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Nondestructive prediction of leaf area in colored cotton cultivars:a comparative approach using machine learning models with an interactive web interface
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作者 SILVA RIBEIRO João Everthonda SILVA Antonio Gideilson Correiada +7 位作者 ALMEIDA OLIVEIRA Pablo Henriquede SANTOS COÊLHO Esterdos FAGUNDES Rislayne Ingrid MELO Ramon Silva SOUZA MORAIS Carlos Danielde SANTOS Diego Mendonça SILVEIRA Lindomar Mariada BARROS JÚNIOR Aurélio Paes 《Journal of Cotton Research》 2026年第1期89-106,共18页
Background Leaf area is a crucial indicator of plant growth and physiology,with direct measurements being destructive to the plant.This study aimed to develop and compare machine learning models[support vector regress... Background Leaf area is a crucial indicator of plant growth and physiology,with direct measurements being destructive to the plant.This study aimed to develop and compare machine learning models[support vector regression(SVR),adaptive neuro-fuzzy inference system(ANFIS),and deep multilayer perceptron(DMLP)]and linear regression(LRM)for the nondestructive prediction of leaf area in five colored cotton cultivars.A total of 1334 leaves were sampled,and their length(L),width(W),and leaf area(LA)were determined via digitized images.The models were developed using 70%of the data for training and 30%for validation.Their performance was evaluated using the coefficient of determination(R^(2)),root mean square error,mean absolute error,mean absolute percentage error,and Willmott's index of agreement.Results The results showed that the machine learning models,notably the ANFIS(triangular membership function),the DMLP(2-16-16-1 configuration),and the SVR[radial basis function(RBF)kernel],significantly outperformed the linear regression models in leaf area estimation accuracy.The ANFIS and DMLP models achieved the highest R^(2)(0.9793,test),followed by the SVR model(R^(2)=0.9790,test),all with minimal errors.Among the linear models,the LRM(using the L×W product)was the most effective(R^(2)=0.9783).Conclusions On the basis of the performance criteria of the models,the machine learning models are more accurate for the nondestructive estimation of leaf area in colored cotton.The best-performing model(SVR with RBF kernel)was made available in an interactive web application,aiming to optimize crop management with accurate and nondestructive data. 展开更多
关键词 Colored cotton Leaf area Nondestructive prediction Linear regression Support vector regression Precision agriculture
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Experimental study on damage characteristics of t-shaped stiffened plates subjected to different types of shaped charges:Linear-shaped charge,embowed linear-shaped charge,and embowed linear explosively formed projectile
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作者 Shenhe Zhang Zhifan Zhang +4 位作者 Shuxin Yang Longkan Wang Yutong Sui Guiyong Zhang Zhi Zong 《Defence Technology(防务技术)》 2026年第2期231-243,共13页
