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大气复合污染及灰霾形成中非均相化学过程的作用 被引量:140
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作者 朱彤 尚静 赵德峰 《中国科学:化学》 CSCD 北大核心 2010年第12期1731-1740,共10页
城市和区域大气复合污染的特征为污染源排放的一次污染物通过大气中的化学反应生成高浓度的氧化剂(臭氧等)及细颗粒物等二次污染物,它们在静稳天气下积累,导致低能见度的灰霾现象并严重影响人体健康和气候.大气复合污染中同时存在高浓... 城市和区域大气复合污染的特征为污染源排放的一次污染物通过大气中的化学反应生成高浓度的氧化剂(臭氧等)及细颗粒物等二次污染物,它们在静稳天气下积累,导致低能见度的灰霾现象并严重影响人体健康和气候.大气复合污染中同时存在高浓度的一次排放和二次转化的气态及颗粒污染物,这为细颗粒表面非均相反应提供了充足的反应物;而气态污染物在细颗粒表面的非均相反应可改变大气氧化性及颗粒物的化学组分、物化性质和光学性质,从而可能对大气复合污染和灰霾的形成起到促进的作用.利用漫反射红外傅里叶变换光谱和单颗粒显微拉曼原位在线技术,我们对大气气态污染物NO2、SO2、O3、甲醛在CaCO3、高岭石、蒙脱石、NaCl、海盐、Al2O3和TiO2等大气主要颗粒物表面的反应进行了系统的反应动力学和机制研究,我们发现反应主要产物为硫酸盐、硝酸盐或甲酸盐,它们可极大改变颗粒物吸湿性和消光性质.通过分析这些非均相反应的动力学过程,我们识别出NO2-颗粒物-H2O、SO2-颗粒物-O3、有机物/SO2-颗粒物-光照等三元反应体系的协同作用机制,这些协同机制对于阐明大气复合污染及灰霾形成的反馈机制和非线性过程提供了实验证据和理论依据. 展开更多
关键词 细颗粒物 二次污染物 氧化性 三元反应 非线性过程
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多自由度非线性随机参数振动系统响应分析的概率摄动有限元法 被引量:18
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作者 张义民 刘巧伶 闻邦椿 《计算力学学报》 EI CAS CSCD 北大核心 2003年第1期8-11,共4页
提出了一般概率摄动有限元法,并用以解决了具有向量值和矩阵值函数的多自由度非线性随机结构系统承受随机激励的响应分析问题,应用Kronecker代数,矩阵微分理论,向量值和矩阵值函数的二阶矩技术,矩阵摄动理论和概率统计方法系统地扩展了... 提出了一般概率摄动有限元法,并用以解决了具有向量值和矩阵值函数的多自由度非线性随机结构系统承受随机激励的响应分析问题,应用Kronecker代数,矩阵微分理论,向量值和矩阵值函数的二阶矩技术,矩阵摄动理论和概率统计方法系统地扩展了国际上通用的随机有限元法,随机变量和系统导数很方便地排列到二维矩阵中,得到了优美的数学表达式。 展开更多
关键词 多自由度 非线性 随机参数 振动响应 向量值和矩阵值函数 概率摄动有限元法
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The roles of heterogeneous chemical processes in the formation of an air pollution complex and gray haze 被引量:25
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作者 ZHU Tong,SHANG Jing & ZHAO DeFeng State Key Joint Laboratory of Environmental Simulation and Pollution Control College of Environmental Sciences and Engineering,Peking University,Beijing 100871,China 《Science China Chemistry》 SCIE EI CAS 2011年第1期145-153,共9页
Urban and regional air pollutions are characterized by high concentrations of secondary pollutants such as photo-oxidants (mainly ozone) and fine particulate matter, which are formed through chemical reactions of th... Urban and regional air pollutions are characterized by high concentrations of secondary pollutants such as photo-oxidants (mainly ozone) and fine particulate matter, which are formed through chemical reactions of the primary pollutants emitted from various sources. The accumulation of these pollutants under stagnant meteorological conditions results in the formation of gray haze, reducing visibility and causing major impacts on human health and climate. In an air pollution complex, the co- existence of high concentrations of primary and secondary gaseous and particulate pollutants provides a large amount of reac- tants for heterogeneous reactions on the surface of fine particles; these reactions change the oxidizing capacity of the atmos- phere, as well as chemical compositions along with the physicochemical and optical properties of particulate matter, thereby accelerating formation of the air pollution complex and gray haze. Using in situ technologies, such as diffuse reflectance infra- red Fourier-transform spectroscopy and single-particle Raman spectroscopy, we systematically investigated the reaction kinet- ics and mechanisms of gaseous pollutants (i.e., NO2, SO2, 03, and formaldehyde) on the surfaces of the major components of atmospheric particles such as CaCO3, kaolinite, montmorillonite, NaC1, sea salt, A1203, and Tit2. We found that the main re- action products were sulfate, nitrate, or formate, which can change the hygroscopicity and light extinction parameters of those particles significantly. By analyzing the reaction kinetics of these heterogeneous reactions, we identified synergetic mechanisms of the three ternary reaction systems, ,i.e., NOE-particles-H2O, SO2-particles-O3, and organics/SO2-particles-UV illumination. These synergetic mechanisms can provide experimental and theoretical bases for understanding the feedback mechanisms and nonlinear processes in the formation of an air pollution complex and gray haze. 展开更多
