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A Study of Bilinear Models in Voice Conversion
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作者 Victor Popa Jani Nurminen Moncef Gabbouj 《Journal of Signal and Information Processing》 2011年第2期125-139,共15页
This paper presents a voice conversion technique based on bilinear models and introduces the concept of contextual modeling. The bilinear approach reformulates the spectral envelope representation from line spectral f... This paper presents a voice conversion technique based on bilinear models and introduces the concept of contextual modeling. The bilinear approach reformulates the spectral envelope representation from line spectral frequencies feature to a two-factor parameterization corresponding to speaker identity and phonetic information, the so-called style and content factors. This decomposition offers a flexible representation suitable for voice conversion and facilitates the use of efficient training algorithms based on singular value decomposition. In a contextual approach (bilinear) models are trained on subsets of the training data selected on the fly at conversion time depending on the characteristics of the feature vector to be converted. The performance of bilinear models and context modeling is evaluated in objective and perceptual tests by comparison with the popular GMM-based voice conversion method for several sizes and different types of training data. 展开更多
关键词 Line Spectral Frequencies (LSF) Gaussian Mixture model (GMM) bilinear models (BL) SINGULAR Value DECOMPOSITION (SVD) Temporal DECOMPOSITION (TD) Factor Analysis
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Direct scaling of residual displacements for bilinear and pinching oscillators
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作者 Mohammad Saifullah Vinay K.Gupta 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2024年第1期129-149,共21页
The estimation of residual displacements in a structure due to an anticipated earthquake event has increasingly become an important component of performance-based earthquake engineering because controlling these displ... The estimation of residual displacements in a structure due to an anticipated earthquake event has increasingly become an important component of performance-based earthquake engineering because controlling these displacements plays an important role in ensuring cost-feasible or cost-effective repairs in a damaged structure after the event.An attempt is made in this study to obtain statistical estimates of constant-ductility residual displacement spectra for bilinear and pinching oscillators with 5%initial damping,directly in terms of easily available seismological,site,and model parameters.None of the available models for the bilinear and pinching oscillators are useful when design spectra for a seismic hazard at a site are not available.The statistical estimates of a residual displacement spectrum are proposed in terms of earthquake magnitude,epicentral distance,site geology parameter,and three model parameters for a given set of ductility demand and a hysteretic energy capacity coefficient in the case of bilinear and pinching models,as well as for a given set of pinching parameters for displacement and strength at the breakpoint in the case of pinching model alone.The proposed scaling model is applicable to horizontal ground motions in the western U.S.for earthquake magnitudes less than 7 or epicentral distances greater than 20 km. 展开更多
关键词 residual displacement spectrum bilinear hysteresis model pinching hysteresis model nonlinear analysis scaling model
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Tail dependence of random variables from ARCH and heavy-tailed bilinear models 被引量:5
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作者 潘家柱 《Science China Mathematics》 SCIE 2002年第6期749-760,共12页
Discussed in this paper is the dependent structure in the tails of distributions of random variables from some heavy-tailed stationary nonlinear time series. One class of models discussed is the first-order autoregres... Discussed in this paper is the dependent structure in the tails of distributions of random variables from some heavy-tailed stationary nonlinear time series. One class of models discussed is the first-order autoregressive conditional heteroscedastic (ARCH) process introduced by Engle (1982). The other class is the simple first-order bilinear models driven by heavy-tailed innovations. We give some explicit formulas for the asymptotic values of conditional probabilities used for measuring the tail dependence between two random variables from these models. Our results have significant meanings in finance. 展开更多
关键词 ARCH bilinear model dependence TAIL probability.