In order to investigate the penetration performance of Linear-Shaped Charge(LSC),Embowed LinearShaped Charge(ELSC),and Embowed Linear Explosively Formed Projectile(ELEFP)on T-shaped stiffened plates,a series of near-f... In order to investigate the penetration performance of Linear-Shaped Charge(LSC),Embowed LinearShaped Charge(ELSC),and Embowed Linear Explosively Formed Projectile(ELEFP)on T-shaped stiffened plates,a series of near-field air-burst experiments are conducted.The damage modes and characteristics of the target plates are compared and analyzed.Each flat plate section is completely punctured,resulting in a penetration hole.The damage modes induced by the three charge types on the stiffened plate structure are consistent,characterized by shear failure in the central region of the flat plate due to penetration by the penetrator,localized plastic deformation of the flat plate,and local penetration failure resulting from partial perforation of the central stiffener.The penetration lengths caused by ELSC and ELEFP are 45.1%and 46.1% larger than that of LSC,while the half-width of the penetration hole generated by ELEFP is 54.2% and 24.7% smaller than that of ELSC and LSC,respectively.The penetration height caused by ELEFP are 17.5%and 62.1% larger than that of ELSC and LSC,respectively.The stiffener effectively segments the damage area,enhancing the local structural strength and limiting the extent of plastic deformation in the flat plate section.The comparative results show that the ELSC proves to be more effective for efficient large-scale damage,and ELEFP is more suitable for achieving efficient localized damage. 展开更多
关键词 Linear-shaped charge Embowed linear-shaped charge Embowed linear explosively formed PROJECTILE Near-filed explosion Penetration performance Stiffened plate
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Sensitivity analysis of vibration characteristics and dynamic responses of a tracked vehicle
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作者 Xun Wang Xue Rui +3 位作者 Jinghong Wang Xiaoting Rui Guoping Wang Pingxin Wang 《Defence Technology(防务技术)》 2026年第3期323-348,共26页
This study aims to establish an integrated sensitivity analysis framework for optimization and design of the dynamic performance of mechanical systems such as tracked vehicles,by combining the direct differentiation m... This study aims to establish an integrated sensitivity analysis framework for optimization and design of the dynamic performance of mechanical systems such as tracked vehicles,by combining the direct differentiation method(DDM)with the linear multibody system transfer matrix method(linear MSTMM).The rigid-flexible coupled multibody system dynamics model of a tracked vehicle is established using the linear MSTMM and validated through the modal test.Building upon the existing DDM-based eigenvalue sensitivity analysis method within the linear MSTMM,the DDM is embedded into it to enable programmable and efficient computation of dynamic response sensitivities for mechanical systems.The proposed approach is used to quantitatively evaluate the sensitivities of both natural vibration characteristics(e.g.,natural frequencies and mode shapes)and transient dynamic responses of the tracked vehicle with respect to system parameters,successfully identifying critical structural parameters.Compared to conventional finite difference methods,the developed methodology eliminates sensitivity to perturbation step sizes.The contributions of this work lie in establishing a unified theoretical foundation and analysis framework for guiding dynamics optimization and design of mechanical systems,and extending the applicability of the linear MSTMM to sensitivity analysis of transient dynamic responses. 展开更多
关键词 Tracked vehicle Sensitivity analysis Vibration characteristics Dynamic responses Direct differentiation method Linear multibody system transfer matrix method
