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Optimal full-order filtering for discrete-time systems with random measurement delays and multiple packet dropouts 被引量:5
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作者 Shuli SUN Lihua XIE Wendong XIAO 《控制理论与应用(英文版)》 EI 2010年第1期105-110,共6页
This paper is concerned with the estimation problem for discrete-time stochastic linear systems with possible single unit delay and multiple packet dropouts. Based on a proposed uncertain model in data transmission, a... This paper is concerned with the estimation problem for discrete-time stochastic linear systems with possible single unit delay and multiple packet dropouts. Based on a proposed uncertain model in data transmission, an optimal full-order filter for the state of the system is presented, which is shown to be of the form of employing the received outputs at the current and last time instants. The solution to the optimal filter is given in terms of a Riccati difference equation governed by two binary random variables. The optimal filter is reduced to the standard Kalman filter when there are no random delays and packet dropouts. The steady-state filter is also investigated. A sufficient condition for the existence of the steady-state filter is given. The asymptotic stability of the optimal filter is analyzed. 展开更多
关键词 Full-order filter Random delay Packet dropouts Riccati difference equation
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Optimal design study of high order FIR digital filters based on neural network algorithm 被引量:2
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作者 Wang Xiaohua & He YigangCollege of Electrical and Information Engineering, Hunan University, Changsha 410082, P. R. China College of Electrical and Information Engineering, Changsha University of Science and Technology,Changsha 410077, P. R. China 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2004年第2期115-119,130,共6页
An optimal design approach of high order FIR digital filter is developed based on the algorithm of neural networks with cosine basis function . The main idea is to minimize the sum of the square errors between the amp... An optimal design approach of high order FIR digital filter is developed based on the algorithm of neural networks with cosine basis function . The main idea is to minimize the sum of the square errors between the amplitude response of the desired FIR filter and that of the designed by training the weights of neural networks, then obtains the impulse response of FIR digital filter . The convergence theorem of the neural networks algorithm is presented and proved, and the optimal design method is introduced by designing four kinds of FIR digital filters , i.e., low-pass, high-pass, bandpass , and band-stop FIR digital filter. The results of the amplitude responses show that attenuation in stop-bands is more than 60 dB with no ripple and pulse existing in pass-bands, and cutoff frequency of passband and stop-band is easily controlled precisely .The presented optimal design approach of high order FIR digital filter is significantly effective. 展开更多
关键词 high order FIR digital filters amplitude-frequency response neural network convergence theorem optimal design.
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Gabor Order Tracking Filtering Technology in Rotary Machinery 被引量:3
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作者 LI Ning QIN Shuren +1 位作者 MAO Yongfang YANG Jiongming 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2010年第5期613-619,共7页
Order analysis is one of the most important technique means of condition monitoring and fault diagnosis for rotary machinery.The traditional order analyses usually employ the Vold-Kalman filtering,however this method ... Order analysis is one of the most important technique means of condition monitoring and fault diagnosis for rotary machinery.The traditional order analyses usually employ the Vold-Kalman filtering,however this method is confined to the expensive hardware equipments.This paper starts from Gabor transform and applies the Gabor time-frequency filtering to vibration signal.The order component's time-frequency coefficients are extracted by mask operation.The order component is reconstructed from the obtained coefficients.The following four key technologies,such as smoothing rotary speed curve,defining filtering band width,constructing the mask operation matrix and reconstructing signal component,are also deeply discussed.Moreover,the technique to smooth the rotary speed curve based on polynomial approximation,the method to determine filtering band width,the arithmetic to constitute mask array and the iterative algorithm to reconstruct signal based on minimum mean square error are specifically analyzed.The 4th order component is successfully gained by using the methods that Gabor time-frequency filter,and the validity and feasibility of this method are approved.This method can solve the problem of order tracking filter technologies which used to depend on hardware and efficiently improve the accuracy of order analysis. 展开更多
关键词 Gabor transform order tracking filterING component extraction
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Reduced-order Kalman filtering for state constrained linear systems 被引量:1
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作者 Chaoyang Jiang Yongan Zhang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2013年第4期674-682,共9页
This paper aims at solving the state filtering problem for linear systems with state constraints. Three classes of typical state constraints, i.e., linear equality, quadratic equality and inequality, are discussed. By... This paper aims at solving the state filtering problem for linear systems with state constraints. Three classes of typical state constraints, i.e., linear equality, quadratic equality and inequality, are discussed. By using the linear relationships among different state variables, a reduced-order Kalman filter is derived for the system with linear equality constraints. Afterwards, such a solution is applied to the cases of the quadratic equality constraint and inequality constraints and the two constrained state filtering problems are transformed into two relative constrained optimization problems. Then they are solved by the Lagrangian multiplier and linear matrix inequality techniques, respectively. Finally, two simple tracking examples are provided to illustrate the effectiveness of the reduced-order filters. 展开更多
关键词 state constraint state filtering reduced-order Kalman filter linear matrix inequality (LMI).