关键词 fine particles secondary pollutants oxidizing capacity ternary reaction nonlinear processes
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船舶在随机横浪中的奇异倾覆机理 被引量:10
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作者 袁远 余音 金咸定 《船舶力学》 EI 2004年第1期44-50,共7页
本文应用非线性随机动力系统理论,从系统稳定性的角度来分析船舶在随机横浪上的运动稳定性,籍此来研究随机海浪中船舶奇异倾覆的机理。本文的研究发现随机动力系统的全局分岔是导致系统失稳并导致船舶倾覆的一种途径。基于这一思路借助... 本文应用非线性随机动力系统理论,从系统稳定性的角度来分析船舶在随机横浪上的运动稳定性,籍此来研究随机海浪中船舶奇异倾覆的机理。本文的研究发现随机动力系统的全局分岔是导致系统失稳并导致船舶倾覆的一种途径。基于这一思路借助随机Melnikov方法,通过求取相流函数零点得到了船舶运动全局稳定性丧失时海浪条件的阈值,从而可以对船舶的抗倾覆能力作出定量的考察。 展开更多
关键词 船舶倾覆 随机分岔 船舶横摇 MELNIKOV方法 稳定性
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Recent Advances in Iterative Learning Control 被引量:12
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作者 Jian-XinXU 《自动化学报》 EI CSCD 北大核心 2005年第1期132-142,共11页
In this paper we review the recent advances in three sub-areas of iterative learning control (ILC): 1) linear ILC for linear processes, 2) linear ILC for nonlinear processes which are global Lipschitz continuous (GLC)... In this paper we review the recent advances in three sub-areas of iterative learning control (ILC): 1) linear ILC for linear processes, 2) linear ILC for nonlinear processes which are global Lipschitz continuous (GLC), and 3) nonlinear ILC for general nonlinear processes. For linear processes, we focus on several basic configurations of linear ILC. For nonlinear processes with linear ILC, we concentrate on the design and transient analysis which were overlooked and missing for a long period. For general classes of nonlinear processes, we demonstrate nonlinear ILC methods based on Lyapunov theory, which is evolving into a new control paradigm. 展开更多
关键词 反复学习系统 线性过程 非线性过程 自动控制系统
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Infrared upconversion imaging in nonlinear metasurfaces 被引量:11
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作者 Rocio Camacho-Morales Davide Rocco +15 位作者 Lei Xu Valerio Flavio Gili Nikolay Dimitrov Lyubomir Stoyanov Zhonghua Ma Andrei Komar Mykhaylo Lysevych Fouad Karouta Alexander Dreischuh Hark Hoe Tan Giuseppe Leo Costantino De Angelis Chennupati Jagadish Andrey E.Miroshnichenko Mohsen Rahmani Dragomir N.Neshev 《Advanced Photonics》 EI CSCD 2021年第3期83-92,共10页
Infrared imaging is a crucial technique in a multitude of applications,including night vision,autonomous vehicle navigation,optical tomography,and food quality control.Conventional infrared imaging technologies,howeve... Infrared imaging is a crucial technique in a multitude of applications,including night vision,autonomous vehicle navigation,optical tomography,and food quality control.Conventional infrared imaging technologies,however,require the use of materials such as narrow bandgap semiconductors,which are sensitive to thermal noise and often require cryogenic cooling.We demonstrate a compact all-optical alternative to perform infrared imaging in a metasurface composed of GaAs semiconductor nanoantennas,using a nonlinear wave-mixing process.We experimentally show the upconversion of short-wave infrared wavelengths via the coherent parametric process of sum-frequency generation.In this process,an infrared image of a target is mixed inside the metasurface with a strong pump beam,translating the image from the infrared to the visible in a nanoscale ultrathin imaging device.Our results open up new opportunities for the development of compact infrared imaging devices with applications in infrared vision and life sciences. 展开更多
关键词 metasurfaces nonlinear optical processes infrared photonics imaging.