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Predictive control of a class of bilinear systems based on global off-line models 被引量:1
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作者 ZHANG Ri-dong WANG Shu-qing 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2006年第12期1984-1988,共5页
A new multi-step adaptive predictive control algorithm for a class of bilinear systems is presented. The structure of the bilinear system is converted into a simple linear model by using nonlinear support vector machi... A new multi-step adaptive predictive control algorithm for a class of bilinear systems is presented. The structure of the bilinear system is converted into a simple linear model by using nonlinear support vector machine (SVM) dynamic approximation with analytical control law derived. The method does not need on-line parameters estimation because the system’s internal model has been transformed into an off-line global model. Compared with other traditional methods, this control law reduces on-line parameter estimating burden. In addition, its overall linear behavior treating method allows an analytical control law available and avoids on-line nonlinear optimization. Simulation results are presented in the article to illustrate the efficiency of the method. 展开更多
关键词 双线性系统 模式预控制 MPC 适应控制
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Stationary solution and parametric estimation for Bilinear model driven by ARCH noises
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作者 潘家柱 李国栋 谢衷洁 《Science China Mathematics》 SCIE 2002年第12期1523-1537,共15页
Bilinear model driven by ARCH (1) noises is proposed. Existence, uniqueness and form of sta-tionary solution to this new model are presented. Maximum likelihood estimation of the model is discussedand some simulation ... Bilinear model driven by ARCH (1) noises is proposed. Existence, uniqueness and form of sta-tionary solution to this new model are presented. Maximum likelihood estimation of the model is discussedand some simulation results are given to evaluate our algorithm. 展开更多
关键词 bilinear model ARCH STATIONARY solution MAXIMUM LIKELIHOOD estimation.
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State Estimation Moving Window Gradient Iterative Algorithm for Bilinear Systems Using the Continuous Mixed p-norm Technique
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作者 Wentao Liu Junxia Ma Weili Xiong 《Computer Modeling in Engineering & Sciences》 SCIE EI 2023年第2期873-892,共20页
This paper studies the parameter estimation problems of the nonlinear systems described by the bilinear state space models in the presence of disturbances.A bilinear state observer is designed for deriving identificat... This paper studies the parameter estimation problems of the nonlinear systems described by the bilinear state space models in the presence of disturbances.A bilinear state observer is designed for deriving identification algorithms to estimate the state variables using the input-output data.Based on the bilinear state observer,a novel gradient iterative algorithm is derived