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Distributed Reduced-order Optimal Fusion Kalman Filters for Stochastic Singular Systems 被引量:2
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作者 SUN Shu-Li MA Jing 《自动化学报》 EI CSCD 北大核心 2006年第2期286-290,共5页
Based on the optimal fusion algorithm weighted by matrices in the linear minimum variance (LMV) sense, a distributed full-order optimal fusion Kalman filter (DFFKF) is given for discrete-time stochastic singular syste... Based on the optimal fusion algorithm weighted by matrices in the linear minimum variance (LMV) sense, a distributed full-order optimal fusion Kalman filter (DFFKF) is given for discrete-time stochastic singular systems with multiple sensors, which involves the inverse of a high-dimension matrix to compute matrix weights. To reduce the computational burden, a distributed reduced-order fusion Kalman filter (DRFKF) is presented, which involves in parallel the inverses of two relatively low-dimension matrices to compute matrix weights. A simulation example shows the effectiveness. 展开更多
关键词 多传感器 信息融合 KALMAN滤波 随机奇异系统
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Fuzzy Ordered Filters in Implicative Semigroups
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作者 库热西 黄文平 《Chinese Quarterly Journal of Mathematics》 CSCD 1998年第2期53-57, ,共5页
We fuzzify the concept of ordered filter in implicative negatively partially ordered semigroups and study its properties.
关键词 implicative) negatively partially ordered semigroup ordered filter fuzzy ordered filter level ordered filter
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Low Input and High Output Impedances Current-Mode First-Order Allpass Filter Employing Grounded Passive Components
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作者 Jiun-Wei Horng Chun-Li Hou +3 位作者 Yi-Sing Guo Chih-Hou Hsu Dun-Yih Yang Min-Jie Ho 《Circuits and Systems》 2012年第2期176-179,共4页
A current-mode low input and high output impedances first-order allpass filter using two multiple output second-generation current conveyors (MOCCIIs), one grounded capacitor and one grounded resistor is presented. Th... A current-mode low input and high output impedances first-order allpass filter using two multiple output second-generation current conveyors (MOCCIIs), one grounded capacitor and one grounded resistor is presented. The suggested filter uses a canonical number of passive components without requiring any component matching condition. The frequency responses simulation results of the proposed filter confirm the theoretical analysis. 展开更多
关键词 Second-Generation Current CONVEYOR FIRST-order filter Allpass CURRENT-MODE
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A Comparison of Higher-Order Active Band-Pass R-Filter Response with Equivalent Band-Pass RC-Filter Response at Varying Q-Factors
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作者 Alexander Nwabueze Amah Iorkyaa Ahemen Bernard Atsuwe 《Circuits and Systems》 2014年第10期229-237,共9页