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耗散结构理论及其在火成岩岩石学中的意义 被引量:10
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作者 张招崇 李兆鼐 《岩石矿物学杂志》 CAS CSCD 1991年第3期221-227,共7页
本文简要介绍了耗散结构理论及其研究方法,以及它在火成岩中的应用,其中包括以下几个方面:(1)基性杂岩体的层状构造;)2)花岗岩中的球状构造;(3)斜长石的环带;(4)花岗岩体的成分分带。并讨论了这四种耗散结构的形成机理。这些耗散结构都... 本文简要介绍了耗散结构理论及其研究方法,以及它在火成岩中的应用,其中包括以下几个方面:(1)基性杂岩体的层状构造;)2)花岗岩中的球状构造;(3)斜长石的环带;(4)花岗岩体的成分分带。并讨论了这四种耗散结构的形成机理。这些耗散结构都是在远离平衡的条件下,通过内部不可逆的非线性过程,由于外界的扰动和内部的涨落造成定态的失稳而形成的。其形成的根本原因是其内部反馈机制作用的结果。斜长石的环带是时间耗散结构——极限环。利用耗散结构理论简要地解释了辽宁二道沟花岗闪长岩的成因。 展开更多
关键词 火成岩 岩石学 耗散结构
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Active Fault Tolerant Control of a Class of Nonlinear Time-Delay Processes 被引量:8
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作者 王东 周东华 金以慧 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2004年第1期60-65,共6页
Based on a nonlinear state predictor (NSP) and a strong tracking filter (STF), a sensor fault tolerant generic model control (FTGMC) approach for a class of nonlinear time-delay processes is proposed. First, the NSP i... Based on a nonlinear state predictor (NSP) and a strong tracking filter (STF), a sensor fault tolerant generic model control (FTGMC) approach for a class of nonlinear time-delay processes is proposed. First, the NSP is introduced, and it is used to extend the conventional generic model control (GMC) to nonlinear processes with large input time-delay. Then the STF is adopted to estimate process states and sensor bias, the estimated sensor bias is used to drive a fault detection logic. When a sensor fault is detected, the estimated process states by the STF will be used to construct the process output to form a 'soft sensor', which is then used by the NSP (instead of the real outputs) to provide state predictors. These procedures constitute an active fault tolerant control scheme. Finally, simulation results of a three-tank-system demonstrate the effectiveness of the proposed approach. 展开更多
关键词 fault tolerant control TIME-DELAY nonlinear processes nonlinear state predictor strong tracking filter
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地震激励下主次结构的非线性隔振与动力吸振分析 被引量:2
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作者 冷小磊 李军强 +2 位作者 孙木楠 吴强 方同 《西北工业大学学报》 EI CAS CSCD 北大核心 2002年第3期373-377,共5页
对一个主次结构简化模型在 Niigata地震激励下的演变随机响应进行了分析。计算结果表明 :融动力吸振与非线性隔振为一体的抗振设计可取得良好的减振效果 ,使主结构响应大幅降低。这一被动抗振方案以及分析中所采用的、与统计线性化法相... 对一个主次结构简化模型在 Niigata地震激励下的演变随机响应进行了分析。计算结果表明 :融动力吸振与非线性隔振为一体的抗振设计可取得良好的减振效果 ,使主结构响应大幅降低。这一被动抗振方案以及分析中所采用的、与统计线性化法相结合的演变随机响应问题的统一解法 。 展开更多
关键词 地震激励 主次结构 非线性隔振 动力吸振 演变随机响应 抗震设计 建筑结构
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一种基于工况分解的热工过程非线性控制模型建立方法及应用 被引量:7
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作者 刘红波 李少远 柴天佑 《控制理论与应用》 EI CAS CSCD 北大核心 2004年第5期785-790,共6页
充分考虑大多数复杂热工控制对象非线性特性与运行工况密切相关的实际特点,采用基于工况分解的多模型建模思路,提出一种面向控制的非线性过程建模方法.将该方法应用于某电厂300MW机组锅炉过热汽温对象,实际考核结果表明采用该方法建立... 充分考虑大多数复杂热工控制对象非线性特性与运行工况密切相关的实际特点,采用基于工况分解的多模型建模思路,提出一种面向控制的非线性过程建模方法.将该方法应用于某电厂300MW机组锅炉过热汽温对象,实际考核结果表明采用该方法建立的模型,即使在运行工况大范围变化时也具有满意的动态预测效果,验证了提出的方法的有效性. 展开更多
关键词 工况分解 面向控制的建模 非线性系统 系统辨识 热工过程
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A link of stochastic differential equations to nonlinear parabolic equations 被引量:7
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作者 TRUMAN Aubrey WANG FengYu +1 位作者 WU JiangLun YANG Wei 《Science China Mathematics》 SCIE 2012年第10期1971-1976,共6页