for estimating the parameters of the bilinear systems by means of the continuous mixed p-norm cost function.The gain at each iterative step adapts to the data quality so that the algorithm has good robustness to the noise disturbance.Furthermore,to improve the performance of the proposed algorithm,a dynamicmoving window is designed which can update the dynamical data by removing the oldest data and adding the newestmeasurement data.A numerical example of identification of bilinear systems is presented to validate the theoretical analysis. 展开更多
关键词 bilinear state space model parameter estimation moving window continuous mixed p-norm
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基于稳态响应规律的双线性滞回模型等效参数研究
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作者 彭凌云 韩冰 《市政技术》 2024年第8期10-15,共6页
为了研究等效线性化方法的位移估算精度,以双线性滞回模型为分析模型,分析了非线性单自由度体系的自由振动过程,指出采用割线刚度法(R-H法)计算的等效参数与实际结果偏差较大,进而提出了一种简谐力作用下的等效参数计算方法。考虑了简... 为了研究等效线性化方法的位移估算精度,以双线性滞回模型为分析模型,分析了非线性单自由度体系的自由振动过程,指出采用割线刚度法(R-H法)计算的等效参数与实际结果偏差较大,进而提出了一种简谐力作用下的等效参数计算方法。考虑了简谐激励的激励周期以及结构振动的位移峰值对计算结果的影响,通过数值分析对不同参数对应下的非线性体系进行等效线性化分析,验证了所提出的等效参数计算方法的有效性与准确性。结果表明,采用R-H法计算的等效刚度偏大,而改进方法能够合理估算非线性时程位移结果,其计算精度优于R-H法。 展开更多
关键词 双线性滞回模型 等效线性化 等效刚度 稳态响应
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CrMoV钢近门槛值区疲劳裂纹扩展评价模型准确性分析
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作者 尧全恒 朱明亮 轩福贞 《压力容器》 北大核心 2024年第3期1-7,40,共8页
近门槛值区的疲劳裂纹扩展行为及疲劳门槛值的确定对于工程材料与结构的疲劳性能和损伤容限设计具有重要意义。采用25Cr2Ni2MoV钢的疲劳裂纹扩展数据,运用Paris模型、NASGRO模型、Zhu-Xuan模型分别预测疲劳裂纹扩展门槛值,比较各模型的... 近门槛值区的疲劳裂纹扩展行为及疲劳门槛值的确定对于工程材料与结构的疲劳性能和损伤容限设计具有重要意义。采用25Cr2Ni2MoV钢的疲劳裂纹扩展数据,运用Paris模型、NASGRO模型、Zhu-Xuan模型分别预测疲劳裂纹扩展门槛值,比较各模型的预测误差;进一步将Zhu-Xuan模型与转折点预测模型结合而建立的双线性评价模型,与ASME规范和BS 7910标准中的评价模型,开展相对误差和准确度的比较。结果表明,Zhu-Xuan模型误差在10%以内,准确度最高;双线性评价模型预测结果与试验数据具有较好的一致性、更高的准确度和稳定性,其精度提升程度最高可达28.6%。得出Zhu-Xuan模型及双线性评价模型对CrMoV钢材料的门槛值预测及寿命精准评定具有较好的适用性的结论。 展开更多
关键词 CRMOV钢 疲劳裂纹扩展 Zhu-Xuan模型 双线性模型 近门槛值区 精度
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试样厚度对小冲杆试验力与材料强度相关性的影响
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作者 龙乔涵 钟继如 关凯书 《压力容器》 北大核心 2024年第5期21-28,共8页
为了研究试样厚度对小冲杆试验力与材料强度相关性的影响,针对不同厚度(0.1~0.5 mm)的小冲杆试样,使用无屈服平台的虚拟材料进行了有限元模拟。通过提取并分析有限元模拟结果中固定挠度下的小冲杆试验力,证明了小冲杆试验力与材料屈服... 为了研究试样厚度对小冲杆试验力与材料强度相关性的影响,针对不同厚度(0.1~0.5 mm)的小冲杆试样,使用无屈服平台的虚拟材料进行了有限元模拟。通过提取并分析有限元模拟结果中固定挠度下的小冲杆试验力,证明了小冲杆试验力与材料屈服强度和抗拉强度的双线性关系,且厚度的变化不会影响该相关关系的皮尔逊相关系数。随机生成了屈强比在0.55~0.9之间,屈服强度在200~1000 MPa之间的100种虚拟材料,并通过有限元模拟获得了大量数据,进而采用退火粒子群算法得出了固定挠度下小冲杆试验力和材料强度的关联系数。采用4种真实材料验证了小冲杆试验力与材料强度呈双线性关系的结论。 展开更多
关键词 小冲杆测试技术 材料强度 双线性模型 有限元方法
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长周期地震动作用下某EPR核电站安全壳的隔震性能分析
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作者 林树潮 《福建建筑》 2024年第3期79-85,共7页
核电站安全壳是切实有效保证核电站安全的必备设施。研究长周期地震动作用下的安全壳隔震性能,对安全壳具有十分重要的理论意义和工程应用价值。以某EPR核电站安全壳为研究模型,考虑了该安全壳自重和预应力系统,采用软件ANSYS建立复杂... 核电站安全壳是切实有效保证核电站安全的必备设施。研究长周期地震动作用下的安全壳隔震性能,对安全壳具有十分重要的理论意义和工程应用价值。以某EPR核电站安全壳为研究模型,考虑了该安全壳自重和预应力系统,采用软件ANSYS建立复杂的三维数值仿真模型,探讨长周期地震动作用下安全壳的变形、加速度、基底剪力和预应力筋的平均应力,证实在长周期地震动作用下,该安全壳受力性能良好,并在控制范围内。基于此,引入层叠橡胶隔震器和软钢隔震器并联的新型隔震装置,进而研究长周期地震动作用下安全壳的隔震性能。分析结果表明:由于地震动的特性(例如,随机性、不确定性、空间相关性等),核电站安全壳设计必须从多方面重视长周期地震动。短周期地震动作用下新型隔震装置是有效的,长周期地震动作用下隔震失效。研究结果为核电站安全壳隔震设计提供技术指导。 展开更多
