0.021 ) were obtained. The ratios B/Lj, B/L2 and B/L3 are the parameters used to construct the function with 100% of cases correctly classified into the clusters. The value of 37 MBq was the lowest tested activity for which good results for the B/Li ratios were obtained. The result coincides with the applied ROC-analysis (r=0.89). 展开更多
关键词 Activity optimization Image quality SPECT Discriminant analysis ROC curves
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Research on a Rapid Test Method of Dry Basis Weight of Paper-process Reconstituted Tobacco
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作者 Dandan SU Hua CHEN +4 位作者 Guangfei ZHAO Liran DING Wenjun ZHANG Jing LIU Guiyuan ZHOU 《Agricultural Science & Technology》 CAS 2017年第10期1948-1950,1978,共4页
This study aimed to optimize the rapid test factors of dry basis weight of reconstituted tobacco, in order to afford a reference test method for companies which produce reconstituted tobacco to better control the basi... This study aimed to optimize the rapid test factors of dry basis weight of reconstituted tobacco, in order to afford a reference test method for companies which produce reconstituted tobacco to better control the basis weight and coating ratio on line. The dry basis weight of reconstituted tobacco was tested by fast method and normal oven method individually. And the effects on the test values of different test factors such as temperature, time and the number of baking sheets were studied. Then the test values of these two methods were compared, so the proper factors of rapid test method were determined. As the baking temperature rose from 130 ℃ to 150 ℃, and the baking time rose from 1 min to 2 min, the difference between fast test method and normal oven method grew, and when the number of baking pieces rose from 3 pieces to 5 pieces, the difference between the two methods went down. The optimum test condition was baking temperature of 130 ℃, baking time of 1 min, and baking sample sheet number of 5. Under this condition, the value of fast test method was the closest to the test value of normal oven method, and meanwhile, the test factor was more proper for testing on line. The study will provide a reference for online controlling of dry basis weight and coating ratio of reconstituted tobacco. 展开更多
关键词 Reconstituted tobacco Rapid test method Dry basis weight Coating ratio
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Novel Retinex algorithm by interpolation and adaptive noise suppression 被引量:1
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作者 李武劲 古博 +1 位作者 黄江涛 王明辉 《Journal of Central South University》 SCIE EI CAS 2012年第9期2541-2547,共7页
In order to improve image quality, a novel Retinex algorithm for image enhancement was presented. Different from conventional algorithms, it was based on certain defined points containing the illumination information ... In order to improve image quality, a novel Retinex algorithm for image enhancement was presented. Different from conventional algorithms, it was based on certain defined points containing the illumination information in the intensity image to estimate the illumination. After locating the points, the whole illumination image was computed by an interpolation technique. When attempting to recover the reflectance image, an adaptive method which can be considered as an optimization problem was employed to suppress noise in dark environments and keep details in other areas. For color images, it was taken in the band of each channel separately. Experimental results demonstrate that the proposed algorithm is superior to the traditional Retinex algorithms in image entropy. 展开更多
关键词 Retinex algorithm illumination estimation INTERPOLATION adaptive noise suppression
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Isothermal and nonisothermal crystallization kinetics of bio-sourced nylon 69 被引量:6
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作者 Zhijuan Sun Xiao Wang +2 位作者 Fei Guo Chunyue Jiang Qinmin Pan 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2016年第5期638-645,共8页
Bio-sourced nylon 69,one of promising engineering plastics,has a great potential in developing sustainable technology and various commercial applications.Isothermal and nonisothermal crystallization kinetics of nylon ... Bio-sourced nylon 69,one of promising engineering plastics,has a great potential in developing sustainable technology and various commercial applications.Isothermal and nonisothermal crystallization kinetics of nylon 69 is a base to optimize the process conditions and establish the structure–property correlations for nylon 69,and it is also highly bene ficial for successful applications of nylon products in industry.Isothermal and nonisothermal crystallization kinetics has been investigated by differential scanning calorimetry for nylon 69,bio-sourced even–odd nylon.The isothermal crystallization kinetics has been analyzed by the Avrami equation,the calculated Avrami exponent at various crystallization temperatures falls into the range of 2.28 and 2.86.In addition,the Avrami equation modi fied by Jeziorny and the equation suggested by Mo have been adopted to study the nonisothermal crystallization.The activation energies for isothermal and nonisothermal crystallization have also been determined.The study demonstrates that the crystallization model of nylon 69 might be a twodimensional(circular)growth at both isothermal and nonisothermal crystallization conditions.Furthermore,the value of the crystallization rate parameter(K)decreases signi ficantly but the crystallization half-time(t1/2)increases with the increase of the isothermal crystallization temperature.To nonisothermal crystallization,the crystallization rate increases as the cooling rate increases according to the analysis of Jeziorny's theory.The results of Mo's theory suggest that a faster cooling rate is required to reach a higher relative degree of crystallinity in a unit of time,and crystallization rate decreases when the relative degree of crystallinity increases at nonisothermal crystallization conditions. 展开更多
关键词 Crystallization kinetics NYLON Activation energy Differential scanning calorimetry
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Weigh in Motion Based on Parameters Optimization
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作者 周志峰 蔡萍 陈日兴 《Journal of Donghua University(English Edition)》 EI CAS 2009年第1期46-51,共6页
Dynamic tire forces are the main factor affecting the measurement accuracy of the axle weight of moving vehicle.This paper presents a novel method to reduce the influence of the dynamic tire forces on the weighing acc... Dynamic tire forces are the main factor affecting the measurement accuracy of the axle weight of moving vehicle.This paper presents a novel method to reduce the influence of the dynamic tire forces on the weighing accuracy.On the basis of analyzing the characteristic of the dynamic tire forces,the objective optimization equation is constructed.The optimization algorithm is presented to get the optimal estimations of the objective parameters.According to the estimations of the parameters,the dynamic tire forces are separated from the axle weigh signal.The results of simulation and field experiments prove the effectiveness of the proposed method. 展开更多
关键词 WEIGH-IN-MOTION dynamic tire forces LEVENBERG-MARQUARDT OPTIMIZATION
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