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Parametric analyses on dynamic response of an offshore pier under action of wind and wave
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作者 HE Xu-hui XU Hong-gang +1 位作者 NAEEM Muhammad JING Hai-quan 《Journal of Central South University》 2026年第1期466-483,共18页
Offshore structures are constantly subjected to the complex forces of the marine environment,including wind,sea waves,currents,and seismic loadings.Among these,wind and sea wave forces persist throughout the structure... Offshore structures are constantly subjected to the complex forces of the marine environment,including wind,sea waves,currents,and seismic loadings.Among these,wind and sea wave forces persist throughout the structure’s lifetime.This study proposes a dynamic analysis approach that incorporates both time and frequency domain methods to investigate the structural responses of offshore structures under the combined effects of wind and wave forces.A wind wave-pier coupling dynamic model is first developed using a small-scale single pier,with corresponding dynamic equilibrium equations established.Fluctuating wind and sea waves are simulated using the weighted amplitude wave superposition(WAWS)method and linear superposition,respectively.Wind and wave load histories are then derived via Fourier transforms.The structural dynamic responses under different loading scenarios(wind only,wave only,and combined wind and wave)are analyzed using the Newmark β method.Additionally,the effects of varying wind and wave parameters on structural responses are evaluated.The simulation results demonstrate that the structural responses to wind-wave coupling are smaller than the superimposed effects of wind and wave forces acting independently.When wind speeds are relatively low,wave forces dominate structural displacement and serve as the primary source of vibration. 展开更多
关键词 coupling actions of wind and wave weighted amplitude wave superposition linear superposition dynamic analysis Newmark-βmethod
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A novel asymptotic linear method for micro-pressure wave mitigation at high-speed maglev tunnel exit:A case study with various open ratios on tunnel hoods 被引量:10
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作者 ZHANG Jie ZHANG Mo-lin +2 位作者 HAN Shuai LIU Tang-hong GAO Guang-jun 《Journal of Central South University》 2025年第5期1955-1972,共18页
A high-speed train travelling from the open air into a narrow tunnel will cause the“sonic boom”at tunnel exit.When the maglev train’s speed reaches 600 km/h,the train-tunnel aerodynamic effect is intensified,so a n... A high-speed train travelling from the open air into a narrow tunnel will cause the“sonic boom”at tunnel exit.When the maglev train’s speed reaches 600 km/h,the train-tunnel aerodynamic effect is intensified,so a new mitigation method is urgently expected to be explored.This study proposed a novel asymptotic linear method(ALM)for micro pressure wave(MPW)mitigation to achieve a constant gradient of initial c ompression waves(ICWs),via a study with various open ratios on hoods.The properties of ICWs and MPWs under various open ratios of hoods were analyzed.The results show that as the open ratio increases,the MPW amplitude at the tunnel exit initially decreases before rising.At the open ratio of 2.28%,the slope of the ICW curve is linearly coincident with a supposed straight line in the ALM,which further reduces the MPW amplitude by 26.9%at 20 m and 20.0%at 50 m from the exit,as compared to the unvented hood.Therefore,the proposed method effectively mitigates MPW and quickly determines the upper limit of alleviation for the MPW amplitude at a fixed train-tunnel operation condition.All achievements provide a ne w potential measure for the adaptive design of tunnel hoods. 展开更多