关键词 核电站 安全壳 长周期地震动 基础隔震 双线性滞回模型 数值仿真分析
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ARMA模型与bilinear模型的比较
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作者 孙冠华 《统计与决策》 CSSCI 北大核心 2018年第1期27-29,共3页
文章从参数估计和数据拟合的视角出发,对时间序列中两个经典的模型-ARMA模型和bilinear模型的特性进行比较,比较之后发现:对于线性结构的数据,ARMA模型与bilinear模型拟合准确度相近,而对于具有非线性结构的数据,bilinear模型的... 文章从参数估计和数据拟合的视角出发,对时间序列中两个经典的模型-ARMA模型和bilinear模型的特性进行比较,比较之后发现:对于线性结构的数据,ARMA模型与bilinear模型拟合准确度相近,而对于具有非线性结构的数据,bilinear模型的拟合准确度明显高于ARMA模型。而且随着非线性部分在数据中占比的提高,bilinear模型相对于ARMA模型拟合的优越程度有所增加。 展开更多
关键词 ARMA模型 bilinear模型 数据拟合
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分离式减震榫的阻尼力模型研究-基于Ramberg-Osgood模型 被引量:1
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作者 魏标 闵浩峥 +1 位作者 汪伟浩 李姗姗 《工程力学》 EI CSCD 北大核心 2023年第11期81-89,共9页
如何更好地模拟分离式减震榫在地震过程中的滞回性能,是分离式减震榫减震设计中的重要组成部分。针对从材料层次描述分离式减震榫在往复荷载作用下力学性能的理论研究相对不足的问题,提出一种基于Ramberg-Osgood模型推导分离式减震榫骨... 如何更好地模拟分离式减震榫在地震过程中的滞回性能,是分离式减震榫减震设计中的重要组成部分。针对从材料层次描述分离式减震榫在往复荷载作用下力学性能的理论研究相对不足的问题,提出一种基于Ramberg-Osgood模型推导分离式减震榫骨架曲线的计算方法,并基于该方法提出一种适用于工程计算的双线性本构的简化算法。通过ABAQUS有限元软件对比Ramberg-Osgood模型,Chaboche本构和理想弹塑性本构下分离式减震榫骨架曲线的差异,并以一座通用的两跨32 m双线铁路预应力混凝土简支梁桥为背景,分析双线性本构简化算法在桥梁抗震设计中的适用性。结果表明:基于Ramberg-Osgood模型推导的分离式减震榫的骨架曲线,能够较好拟合Chaboche本构下的骨架曲线;在近断层脉冲地震动作用下通过双线性本构计算得到的支座位移峰值和墩底弯矩峰值,与Chaboche本构下得到的计算结果的平均误差分别为−2.67%和6.56%。该文提出的双线性模型的简化方法用于桥梁工程抗震设计是安全且合理的。 展开更多
关键词 分离式减震榫 Ramberg-Osgood模型 Chaboche本构 双线性本构 有限元分析 简支梁桥
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Fuzzy Varying Coefficient Bilinear Regression of Yield Series
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作者 Ting He Qiujun Lu 《Journal of Data Analysis and Information Processing》 2015年第3期43-54,共12页
We construct a fuzzy varying coefficient bilinear regression model to deal with the interval financial data and then adopt the least-squares method based on symmetric fuzzy number space. Firstly, we propose a varying ... We construct a fuzzy varying coefficient bilinear regression model to deal with the interval financial data and then adopt the least-squares method based on symmetric fuzzy number space. Firstly, we propose a varying coefficient model on the basis of the fuzzy bilinear regression model. Secondly, we develop the least-squares method according to the complete distance between fuzzy numbers to estimate the coefficients and test the adaptability of the proposed model by means of generalized likelihood ratio test with SSE composite index. Finally, mean square errors and mean absolutely errors are employed to evaluate and compare the fitting of fuzzy auto regression, fuzzy bilinear regression and fuzzy varying coefficient bilinear regression models, and also the forecasting of three models. Empirical analysis turns out that the proposed model has good fitting and forecasting accuracy with regard to other regression models for the capital market. 展开更多
关键词 FUZZY VARYING COEFFICIENT bilinear Regression model FUZZY Financial Assets YIELD LEAST-SQUARES Method Generalized Likelihood Ratio Test Forecast