Using Girsanov transformation,we derive a new link from stochastic differential equations of Markovian type to nonlinear parabolic equations of Burgers-KPZ type,in such a manner that the obtained BurgersKPZ equation c... Using Girsanov transformation,we derive a new link from stochastic differential equations of Markovian type to nonlinear parabolic equations of Burgers-KPZ type,in such a manner that the obtained BurgersKPZ equation characterizes the path-independence property of the density process of Girsanov transformation for the stochastic differential equation.Our assertion also holds for SDEs on a connected differential manifold. 展开更多
关键词 stochastic differential equations the Girsanov transformation nonlinear partial differential equation diffusion processes
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Two-channel, dual-beam-mode, wavelength-tunable femtosecond optical parametric oscillator 被引量:5
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作者 Jintao Fan Jun Zhao +2 位作者 Liping Shi Na Xiao Minglie Hu 《Advanced Photonics》 EI CSCD 2020年第4期24-28,共5页
Optical vortices,which carry orbital angular momentum,offer special capabilities in a host of applications.A single-laser source with dual-beam-mode output may open up new research fields of nonlinear optics and quant... Optical vortices,which carry orbital angular momentum,offer special capabilities in a host of applications.A single-laser source with dual-beam-mode output may open up new research fields of nonlinear optics and quantum optics.We demonstrate a dual-channel scheme to generate femtosecond,dualwavelength,and dual-beam-mode tunable signals in the near infrared wavelength range.Dual-wavelength operation is derived by stimulating two adjacent periods of a periodically poled lithium niobate crystal.Pumped by an Yb-doped fiber laser with a Gaussian(lp?0)beam,two tunable signal emissions with different beam modes are observed simultaneously.Although one of the emissions can be tuned from1520 to 1613 nm with the Gaussian(ls?0)beam,the other is capable of producing a vortex spatial profile with different vortex orders(ls?0 to 2)tunable from 1490 to 1549 nm.The proposed system provides unprecedented freedom and will be an exciting platform for super-resolution imaging,nonlinear optics,multidimensional quantum entanglement,etc. 展开更多
关键词 nonlinear optics parametric processes optical parametric oscillators ultrafast nonlinear optics
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几类非线性系统平稳随机响应的概率密度 被引量:2
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作者 朱位秋 《力学学报》 EI CSCD 北大核心 1991年第1期92-102,共11页
本文考虑非保守力依赖于系统能量的非线性系统,构造了四类这种系统对白噪声外激与/或参激的平稳响应的精确概率密度,讨论了存在平稳响应的条件。同时指出,迄今为止已有的非线性系统平稳随机响应的精确解皆属本文给出一般结果的特殊情形... 本文考虑非保守力依赖于系统能量的非线性系统,构造了四类这种系统对白噪声外激与/或参激的平稳响应的精确概率密度,讨论了存在平稳响应的条件。同时指出,迄今为止已有的非线性系统平稳随机响应的精确解皆属本文给出一般结果的特殊情形。最后还给出几个例子说明一般结果。 展开更多
关键词 非线性系统 随机响应 概率密度
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基于加权深度支持向量数据描述的工业过程故障检测 被引量:5
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作者 王晓慧 王延江 +1 位作者 邓晓刚 张政 《化工学报》 EI CAS CSCD 北大核心 2021年第11期5707-5716,共10页
传统支持向量数据描述(SVDD)方法本质上采用浅层学习框架,难以有效监控非线性工业过程的复杂故障。针对此问题,提出一种基于加权深度支持向量数据描述(WDSVDD)的故障检测方法。该方法一方面在深度学习框架下重新定义SVDD优化目标函数,... 传统支持向量数据描述(SVDD)方法本质上采用浅层学习框架,难以有效监控非线性工业过程的复杂故障。针对此问题,提出一种基于加权深度支持向量数据描述(WDSVDD)的故障检测方法。该方法一方面在深度学习框架下重新定义SVDD优化目标函数,构建基于深度特征的深度SVDD监控模型(DSVDD),并利用核密度估计法计算监控指标的统计控制限;另一方面,考虑到深度特征的故障敏感度差异特性,在DSVDD监控模型中设计特征加权层,分别从静态和动态信息分析角度给出权重因子的计算方法,利用权重因子突出故障敏感特征的影响以提高故障检测率。应用于一个典型化工过程的测试结果表明,所研究的方法能够比传统SVDD方法更有效地监控过程中复杂故障的发生。 展开更多
关键词 动态建模 过程系统 算法 故障检测 深度学习 支持向量数据描述 非线性过程 加权因子
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基于改进KSFA的非线性动态化工过程安全性研究
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作者 刘鹏 张成 邓成龙 《化工设计通讯》 CAS 2023年第6期80-82,共3页