关键词 novel asymptotic linear method high-speed maglev train micro-pressure wave tunnel hood with various open ratios
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基于区间Ⅱ型FNN的MSWI过程炉膛温度控制 被引量:4
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作者 汤健 田昊 +1 位作者 夏恒 乔俊飞 《北京工业大学学报》 北大核心 2025年第2期157-172,共16页
针对城市固废焚烧(municipal solid waste incineration,MSWI)过程的炉膛温度难以实现有效控制的问题,提出基于区间Ⅱ型模糊神经网络(interval type-Ⅱfuzzy neural network,IT2FNN)的炉膛温度控制方法。首先,进行炉膛温度控制特性分析... 针对城市固废焚烧(municipal solid waste incineration,MSWI)过程的炉膛温度难以实现有效控制的问题,提出基于区间Ⅱ型模糊神经网络(interval type-Ⅱfuzzy neural network,IT2FNN)的炉膛温度控制方法。首先,进行炉膛温度控制特性分析以确定对其产生影响的关键操作变量;然后,根据上述操作变量基于线性回归决策树(linear regression decision tree,LRDT)建立多入单出(multiple-input single-output,MISO)炉膛温度模型;最后,构建具有自适应参数学习的IT2FNN控制器,并证明其稳定性。在MSWI过程数据集上构建模型并进行控制,实验结果验证了所提方法的有效性。 展开更多
关键词 城市固废焚烧(municipal solid waste incineration MSWI) 炉膛温度控制 线性回归决策树(linear regression decision tree LRDT) 区间Ⅱ型模糊神经网络(interval type-Ⅱfuzzy neural network IT2FNN) 梯度下降法 李雅普诺夫稳定性分析
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Vehicle and onboard UAV collaborative delivery route planning:considering energy function with wind and payload 被引量:1
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作者 GUO Jingfeng SONG Rui HE Shiwei 《Journal of Systems Engineering and Electronics》 2025年第1期194-208,共15页
The rapid evolution of unmanned aerial vehicle(UAV)technology and autonomous capabilities has positioned UAV as promising last-mile delivery means.Vehicle and onboard UAV collaborative delivery is introduced as a nove... The rapid evolution of unmanned aerial vehicle(UAV)technology and autonomous capabilities has positioned UAV as promising last-mile delivery means.Vehicle and onboard UAV collaborative delivery is introduced as a novel delivery mode.Spatiotemporal collaboration,along with energy consumption with payload and wind conditions play important roles in delivery route planning.This paper introduces the traveling salesman problem with time window and onboard UAV(TSPTWOUAV)and emphasizes the consideration of real-world scenarios,focusing on time collaboration and energy consumption with wind and payload.To address this,a mixed integer linear programming(MILP)model is formulated to minimize the energy consumption costs of vehicle and UAV.Furthermore,an adaptive large neighborhood search(ALNS)algorithm is applied to identify high-quality solutions efficiently.The effectiveness of the proposed model and algorithm is validated through numerical tests on real geographic instances and sensitivity analysis of key parameters is conducted. 展开更多
关键词 vehicle and onboard unmanned aerial vehicle(UAV)collaborative delivery energy consumption function route planning mixed integer linear programming model adaptive large neighborhood search(ALNS)algorithm
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A high output power 340 GHz balanced frequency doubler designed based on linear optimization method
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作者 LIU Zhi-Cheng ZHOU Jing-Tao +5 位作者 MENG Jin WEI Hao-Miao YANG Cheng-Yue SU Yong-Bo JIN Zhi JIA Rui 《红外与毫米波学报》 北大核心 2025年第2期184-191,共8页