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Hybrid reliability model for fatigue reliability analysis of steel bridges 被引量:1
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作者 曹珊珊 雷俊卿 《Journal of Central South University》 SCIE EI CAS CSCD 2016年第2期449-460,共12页
A kind of hybrid reliability model is presented to solve the fatigue reliability problems of steel bridges. The cumulative damage model is one kind of the models used in fatigue reliability analysis. The parameter cha... A kind of hybrid reliability model is presented to solve the fatigue reliability problems of steel bridges. The cumulative damage model is one kind of the models used in fatigue reliability analysis. The parameter characteristics of the model can be described as probabilistic and interval. The two-stage hybrid reliability model is given with a theoretical foundation and a solving algorithm to solve the hybrid reliability problems. The theoretical foundation is established by the consistency relationships of interval reliability model and probability reliability model with normally distributed variables in theory. The solving process is combined with the definition of interval reliability index and the probabilistic algorithm. With the consideration of the parameter characteristics of the S-N curve, the cumulative damage model with hybrid variables is given based on the standards from different countries. Lastly, a case of steel structure in the Neville Island Bridge is analyzed to verify the applicability of the hybrid reliability model in fatigue reliability analysis based on the AASHTO. 展开更多
关键词 疲劳可靠性分析 可靠性模型 混合变量 可靠度分析 钢桥 累积损伤模型 可靠性问题 概率算法
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Provably Secure Short Proxy Signature Scheme from Bilinear Maps
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作者 胡国政 洪帆 《Journal of Southwest Jiaotong University(English Edition)》 2009年第3期199-206,共8页
An enhanced formal model of security for proxy signature schemes is presented and a provably secure short proxy signature scheme is proposed from bilinear maps. The proposed proxy signature scheme is based on two shor... An enhanced formal model of security for proxy signature schemes is presented and a provably secure short proxy signature scheme is proposed from bilinear maps. The proposed proxy signature scheme is based on two short secure signature schemes. One is used for delegating the signing rights and computing the standard signature; the other is used for computing proxy signature. Finally, a security proof of the proposed proxy signature scheme is showed by reducing tightly the security of the proposed proxy signature scheme to the security of the two basic signature schemes. The proposed proxy signature scheme has the shortest ordinary signatures and proxy signatures. Moreover, the proxy signature generation needs no pairing operation and verification needs just two pairing operation. 展开更多
关键词 Security model Provable security Proxy signature bilinear maps
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反馈非线性系统随机梯度辨识算法及其收敛性 被引量:1