In this paper a comparison of a sixth-order active band pass R-filter output response with the output response of a sixth-order band pass RC-filter at different quality factors (Q = 2, 5, 7, 8 and 10) was carried out ... In this paper a comparison of a sixth-order active band pass R-filter output response with the output response of a sixth-order band pass RC-filter at different quality factors (Q = 2, 5, 7, 8 and 10) was carried out at a fixed frequency of 10 KHz. The architecture used in the design is the multiple feedbacks for both filter networks. The simulated response characteristics show that both filters (R- and RC-filters) have their mid-band gains increasing with Q, while their bandwidths monotonically decreased with Q-values. The bandwidths are in the range of 22.23 dB to 62.97 dB and –55.49 dB to –50.81 dB (Q = 2 to 10) for R- and RC-filters respectively. At higher Q-values, R-filter showed better selectivity with a smaller bandwidth (400 Hz) at the edge of the pass band, when compared to 450 Hz for the RC-filter. The roll-off rate around –58.9 dB/decade for the R-filter appears to be that of a third-order filter response, while the RC-filter has its response in the range –106 to –132 dB/decade which is in the neighbourhood of an ideal sixth-order response (roll-off of 120 db/decade). A shift in the center frequency with Q was observed for the RC-filter only. 展开更多
关键词 R-filter RC-filter Gain Roll-Off Multiple Feedback Sixth-order filter
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Tunable Bandwidth Third Order Switched-Capacitor with Multiple Feedbacks Filter for Different Center Frequencies
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作者 Ganeshchandra N. Shinde Sanjay R. Bhagat 《Engineering(科研)》 2010年第3期179-183,共5页
This paper proposes third order tunable bandwidth active Switched-Capacitor filter. The circuit consists of only op-amps and switched capacitors. The circuit is designed for circuit merit factor Q = 10. The proposed c... This paper proposes third order tunable bandwidth active Switched-Capacitor filter. The circuit consists of only op-amps and switched capacitors. The circuit is designed for circuit merit factor Q = 10. The proposed circuit implements three filter functions low pass, band pass and high pass simultaneously in single circuit. The filter circuit can be used for both narrow as well as for wide bandwidth. For various values of cut-off frequencies the behaviour of circuit is studied. The circuit works properly only for higher central frequencies, when f0 > 10 kHz. 展开更多
关键词 Third order filter Switched Capacitor Pass Band Gain TUNABLE BANDWIDTH Circuit MERIT Fac-tor
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Nth Order Voltage Mode Active-C Filter Employing Current Controlled Current Conveyor
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作者 Ashish Ranjan Sajal K. Paul 《Circuits and Systems》 2011年第2期85-90,共6页
This paper proposes an nth order (where n = 2,3, ,n) voltage mode active-C filter using n number of current controlled current conveyors (CCCIIs) and n number of equal valued grounded capacitors. The proposed topology... This paper proposes an nth order (where n = 2,3, ,n) voltage mode active-C filter using n number of current controlled current conveyors (CCCIIs) and n number of equal valued grounded capacitors. The proposed topology can implement both band pass and low pass responses without alteration of any components. The filters offer the following important features: use of minimum number of current controlled current conveyors (CCCIIs) and passive components, no matching constraint, use of all grounded capacitors and absence of external resistor suitable for integration, cut off frequency can easily be electronically adjusted using AMS 0.35 μm CMOS technology. PSPICE simulation results of third order band pass and low pass responses are provided. The results are found to agree well with the theory. 展开更多