In this paper,a linear optimization method(LOM)for the design of terahertz circuits is presented,aimed at enhancing the simulation efficacy and reducing the time of the circuit design workflow.This method enables the ... In this paper,a linear optimization method(LOM)for the design of terahertz circuits is presented,aimed at enhancing the simulation efficacy and reducing the time of the circuit design workflow.This method enables the rapid determination of optimal embedding impedance for diodes across a specific bandwidth to achieve maximum efficiency through harmonic balance simulations.By optimizing the linear matching circuit with the optimal embedding impedance,the method effectively segregates the simulation of the linear segments from the nonlinear segments in the frequency multiplier circuit,substantially improving the speed of simulations.The design of on-chip linear matching circuits adopts a modular circuit design strategy,incorporating fixed load resistors to simplify the matching challenge.Utilizing this approach,a 340 GHz frequency doubler was developed and measured.The results demonstrate that,across a bandwidth of 330 GHz to 342 GHz,the efficiency of the doubler remains above 10%,with an input power ranging from 98 mW to 141mW and an output power exceeding 13 mW.Notably,at an input power of 141 mW,a peak output power of 21.8 mW was achieved at 334 GHz,corresponding to an efficiency of 15.8%. 展开更多
关键词 linear optimization method(LOM) three-dimensional electromagnetic model(3D-EM) Harmonic impedance optimization Schottky planar diode Terahertz frequency doubler
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A position distribution measurement method and mathematical modeling of two projectiles simultaneous hitting target based on three photoelectric encoder detection screens
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作者 Hanshan Li Zixuan Cao Xiaoqian Zhang 《Defence Technology(防务技术)》 2025年第11期151-168,共18页
To solve the problem of identification and measurement of two projectiles hitting the target at the same time,this paper proposes a projectile coordinate test method combining three photoelectric encoder detection scr... To solve the problem of identification and measurement of two projectiles hitting the target at the same time,this paper proposes a projectile coordinate test method combining three photoelectric encoder detection screens,and establishes a coordinate calculation model for two projectiles to reach the same detection screen at the same time.The design method of three photoelectric encoder detection screens and the position coordinate recognition algorithm of the blocked array photoelectric detector when projectile passing through the photoelectric encoder detection screen are studied.Using the screen projection method,the intersected linear equation of the projectile and the line laser with the main detection screen as the core coordinate plane is established,and the projectile coordinate data set formed by any two photoelectric encoder detection screens is constructed.The principle of minimum error of coordinate data set is used to determine the coordinates of two projectiles hitting the target at the same time.The rationality and feasibility of the proposed test method are verified by experiments and comparative tests. 展开更多