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作者 魏纯 徐玲 丁锋 《控制理论与应用》 EI CAS CSCD 北大核心 2023年第10期1757-1764,共8页
反馈非线性受控自回归系统是由前向通道的受控自回归模型和反馈通道的静态非线性构成,这类系统经过参数化后得到双线性参数辨识模型.本文通过对辨识模型中双线性参数乘积项进行分解,基于梯度搜索原理,提出了反馈非线性系统的随机梯度辨... 反馈非线性受控自回归系统是由前向通道的受控自回归模型和反馈通道的静态非线性构成,这类系统经过参数化后得到双线性参数辨识模型.本文通过对辨识模型中双线性参数乘积项进行分解,基于梯度搜索原理,提出了反馈非线性系统的随机梯度辨识算法.为了改善随机梯度算法的收敛速度,引入遗忘因子,文章给出了遗忘因子随机梯度算法,利用随机过程理论,建立了随机梯度算法的参数估计收敛定理,证明了算法的收敛性.最后,通过数值仿真验证了算法的有效性. 展开更多
关键词 反馈非线性系统 双线性参数模型 随机梯度 遗忘因子 收敛性
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传统木结构穿销式榫卯节点抗震性能分析 被引量:2
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作者 周志鹏 陈波 +1 位作者 黄勇 刘伟 《林产工业》 北大核心 2023年第8期17-24,共8页
为研究不同穿销类型榫卯节点的抗震性能,考察了榫高、榫厚、柱径对节点力学性能的影响,采用有限元软件建模对榫卯节点进行拟静力分析,得到3类试件的滞回曲线、骨架曲线、耗能能力等抗震指标。结果表明:3类穿销榫卯的滞回曲线均呈现明显... 为研究不同穿销类型榫卯节点的抗震性能,考察了榫高、榫厚、柱径对节点力学性能的影响,采用有限元软件建模对榫卯节点进行拟静力分析,得到3类试件的滞回曲线、骨架曲线、耗能能力等抗震指标。结果表明:3类穿销榫卯的滞回曲线均呈现明显的Z型,捏缩效应较明显,3类试件的承载力相差不大;榫高、榫厚、柱径对榫卯节点的承载能力有显著影响,节点承载能力随榫厚、柱径增大而增大,随榫高的增大先增大后减小;根据穿销榫卯的骨架曲线建立了节点的弯矩-转角双折线模型,探讨了榫高、榫厚、柱径对模型参数的影响。在木结构设计中,应综合考虑榫卯尺寸变化对节点力学性能的影响。 展开更多
关键词 穿销类型 抗震性能 拟静力分析 滞回曲线 双折线模型
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桥臂不对称情形下MMC无源性PI控制方法 被引量:1
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作者 陈程 薛花 +1 位作者 扈曾辉 王育飞 《中国电力》 CSCD 北大核心 2023年第7期107-116,124,共11页
考虑模块化多电平变换器(modular multilevel converter,MMC)桥臂不对称情形,针对环流基频分量不对称引起的dq解耦变换误差问题,提出基于双线性模型的无源性PI控制方法,实现故障相电容电压保持稳定、不对称环流分量的准确抑制、三相并... 考虑模块化多电平变换器(modular multilevel converter,MMC)桥臂不对称情形,针对环流基频分量不对称引起的dq解耦变换误差问题,提出基于双线性模型的无源性PI控制方法,实现故障相电容电压保持稳定、不对称环流分量的准确抑制、三相并网电流的平衡输出。在abc坐标系下,建立桥臂不对称情形下MMC双线性模型,完成非线性系统控制变量随状态变量同步变化的线性化转换,简化控制器设计,避免dq解耦变换引入的控制误差。从系统全局能量耗散特性出发,设计形式简单的无源性PI控制器,实现子模块电容电压纹波快速抑制,消除桥臂电流不对称性,同时确保闭环控制系统全局渐近稳定运行。基于Matlab的仿真结果验证了所提控制策略能够有效抑制MMC桥臂不对称的不利影响,具有响应快速、稳定性好、鲁棒性强的特点。 展开更多
关键词 模块化多电平变换器 桥臂不对称 无源性PI控制 双线性模型
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基于ZYNQ的CLAHE图像增强算法实时加速设计
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作者 李晓琪 王云峰 +1 位作者 吴倩楠 洪应平 《单片机与嵌入式系统应用》 2023年第11期49-53,共5页
在低照度环境下,CMOS传感器采集的图像整体效果偏暗,用传统的图像处理方式进行增强速度较慢,满足不了实时性要求,为此,本文设计了基于ZYNQ的CLAHE图像增强算法。CLAHE增强算法主要通过对分块后的直方图进行限幅操作,再利用双线性插值算... 在低照度环境下,CMOS传感器采集的图像整体效果偏暗,用传统的图像处理方式进行增强速度较慢,满足不了实时性要求,为此,本文设计了基于ZYNQ的CLAHE图像增强算法。CLAHE增强算法主要通过对分块后的直方图进行限幅操作,再利用双线性插值算法消除块状效应来对较暗的图像进行处理,能够提高图像的整体质量并保留局部的细节,防止在像素增强的过程中将噪声放大。在HLS设计的算法中循环使用pipeline流水线操作指令以提高计算的并发性和吞吐率。最后,将综合生成的IP核固化到ZYNQ的PL端,能够在几乎没有延迟的情况下处理多组图像并在HDMI显示器上显示,验证了图像算法增强的实时性。 展开更多
关键词 CLAHE 双线性插值 图像增强 HSV颜色模型
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K-power双线性系统基于Laguerre函数的保结构模型降阶方法
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作者 金辉 肖志华 祁振中 《应用数学》 北大核心 2023年第4期929-939,共11页
针对K-power双线性系统,提出一种基于Laguerre函数的保结构模型降阶方法.该方法首先将K-power双线性系统转化为一般的双线性系统,再利用矩阵指数函数的Laguerre函数展开,计算出双线性系统交叉Gram矩阵的近似低秩因子,从而构造K-power双... 针对K-power双线性系统,提出一种基于Laguerre函数的保结构模型降阶方法.该方法首先将K-power双线性系统转化为一般的双线性系统,再利用矩阵指数函数的Laguerre函数展开,计算出双线性系统交叉Gram矩阵的近似低秩因子,从而构造K-power双线性系统各子系统相应的投影变换,进而生成该系统的近似平衡系统.然后,通过截断较小的奇异值对应的状态,得到降阶模型.该降阶过程计算高效,且具有一定的自适应性.最后,数值实验验证了算法的有效性. 展开更多
关键词 模型降阶 K-power双线性系统 LAGUERRE函数 交叉Gram矩阵
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