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Fault diagnosis method for switch control circuit based on SVM-AdaBoost 被引量:6
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作者 WANG Deng-fei CHEN Guang-wu +1 位作者 XING Dong-feng LIANG Dou-dou 《Journal of Measurement Science and Instrumentation》 CAS CSCD 2020年第3期251-257,共7页
In order to realize the fault diagnosis of the control circuit of all-electronic computer interlocking system(ACIS)for railway signals,taking a five-wire switch electronic control module as an research object,we propo... In order to realize the fault diagnosis of the control circuit of all-electronic computer interlocking system(ACIS)for railway signals,taking a five-wire switch electronic control module as an research object,we propose a method of selecting the sample set of the basic classifier by roulette method and realizing fault diagnosis by using SVM-AdaBoost.The experimental results show that the proportion of basic classifier samples affects classification accuracy,which reaches the highest when the proportion is 85%.When selecting the sample set of basic classifier by roulette method,the fault diagnosis accuracy is generally higher than that of the maximum weight priority method.When the optimal proportion 85%is taken,the accuracy is highest up to 96.3%.More importantly,this way can better adapt to the critical data and improve the anti-interference ability of the algorithm,and therefore it provides a basis for fault diagnosis of ACIS. 展开更多
关键词 all-electronic computer interlocking system(ACIS) switch control circuit support vector machine(SVM) ADABOOST fault diagnosis
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Simulation realization of skip cycle mode integrated control circuit in the switching power supply with low standby loss 被引量:2
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作者 屈艾文 程东方 冯旭 《Journal of Shanghai University(English Edition)》 CAS 2007年第3期318-322,共5页
This paper explores and proposes a design solution of an integrated skip cycle mode (SCM) control circuit with a simple structure. The design is simulated and implemented with XD10H-1.0μm modular DIMOS 650 V proces... This paper explores and proposes a design solution of an integrated skip cycle mode (SCM) control circuit with a simple structure. The design is simulated and implemented with XD10H-1.0μm modular DIMOS 650 V process. In order to meet the requirement of a wide temperature range and high yields of products, the schematic extracted from the layout is simulated with five process corners at 27℃ and 90℃. Simulation results demonstrate that the proposed integrated circuit is immune to noise and achieves skipping cycle control when switching mode power supply (SMPS) works with low load or without load. 展开更多
关键词 standby loss skip cycle mode (SCM) switching mode power supply (SMPS) integrated control circuit.
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Low Phase Noise VCO using Novel Harmonic Control Circuit Based on Quad-band Composite Right/Left-handed Transmission Line
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作者 Jae-won CHOI Chul-hun SEO 《Journal of Measurement Science and Instrumentation》 CAS 2010年第4期380-386,共7页
In this paper, a novel Voltage-Controlled Oscillator (VCO) using the harmonic control circuit based on the quad-band Composite Right/Left-Handed (CRLH) Transmission Line (TL) is presented to reduce the phase noi... In this paper, a novel Voltage-Controlled Oscillator (VCO) using the harmonic control circuit based on the quad-band Composite Right/Left-Handed (CRLH) Transmission Line (TL) is presented to reduce the phase noise without the reduction of the frequeacy tuning range and miniaturizing the circuit size. The phase noise has been reduced by the quad-band harmonic control circuit which has the short impedance for the second- and third- and fourth- and fifth-hannonic components. The CRLH TL with two Left-Handed (LH) (backward) and two Right-Handed (RH) (forward) pass bands are used to design the quad-band harmonic control circuit. The high- Q resonator has been used to reduce the phase noise, but it has the problem of the frequency timing range reduction. However, the frequency tuning range of the proposed VCO has not reduced because the phase noise has reduced without the high-Q resonator. The miniaturization of the circuit size is achieved by using the quad-band CRLH TL instead of the conventional RH TL, The phase noise of VCO is - 124.43~ - 122.67 dBc/Hz at 100 kHz in the tuning range of 5. 729 ~5.934 GHz. 展开更多
关键词 VCO phase noise frequency tuning range MINIATURIZATION novel harmonic control circuit quad-band CRLH TLs
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Design of replica bit line control circuit to optimize power for SRAM