关键词 Photoelectric encoder detection screen PROJECTILE Matching and recognition Linear laser Position distribution
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Energy evolution model and energy response characteristics of freeze-thaw damaged sandstone under uniaxial compression
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作者 ZHANG Chun-yang TAN Tao ZHAO Er-cheng 《Journal of Central South University》 2025年第6期2328-2348,共21页
Rocks will suffer different degree of damage under freeze-thaw(FT)cycles,which seriously threatens the long-term stability of rock engineering in cold regions.In order to study the mechanism of rock FT damage,energy c... Rocks will suffer different degree of damage under freeze-thaw(FT)cycles,which seriously threatens the long-term stability of rock engineering in cold regions.In order to study the mechanism of rock FT damage,energy calculation method and energy self-inhibition model are introduced to explore their energy characteristics in this paper.The applicability of the energy self-inhibition model was verified by combining the data of FT cycles and uniaxial compression tests of intact and pre-cracked sandstone samples,as well as published reference data.In addition,the energy evolution characteristics of FT damaged rocks were discussed accordingly.The results indicate that the energy self-inhibition model perfectly characterizes the energy accumulation characteristics of FT damaged rocks under uniaxial compression before the peak strength and the energy dissipation characteristics before microcrack unstable growth stage.Taking the FT damaged cyan sandstone sample as an example,it has gone through two stages dominated by energy dissipation mechanism and energy accumulation mechanism,and the energy rate curve of the pre-cracked sample shows a fall-rise phenomenon when approaching failure.Based on the published reference data,it was found that the peak total input energy and energy storage limit conform to an exponential FT decay model,with corresponding decay constants ranging from 0.0021 to 0.1370 and 0.0018 to 0.1945,respectively.Finally,a linear energy storage equation for FT damaged rocks was proposed,and its high reliability and applicability were verified by combining published reference data,the energy storage coefficient of different types of rocks ranged from 0.823 to 0.992,showing a negative exponential relationship with the initial UCS(uniaxial compressive strength).In summary,the mechanism by which FT weakens the mechanical properties of rocks has been revealed from an energy perspective in this paper,which can provide reference for related issues in cold regions. 展开更多
关键词 freeze-thaw damage energy self-inhibition model energy evolution linear energy storage equation
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Asynchronously fault detection for flight vehicles with unstable modes via MDLF and MDADT method
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作者 Sheng Luo Xin Liu +2 位作者 Yanfei Cheng Shiyu Shuai Haoyu Cheng 《Defence Technology(防务技术)》 2025年第7期417-436,共20页