将核慢特征分析(Kernel slow feature analysis,KSFA)与Wasserstein距离相融合,实现基于改进KSFA算法非线性动态过程故障检测,可以有效提高对非线性动态化工过程的监控效率,从而提高生产过程的安全性。采用KSFA方法提取过程中具有缓慢... 将核慢特征分析(Kernel slow feature analysis,KSFA)与Wasserstein距离相融合,实现基于改进KSFA算法非线性动态过程故障检测,可以有效提高对非线性动态化工过程的监控效率,从而提高生产过程的安全性。采用KSFA方法提取过程中具有缓慢变化的核慢特征矩阵,利用滑动窗口技术获取慢特征空间系数矩阵Wasserstein距离,通过已获取的Wasserstein距离值作为统计值并进行过程检测,最后,将所提出的方法通过一个非线性动态数值例子进行验证,通过与SFA和KSFA进行对比分析,验证本方法在非线性动态过程中的可行性。 展开更多
关键词 核慢特征分析 非线性过程 动态过程 故障检测
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非相干光四波混频研究半导体光放大器超快过程 被引量:3
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作者 胡振华 黄德修 +2 位作者 孙军强 张新亮 高劭宏 《光学学报》 EI CAS CSCD 北大核心 2003年第8期897-901,共5页
具体推导了相位共轭型非相干光时延四波混频信号强度随时间延迟的一般变化规律。结果表明 :对于用有限线宽非相干光激发源非相干光时延四波混频信号强度随时间延迟的变化规律具有对称性 ,且强度峰与激发光场带宽成正比 ,与纵向弛豫速率... 具体推导了相位共轭型非相干光时延四波混频信号强度随时间延迟的一般变化规律。结果表明 :对于用有限线宽非相干光激发源非相干光时延四波混频信号强度随时间延迟的变化规律具有对称性 ,且强度峰与激发光场带宽成正比 ,与纵向弛豫速率成反比。这一结果为利用发光二极管作抽运源研究半导体光放大器及有源光波导超快动力学过程提供了理论基础。 展开更多
关键词 四波混频 半导体光放大器 有源光波导 弛豫过程 非相干光 超快过程 超高时间分辨
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EFFECTS OF NONLINEARITY ON TRANSIENT PROCESSES IN AT-CUT QUARTZ THICKNESS-SHEAR RESONATORS 被引量:2
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作者 Nian Li Zhenghua Qian Jiashi Yang 《Acta Mechanica Solida Sinica》 SCIE EI CSCD 2015年第4期347-352,共6页
We study the effects of mechanical nonlinearity arising from large thickness-shear deformation on the transient process of an AT-cut quartz plate resonator. Mindlin's two-dimensional plate equation is used, from whic... We study the effects of mechanical nonlinearity arising from large thickness-shear deformation on the transient process of an AT-cut quartz plate resonator. Mindlin's two-dimensional plate equation is used, from which a system of first-order nonlinear differential equations governing the evolution of the vibration amplitude is obtained. Numerical solutions by the Runge-Kutta method show that in common operating conditions of quartz resonators the nonlinear effect varies from noticeable to significant. As resonators are to be made smaller and thinner in the future with about the same power requirement, nonlinear effects will become more important and need more understanding and consideration in resonator design. 展开更多
关键词 quarts resonator thickness-shear mode transient processes nonlinear effect Mindlin'splate equation
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Orthogonal expansion of ground motion and PDEM-based seismic response analysis of nonlinear structures 被引量:2
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作者 Li Jie Liu Zhangjun Chen Jianbing 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2009年第3期313-328,共16页
This paper introduces an orthogonal expansion method for general stochastic processes. In the method, a normalized orthogonal function of time variable t is first introduced to carry out the decomposition of a stochas... This paper introduces an orthogonal expansion method for general stochastic processes. In the method, a normalized orthogonal function of time variable t is first introduced to carry out the decomposition of a stochastic process and then a correlated matrix decomposition technique, which transforms a correlated random vector into a vector of standard uncorrelated random variables, is used to complete a double orthogonal decomposition of the stochastic processes. Considering the relationship between the Hartley transform and Fourier transform of a real-valued function, it is suggested that the first orthogonal expansion in the above process is carried out using the Hartley basis function instead of the trigonometric basis function in practical applications. The seismic ground motion is investigated using the above method. In