关键词 ANALOG filterS Active-C filter HIGHER order Voltage Mode filter CCCII
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Second-order divided difference filter for vision-based relative navigation
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作者 王小刚 崔乃刚 郭继峰 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2011年第3期16-20,共5页
A second-order divided difference filter (SDDF) is derived for integrating line of sight measurement from vision sensor with acceleration and angular rate measurements of the follower to estimate the precise relative ... A second-order divided difference filter (SDDF) is derived for integrating line of sight measurement from vision sensor with acceleration and angular rate measurements of the follower to estimate the precise relative position,velocity and attitude of two unmanned aerial vehicles (UAVs).The second-order divided difference filter which makes use of multidimensional interpolation formulations to approximate the nonlinear transformations could achieve more accurate estimation and faster convergence from inaccurate initial conditions than standard extended Kalman filter.The filter formulation is based on relative motion equations.The global attitude parameterization is given by quarternion,while a generalized three-dimensional attitude representation is used to define the local attitude error.Simulation results are shown to compare the performance of the second-order divided difference filter with a standard extended Kalman filter approach. 展开更多
关键词 relative navigation second-order divided difference filter vision sensor unmanned aerial vehicle formation flight
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CDDITA-Based Voltage-Mode First Order All Pass Filter Configuration
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作者 Dinesh Prasad Kuldeep Panwar +1 位作者 D. R. Bhaskar Mayank Srivastava 《Circuits and Systems》 2015年第11期252-256,共5页
This realization of a voltage-mode first order voltage-mode all pass filter (VM-APF) employing single current differencing differential input transconductance amplifier (CDDITA) as active component is presented. The p... This realization of a voltage-mode first order voltage-mode all pass filter (VM-APF) employing single current differencing differential input transconductance amplifier (CDDITA) as active component is presented. The proposed configuration employs one CDDITA along with two resistors and one grounded capacitor. The pole frequency and phase shift of proposed VM-APF are electronically tunable by transconductance of CDDITA. The proposed circuit is verified by SPICE simulations. 展开更多
关键词 CDDITA ALL PASS filter FIRST order
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Maximum Power Point Tracking With Fractional Order High Pass Filter for Proton Exchange Membrane Fuel Cell
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作者 Jianxin Liu Tiebiao Zhao YangQuan Chen 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2017年第1期70-79,共10页