This research focuses on detecting faults in flight vehicles with unstable subsystems operating asynchronously.By accounting for asynchronous switching,a switched model is established,and filters for fault detection(F... This research focuses on detecting faults in flight vehicles with unstable subsystems operating asynchronously.By accounting for asynchronous switching,a switched model is established,and filters for fault detection(FD)in unstable subsystems are developed.The FD challenge is then transformed into an H∞filtering issue.Utilizing the multiple discontinuous Lyapunov function(MDLF)approach and the mode-dependent average dwell time(MDADT)method,sufficient conditions are derived to ensure stability during both fast and slow switching.Furthermore,the existence and solutions for FD filters are provided through linear matrix inequalities(LMIs).The simulation outcomes demonstrated the excellent performance of the developed method in studied cases. 展开更多
关键词 Fault detection Asynchronous switching H∞filtering Multiple discontinuous lyapunov function Mode-dependent average dwell time Linear matrix inequalities(LMIs)
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基于随机模糊聚类的负荷建模与参数辨识 被引量:23
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作者 林济铿 刘露 +2 位作者 张闻博 刘劲松 王刚 《电力系统自动化》 EI CSCD 北大核心 2013年第14期50-58,共9页
针对实际负荷的无功功率变化范围比有功功率大的特点以及电力负荷的时变性和变结构性,提出了一种新的负荷建模与参数辨识方法。首先,对linearized-GNLD模型的无功部分进行了改进,以刻画实际负荷的无功部分往往比有功部分具有更大变化范... 针对实际负荷的无功功率变化范围比有功功率大的特点以及电力负荷的时变性和变结构性,提出了一种新的负荷建模与参数辨识方法。首先,对linearized-GNLD模型的无功部分进行了改进,以刻画实际负荷的无功部分往往比有功部分具有更大变化范围的特点;进而将有效性函数引入随机模糊聚类中,获得了无需事先给定分类数就能同时获得最佳分类数及相应聚类隶属度的随机模糊聚类新方法;最后,把所提出的新方法与改进的linearized-GNLD模型以及先聚类后辨识策略相结合而获得了新的负荷建模与参数辨识方法。相对于其他方法而言,所建立的模型无需事先给定负荷模型个数而使得实际应用更为方便;同时,由于先聚类后辨识策略,使得每一类负荷模型均是基于类似负荷曲线(节点电压、有功功率、无功功率的负荷曲线组)而获得,相应地所获得的负荷模型也具有更高的辨识精度和更好的推广性。算例证明了所提方法的有效性及正确性。 展开更多
关键词 负荷建模 参数辨识 linearized—GNLD模型 随机模糊聚类法 有效性函数
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基于LSSS共享矩阵无授权策略的属性密码解密效率提高方案 被引量:10
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作者 刘梦君 刘树波 +3 位作者 王颖 王晶 李永凯 曹辉 《电子学报》 EI CAS CSCD 北大核心 2015年第6期1065-1072,共8页
在基于LSSS(Linear Secret-Sharing Schemes)共享矩阵的属性密码方案中,为了获得相对较高的解密效率,需要剔除授权集合中冗余参与方在解密时的计算.为达到这一目的,现有方案都需要使用授权策略进行最小参与方搜寻,而在一些应用场合下,... 在基于LSSS(Linear Secret-Sharing Schemes)共享矩阵的属性密码方案中,为了获得相对较高的解密效率,需要剔除授权集合中冗余参与方在解密时的计算.为达到这一目的,现有方案都需要使用授权策略进行最小参与方搜寻,而在一些应用场合下,授权策略的出现是不安全的.如果不使用授权策略,现有的解密优化方案便无法运行.本文提出一种LSSS共享矩阵下,无授权策略的属性密码解密效率提高方案.理论分析和实验表明,它可以在无授权策略情况下,找到最小参与方集合,从而提高了解密效率. 展开更多
关键词 属性加密 LSSS(Linear Secret-Sharing Schemes)共享矩阵 解密效率
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超高效液相色谱-线性离子阱/静电场轨道阱高分辨质谱快速筛查化妆品中的24种激素 被引量:34
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作者 李兆永 王凤美 +3 位作者 牛增元 罗忻 张罡 陈军辉 《色谱》 CAS CSCD 北大核心 2014年第5期477-484,共8页
建立了超高效液相色谱-线性离子阱/静电场轨道阱组合式高分辨质谱联用(UPLC-LTQ/Orbitrap MS)快速筛查、定性识别化妆品中24种激素的分析方法。不同剂型的化妆品样品经甲醇超声提取,用Waters ACQUITY UPLC BEH C18色谱柱(50 mm×2.1... 建立了超高效液相色谱-线性离子阱/静电场轨道阱组合式高分辨质谱联用(UPLC-LTQ/Orbitrap MS)快速筛查、定性识别化妆品中24种激素的分析方法。不同剂型的化妆品样品经甲醇超声提取,用Waters ACQUITY UPLC BEH C18色谱柱(50 mm×2.1 mm,1.7μm)分离,以乙腈和0.1%(v/v)甲酸水溶液为流动相进行梯度洗脱。通过静电场轨道阱全扫描得到激素化合物的准分子离子的精确质量数,实现对化妆品中激素的快速筛查;再以保留时间和数据依赖扫描(data dependent scan)模式获得的子离子质谱图进行定性确证。24种激素化合物的质量准确度误差小于3×10-6(3 ppm);线性良好,相关系数大于0.99;检出限≤10μg/kg(S/N=3),能满足实际化妆品样品的分析要求。应用该方法对不同剂型的50余种化妆品样品进行筛查分析,结果良好。该方法是化妆品中激素快速筛查、定性识别的有效方法。 展开更多
关键词 超高效液相色谱 线性离子阱 静电场轨道阱组合质谱 激素 化妆品 ultra high performance liquid chromatography ( UPLC ) linear ion trap ORBITRAP mass spectrometry( LTQ ORBITRAP MS)
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独立变桨距控制策略研究 被引量:37
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作者 邢作霞 陈雷 +1 位作者 孙宏利 王哲 《中国电机工程学报》 EI CSCD 北大核心 2011年第26期131-138,共8页
为解决独立变桨距控制多输入多输出信号之间的耦合问题,侧重于研究独立变桨距的多变量控制技术。建立带卡尔曼滤波器的前馈–反馈线性二次高斯函数(linear quadraticgaussian function,LQG)最优控制,并对统一变桨距控制、独立变桨距控... 为解决独立变桨距控制多输入多输出信号之间的耦合问题,侧重于研究独立变桨距的多变量控制技术。建立带卡尔曼滤波器的前馈–反馈线性二次高斯函数(linear quadraticgaussian function,LQG)最优控制,并对统一变桨距控制、独立变桨距控制的标量比例积分(proportional-integral,PI)控制、独立变桨距控制的多变量LQG控制3种情况下的载荷进行对比。结果表明:LQG最优独立变桨距控制比统一变桨距控制和传统的PI独立变桨距控制具有更好的减载效果,更适合大型风力发电机组。 展开更多