order to capture the main probabilistic characteristics of the seismic ground motion, it is proposed to directly carry out the orthogonal expansion of the seismic displacements. The case study shows that the proposed method is feasible to represent the seismic ground motion with only a few random variables. In the second part of the paper, the probability density evolution method (PDEM) is employed to study the stochastic response of nonlinear structures subjected to earthquake excitations. In the PDEM, a completely uncoupled one-dimensional partial differential equation, the generalized density evolution equation, plays a central role in governing the stochastic seismic responses of the nonlinear structure. The solution to this equation will yield the instantaneous probability density function of the responses. Computational algorithms to solve the probability density evolution equation are described. An example, which deals with a nonlinear frame structure subjected to stochastic ground motions, is illustrated to validate the above approach. 展开更多
关键词 seismic ground motion stochastic processes orthogonal expansion probability density evolution method nonlinear structures stochastic response analysis
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Sensor Fault Tolerant Generic Model Control for Nonlinear Systems 被引量:1
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作者 谢晓清 周东华 金以慧 《Tsinghua Science and Technology》 EI CAS 2000年第2期201-207,共7页
A modified Strong Tracking Filter (STF) is used to develop a new approach to sensor fault tolerant control. Generic Model Control (GMC) is used to control the nonlinear process while the process runs normally becaus... A modified Strong Tracking Filter (STF) is used to develop a new approach to sensor fault tolerant control. Generic Model Control (GMC) is used to control the nonlinear process while the process runs normally because of its robust control performance. If a fault occurs in the sensor, a sensor bias vector is then introduced to the output equation of the process model. The sensor bias vector is estimated on line during every control period using the STF. The estimated sensor bias vector is used to develop a fault detection mechanism to supervise the sensors. When a sensor fault occurs, the conventional GMC is switched to a fault tolerant control scheme, which is, in essence, a state estimation and output prediction based GMC. The laboratory experimental results on a three tank system demonstrate the effectiveness of the proposed Sensor Fault Tolerant Generic Model Control (SFTGMC) approach. 展开更多
关键词 Generic Model Control (GMC) Strong Tracking Filter (STF) nonlinear processes fault tolerant control
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基于局部近邻标准化和主多项式算法的故障检测 被引量:3
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作者 李元 杨东昇 +1 位作者 冯立伟 张成 《山东科技大学学报(自然科学版)》 CAS 北大核心 2020年第3期76-83,共8页
针对工业过程的非线性和多模态特征,提出了一种基于局部近邻标准化(local neighborhood standard ization,LNS)和主多项式分析(principal polynomial analysis,PPA)结合的故障检测算法。首先,将样本数据通过局部近邻标准化(local neighb... 针对工业过程的非线性和多模态特征,提出了一种基于局部近邻标准化(local neighborhood standard ization,LNS)和主多项式分析(principal polynomial analysis,PPA)结合的故障检测算法。首先,将样本数据通过局部近邻标准化(local neighbor standardization,LNS)算法,对每个样本构建k近邻数据集;然后应用k近邻数据集的均值和方差对当前样本进行标准化处理;最后使用PPA对已经标准化处理后的样本建模,计算出T 2和SPE统计量,并确定控制限进行故障检测。LNS算法能够去除数据中的多模态特征,而PPA算法能够有效的处理非线性数据,因此LNS-PPA方法能够提高具有多模态非线性特征的工业过程故障检测能力。将该方法应用于多模态非线性数值例子和田纳西伊斯曼(TE)化工过程,并将测试结果与主元分析法(principal component analysis,PCA)、主多项式分析法进行对比,其结果能够有效验证LNS-PPA的优越性。 展开更多
关键词 故障检测 非线性过程 多模态过程 过程监控 主多项式分析
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