Proton exchange membrane fuel cell (PEMFC) is widely recognized as a potentially renewable and green energy source based on hydrogen. Maximum power point tracking (MPPT) is one of the most important working conditions... Proton exchange membrane fuel cell (PEMFC) is widely recognized as a potentially renewable and green energy source based on hydrogen. Maximum power point tracking (MPPT) is one of the most important working conditions to be considered. In order to improve the performance such as convergence and robustness under disturbance and uncertainty, a fractional order high pass filter (FOHPF) is applied for the MPPT controller design based on the traditional extremum seeking control (ESC). The controller is designed with integerorder integrator (IO-I) and low pass filter (IO-LPF) together with fractional order high pass filter (FOHPF), by substituting the normal HPF in the original ESC system. With this FOHPF ESC, better convergence and smoother performance are achieved while maintaining the robust specifications. First, tracking stability is discussed under the commensurate-order condition. Then, simulation results are included to validate the proposed new FOHPF ESC scheme under disturbance. Finally, comparison results between FOHPF ESC and the traditional ESC method are also provided. © 2014 Chinese Association of Automation. 展开更多
关键词 Bandpass filters Control theory Controllers Fuel cells High pass filters Low pass filters Maximum power point trackers
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Effect of High-Order Aberrations and Satisfaction on Cataract Patients Implanted with Four Types of AcrySof Blue Light Filtering Intraocular Lens
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作者 Wei Wu Shengyou Yu Shengsheng Ma 《International Journal of Clinical Medicine》 2021年第8期307-315,共9页
<strong>Objective: </strong>The objective is to evaluate the visual acuity, high-order aberrations and satisfaction in the cataract patients with the implantation of different types of AcrySof blue light f... <strong>Objective: </strong>The objective is to evaluate the visual acuity, high-order aberrations and satisfaction in the cataract patients with the implantation of different types of AcrySof blue light filtering intraocular lens, which would provide the clinical guidance for the selection of individualized intraocular lens. <strong>Methods:</strong> From January 2019 to December 2020, the patients with age-related cataract in Guangzhou Red Cross Hospital were equally randomized to be divided into four groups. 20 patients (20 eyes) were implanted with AcrySof (SN60WF), which was the blue light filtering single focus group;20 patients (20 eyes) were implanted with blue light filtering aspheric multifocal intraocular lens (AcrySof ReSTOR IOL +3.0D, SN6AD1), which was the multifocal intraocular lens group;20 patients (20 eyes) were implanted with aspheric astigmatism correction intraocular lens (Toric SN6AT), which was the astigmatism group;20 patients (20 eyes) were implanted with blue filtering aspheric multifocal astigmatism correction intraocular lens (AcrySof ReSTOR IOL +2.5D IQ, SV25T0), which was the ART group. Three months after the operation, the patients were followed up with slit lamp to check the visual acuity, including uncorrected distance visual acuity (UCDVA), uncorrected near visual acuity (UCNVA), best corrected distance visual acuity, (BCDVA);the questionnaire surveys on the satisfaction of different intraocular lens implantation (far and near vision, glare, halo and abnormal visual symptoms);the iTrace visual function analyzer was used to check the total high-order aberrations (spherical aberration, wisdom