关键词 独立变桨距 控制策略 耦合 多变量控制 前馈-反馈线性二次高斯函数(linear QUADRATIC GAUSSIAN FUNCTION LQG)最优控制 卡尔曼滤波器 载荷
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电力光纤通信网络的多环组网优化 被引量:14
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作者 连纪文 刘逢清 《南京邮电大学学报(自然科学版)》 2011年第6期99-104,112,共7页
依据电力系统通信业务的特点,提出了多环组网优化的整数线性规划算法,用于SDH组网优化设计。研究了在一个电力光纤网络中如何组成多个SDH环,以疏导所有低速业务流,并最小化组网成本。依据提出的算法开发了相应的软件,并以某中国东部一... 依据电力系统通信业务的特点,提出了多环组网优化的整数线性规划算法,用于SDH组网优化设计。研究了在一个电力光纤网络中如何组成多个SDH环,以疏导所有低速业务流,并最小化组网成本。依据提出的算法开发了相应的软件,并以某中国东部一城市的电力光纤网络为例给出了具体的优化设计方案。 展开更多
关键词 组网优化 SDH ILP(Integer LINEAR Programming)算法
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一种基于非线性降维求正常星系红移的新方法 被引量:3
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作者 许馨 吴福朝 +1 位作者 胡占义 罗阿理 《光谱学与光谱分析》 SCIE EI CAS CSCD 北大核心 2006年第1期182-186,共5页
提出了一种确定正常星系红移的有效方法,该方法分为以下3个步骤:(1)利用四阶小波系数作为正常星系的特征表示,它能较好地反映吸收线、跳变点和吸收带的信息;(2)利用非线性降维方法LLE(locallylinearembedding)将特征数据映射到三维空间... 提出了一种确定正常星系红移的有效方法,该方法分为以下3个步骤:(1)利用四阶小波系数作为正常星系的特征表示,它能较好地反映吸收线、跳变点和吸收带的信息;(2)利用非线性降维方法LLE(locallylinearembedding)将特征数据映射到三维空间中一维流形;(3)由一维流形上的红移分布数据,根据最近邻方法得到正常星系的红移值。实验表明,文中所给的方法较文献中通常使用的PCA方法对于红移的确定具有更高的精度。 展开更多
关键词 正常星系 红移 LLE(locally linear embedding) 流形 PCA(principal component analysis)
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近红外光谱结合线性判别分析方法在食醋品牌鉴别中的应用 被引量:11
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作者 古丽君 林振华 +5 位作者 吴世玉 郑彦婕 周晓文 袁福定 江培淳 林长虹 《食品与发酵工业》 CAS CSCD 北大核心 2019年第18期243-247,共5页
采用近红外光谱技术结合化学计量学手段,建立不同品牌食醋的快速鉴别方法。用近红外光谱仪对103组食醋样品进行扫描,采用二阶导数对图谱进行预处理、标准化处理、T检验和主成分分析(principal component analysis,PCA),运用留一法构建... 采用近红外光谱技术结合化学计量学手段,建立不同品牌食醋的快速鉴别方法。用近红外光谱仪对103组食醋样品进行扫描,采用二阶导数对图谱进行预处理、标准化处理、T检验和主成分分析(principal component analysis,PCA),运用留一法构建线性判别分析(linear discriminant analysis,LDA)模型。结果表明,原始近红外谱图经过处理后,显示出同种品牌食醋主成分的聚类趋势;交叉验证结果表明,PCA-LDA模型预测不同品牌食醋的正确率高达85.57%,该模型具有较好的预测效果。该研究结合近红外光谱与PCA-LDA模型,为不同品牌食醋提供一种快速鉴别方法,具有处理近红外光谱数据,研究物质主成分的应用潜力。 展开更多
关键词 食醋品牌 近红外光谱 线性判别分析(linear DISCRIMINANT analysis LDA) 主成分分析(principal component analysis PCA)
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摄像机位姿的加权线性算法 被引量:16
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作者 杨森 吴福朝 《软件学报》 EI CSCD 北大核心 2011年第10期2476-2487,共12页
针对摄像机位姿问题提出了一种加权线性方法,其关键思想是通过加权使经典线性方法的代数误差近似于重投影算法的几何误差,从而达到接近于最大似然估计(Levenberg-Marquardt简称ML)的精度.通过对经典DLT(direct linear transformation)... 针对摄像机位姿问题提出了一种加权线性方法,其关键思想是通过加权使经典线性方法的代数误差近似于重投影算法的几何误差,从而达到接近于最大似然估计(Levenberg-Marquardt简称ML)的精度.通过对经典DLT(direct linear transformation)算法和EPnP算法使用加权的方法,给出了加权DLT算法(WDLT)和加权EPnP算法(WEPnP).大量模拟数据和真实图像实验结果均表明,WDLT和WEPnP算法不仅能提高DLT和EPnP算法的精度,而且在深度较小的情况下优于Lu的非线性算法. 展开更多
关键词 摄像机姿态 DLT(direct LINEAR transformation) EPnP WDLT(weighted DLT) WEPnP 最大似然估计
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具有未知参数的LQG对偶控制算法研究 被引量:2
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作者 尚婷 钱富才 +1 位作者 张晓艳 谢国 《自动化学报》 EI CSCD 北大核心 2017年第8期1478-1484,共7页
对于具有未知参数的LQG(Linear quadratic Gaussian)问题,提出了一种次优对偶控制方法,用Kalman滤波处理过程噪声和测量噪声,用前一时刻的后验概率对Cost-to-go进行线性近似,然后,用动态规划获得了次优控制律.最后,用一个例子说明了本... 对于具有未知参数的LQG(Linear quadratic Gaussian)问题,提出了一种次优对偶控制方法,用Kalman滤波处理过程噪声和测量噪声,用前一时刻的后验概率对Cost-to-go进行线性近似,然后,用动态规划获得了次优控制律.最后,用一个例子说明了本文设计的控制器的实施过程.结果表明,该控制律具有良好的对偶性质,并能在学习和控制之间实现较好平衡. 展开更多
关键词 LQG(Linear QUADRATIC Gaussian) 动态规划 对偶控制 最优控制
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