aberration and Clover aberration) in the 3 mm pupil diameter. <strong>Results:</strong> Three months after cataract surgery, American Simplified version of questionnaire survey showed that the scores of near removing glasses in the multifocal group and the ART group were significantly better than those in the single focus group and the astigmatism group (<em>P</em> < 0.05);there was no significant difference in the satisfaction of far removing glasses, glare and halo in each group (<em>P</em> > 0.05). Three months after cataract surgery, there were statistically significant differences about UCDVA, BCDVA and UCNVA among the four groups (<em>F</em> = 18.189, <em>P </em>< 0.001), the UCNVA in the multifocal group and ART group was significantly better than that in the single focus group and the astigmatism group (<em>P</em> < 0.01). The difference of higher-order aberrations (total higher-order aberrations, wisdom aberrations, spherical aberrations, clover aberrations) was no statistically significant among the four groups (<em>P</em> > 0.05). <strong>Conclusion: </strong>Different types of AcrySof blue light filtering intraocular lens implantation could improve the far vision and satisfaction of cataract patients, without different higher-order aberrations. Multifocal intraocular lens and ART intraocular lens could significantly improve the far vision of patients and reduce the dependence on near glasses. 展开更多
关键词 CATARACT Intraocular Lens High-order Aberrations Blue Light filtering
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考虑电感不对称的LFSPM电动机无位置传感器控制与分析
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作者 杜怿 孙可 《江苏大学学报(自然科学版)》 北大核心 2026年第1期64-70,共7页
针对特有的纵向端部效应导致直线电动机三相电感不对称、使得无位置传感器控制位置和速度估计误差中出现交流分量的问题,以一台直线磁通切换永磁(linear flux switched permanent magnet,LFSPM)电动机为对象,提出一种基于二阶陷波器的... 针对特有的纵向端部效应导致直线电动机三相电感不对称、使得无位置传感器控制位置和速度估计误差中出现交流分量的问题,以一台直线磁通切换永磁(linear flux switched permanent magnet,LFSPM)电动机为对象,提出一种基于二阶陷波器的改进型锁相环(phase-locked loop,PLL).首先,建立考虑电感不对称的LFSPM电动机数学模型,基于静止坐标系设计滑模观测器,分析得出电感不对称会使扩展反电动势含正负序分量,导致PLL位置误差出现交流分量且无法被常规PI控制器抑制,并从理论上解释改进PLL抑制位置误差交流分量的原理;其次,基于MATLAB/Simulink搭建了LFSPM电动机无位置传感器控制系统仿真模型,对采用常规和改进型PLL无位置传感器控制效果进行讨论;最后,搭建试验平台并对提出的控制策略进行测试.结果表明:相比于常规无位置控制方法,所提出的基于二阶陷波器的改进型PLL方案可有效提升LFSPM电动机无位置传感器控制精度,将速度误差减小了35.71%,位置误差减小了44.46%,推力脉动减小了12%. 展开更多
关键词 直线磁通切换永磁电动机 无传感器控制 电感不对称 二阶陷波器 滑模观测器 纵向端部效应 锁相环 正负序分量
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Identification algorithm for a kind of fractional order system 被引量:5
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作者 王振滨 曹广益 朱新坚 《Journal of Southeast University(English Edition)》 EI CAS 2004年第3期297-302,共6页
The state-space representation of linear time-invariant (LTI) fractional order systems is introduced, and a proof of their stability theory is also given. Then an efficient identification algorithm is proposed for tho... The state-space representation of linear time-invariant (LTI) fractional order systems is introduced, and a proof of their stability theory is also given. Then an efficient identification algorithm is proposed for those fractional order systems. The basic idea of the algorithm is to compute fractional derivatives and the filter simultaneously, i.e., the filtered fractional derivatives can be obtained by computing them in one step, and then system identification can be fulfilled by the least square method. The instrumental variable method is also used in the identification of fractional order systems. In this way, even if there is colored noise in the systems, the unbiased estimation of the parameters can still be obtained. Finally an example of identifying a viscoelastic system is given to show the effectiveness of the aforementioned method. 展开更多
关键词 fractional order systems state-space representation system identification fractional order Poisson filter least square method instrumental variable method
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基于FOMIUKF的锂离子电池SOC估计
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作者 唐俊 张心静 +1 位作者 王喆 徐立浩 《车用发动机》 北大核心 2026年第1期81-87,共7页
随着电动汽车的快速发展,动力电池荷电状态(SOC)的精确估计对整车能量管理、续驶里程预测及防止过充/过放至关重要。为了提高锂电池SOC估计精度,构建了一种基于分数阶理论的等效电路模型,并采用自适应遗忘因子递推最小二乘算法(adaptive... 随着电动汽车的快速发展,动力电池荷电状态(SOC)的精确估计对整车能量管理、续驶里程预测及防止过充/过放至关重要。为了提高锂电池SOC估计精度,构建了一种基于分数阶理论的等效电路模型,并采用自适应遗忘因子递推最小二乘算法(adaptive forgetting factor recursive least square,AFFRLS)对模型参数进行辨识。针对传统无迹卡尔曼滤波(unscented Kalman filter,UKF)在动态工况下因单新息框架导致数据利用率低与抗扰性不足的问题,提出结合分数阶模型长记忆特性需求的多新息无迹卡尔曼滤波算法(fractional order multiple-information unscented Kalman filter,FOMIUKF)。通过MATLAB搭建仿真模型,并与扩展卡尔曼滤波(extended Kalman filter,EKF)算法和无迹卡尔曼滤波算法进行比较,结果表明,基于FOMIUKF算法的SOC估计平均误差为0.78%,其精度比EKF算法提高了0.42%,比UKF算法提高了0.25%。 展开更多
关键词 锂离子电池 荷电状态 估计 分数阶理论 多新息理论 无迹卡尔曼滤波
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基于九轴MIMU的二级卡尔曼滤波在非稳态平台上的姿态研究
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作者 聂郡谿 康建军 +2 位作者 荆珈璐 李虎林 刘超然 《电子测量技术》 北大核心 2026年第1期30-39,共10页
海洋动力环境引发的平台运动,会降低海洋观测平台及测量仪器可靠性,并导致风、浪、流等海洋动力观测量出现测量误差。海洋观测平台从布放始全运行周期处于无规则运动状态,基于九轴微型惯性测量单元(MIMU)的卡尔曼滤波、互补滤波姿态估... 海洋动力环境引发的平台运动,会降低海洋观测平台及测量仪器可靠性,并导致风、浪、流等海洋动力观测量出现测量误差。海洋观测平台从布放始全运行周期处于无规则运动状态,基于九轴微型惯性测量单元(MIMU)的卡尔曼滤波、互补滤波姿态估计算法无法保证其及时收敛,从而导致在姿态解算中会出现较为严重的误差。为此,本文设计了一种MIMU的二级扩展卡尔曼滤波系统。该系统首先采用加速度估计初始姿态角,提高了滤波器的收敛速度,其次通过分级处理横滚角、俯仰角和航向角,提高了系统的鲁棒性。实验室和海上现场试验表明,该方法实现了海洋观测平台在非稳定运动状态下姿态估计的快速收敛和高精度解算。 展开更多
关键词 微型惯性测量单元 二级扩展卡尔曼滤波 姿态解算 非稳态平台 海洋观测平台
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高阶滤波型永磁同步电机电流级联观测方法
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作者 胡陆阳 许家群 《电机与控制应用》 2026年第2期129-138,共10页
【目的】针对采用电感-电容-陷波(LCT)高阶滤波型永磁同步电机(PMSM)电流难以直接检测的问题,本文提出了一种基于扩张状态观测器(ESO)与龙伯格状态观测器(LSO)的电流级联观测方法。【方法】本文所提新型ESO级联方法仅需逆变器侧电流信号... 【目的】针对采用电感-电容-陷波(LCT)高阶滤波型永磁同步电机(PMSM)电流难以直接检测的问题,本文提出了一种基于扩张状态观测器(ESO)与龙伯格状态观测器(LSO)的电流级联观测方法。【方法】本文所提新型ESO级联方法仅需逆变器侧电流信号,通过LSO获取系统中间状态,并利用ESO实时估计与补偿扰动,实现电机电流的高精度观测。【结果】试验结果表明,在额定工况下,本文所提新型ESO级联方法相比于传统LSO,电机电流观测误差降低3.2%。【结论】本文所提方法能够实现高阶滤波型PMSM电流的高精度观测,且无需额外传感器和硬件改动,有效降低了系统复杂度和成本。 展开更多
关键词 永磁同步电机 电感-电容-陷波高阶滤波器 扩张状态观测器 电流级联观测
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基于TVF-EMD与CYCBD的滚动轴承故障特征提取方法
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作者 瞿红春 詹亦宏 +2 位作者 刘旭晖 段淦森 台合泽 《航空发动机》 北大核心 2026年第1期29-37,共9页
针对航空发动机转子系统中滚动轴承故障在低信噪比环境下特征提取困难的问题,提出了一种基于时变滤波经验模态分解(TVF-EMD)和最大2阶循环平稳盲解卷积(CYCBD)的故障特征提取方法。为减弱故障信号的非线性和非平稳性,采用白鲸优化算法(B... 针对航空发动机转子系统中滚动轴承故障在低信噪比环境下特征提取困难的问题,提出了一种基于时变滤波经验模态分解(TVF-EMD)和最大2阶循环平稳盲解卷积(CYCBD)的故障特征提取方法。为减弱故障信号的非线性和非平稳性,采用白鲸优化算法(BWO)对TVF-EMD的分解参数进行优化,通过包络谱峰值因子筛选出包含故障冲击特征的固有模态分量,并重构相关信号。设置CYCBD算法的滤波器长度和循环频率搜索范围,以包络谱谐波因子作为适应度函数,采用BWO选取最优参数组合,对重构信号进行解卷积运算,通过包络谱分析提取信号故障特征频率,使用故障仿真信号与轴承试验台数据集验证该方法的有效性。结果表明:该方法可提取仿真信号故障频率为120 Hz、轴承试验台故障频率为115.6 Hz,在噪声背景下提取轴承微弱故障特征,提高了轴承故障诊断准确性,通过结合TVF-EMD降噪技术与CYCBD方法,为滚动轴承故障诊断提供了一种新的有效方案。 展开更多
关键词 故障特征提取 滚动轴承 时变滤波经验模态分解 最大2阶循环平稳盲解卷积 故障诊断 航空发动机
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