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作者 汪鹏君 周可基 +1 位作者 张会红 龚道辉 《Journal of Semiconductors》 EI CAS CSCD 2016年第12期70-75,共6页
A design of a replica bit line control circuit to optimize power for SRAM is proposed. The proposed design overcomes the limitations of the traditional replica bit line control circuit, which cannot shut off the word ... A design of a replica bit line control circuit to optimize power for SRAM is proposed. The proposed design overcomes the limitations of the traditional replica bit line control circuit, which cannot shut off the word line in time. In the novel design, the delay of word line enable and disable paths are balanced. Thus, the word line can be opened and shut off in time. Moreover, the chip select signal is decomposed, which prevents feedback oscillations caused by the replica bit line and the replica word line. As a result, the switch power caused by unnec- essary discharging of the bit line is reduced. A 2-kb SRAM is fully custom designed in an SMIC 65-nm CMOS process. The traditional replica bit line control circuit and the new replica bit line control circuit are used in the designed SRAM, and their performances are compared with each other. The experimental results show that at a supply voltage of 1.2 V, the switch power consumption of the memory array can be reduced by 53.7%. 展开更多
关键词 low power static random access memory (SRAM) replica bit line control circuit circuit design
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Nonlinear feedback control of a novel hyperchaotic system and its circuit implementation 被引量:7
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作者 汪浩祥 蔡国梁 +1 位作者 缪盛 田立新 《Chinese Physics B》 SCIE EI CAS CSCD 2010年第3期150-157,共8页
This paper reports a new hyperchaotic system by adding an additional state variable into a three-dimensional chaotic dynamical system. Some of its basic dynamical properties, such as the hyperchaotic attractor, Lyapun... This paper reports a new hyperchaotic system by adding an additional state variable into a three-dimensional chaotic dynamical system. Some of its basic dynamical properties, such as the hyperchaotic attractor, Lyapunov expo- nents, bifurcation diagram and the hyperchaotic attractor evolving into periodic, quasi-periodic dynamical behaviours by varying parameter k are studied. An effective nonlinear feedback control method is used to suppress hyperchaos to unstable equilibrium. Furthermore, a circuit is designed to realize this new hyperchaotic system by electronic workbench (EWB). Numerical simulations are presented to show these results. 展开更多
关键词 HYPERCHAOS nonlinear feedback control Lyapunov exponents chaos circuit
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Investigation on microprocessor based waveform control of short circuit transfer CO_2 welding 被引量:1
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作者 朱锦洪 石红信 +2 位作者 李兴霞 刘兆魁 涂益民 《China Welding》 EI CAS 2006年第4期26-29,共4页
A new kind of simple and flexible CO2 welding system was developed to carry out waveform control. The system consisted of IGBT inverter, PWM circuit and microprocessor unit ( MPU) , in which the output current of co... A new kind of simple and flexible CO2 welding system was developed to carry out waveform control. The system consisted of IGBT inverter, PWM circuit and microprocessor unit ( MPU) , in which the output current of constant current (CC) power supply could be changed according to transient physical state, and the variable down slope rate control could be used to ensure a stable welding process. The welding experiment results proved the effectiveness of this control approach. 展开更多
关键词 CO2 welding waveform control MICROPROCESSOR short circuit transfer
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Controllability of fractional-order Chua's circuit
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作者 张浩 陈帝伊 +1 位作者 周坤 王一琛 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第3期26-30,共5页
The ultimate proof of our understanding of nature and engineering systems is reflected in our ability to control them.Since fractional calculus is more universal, we bring attention to the controllability of fractiona... The ultimate proof of our understanding of nature and engineering systems is reflected in our ability to control them.Since fractional calculus is more universal, we bring attention to the controllability of fractional order systems. First,we extend the conventional controllability theorem to the fractional domain. Strictly mathematical analysis and proof are presented. Because Chua's circuit is a typical representative of nonlinear circuits, we study the controllability of the fractional order Chua's circuit in detail using the presented theorem. Numerical simulations and theoretical analysis are both presented, which are in agreement with each other. 展开更多
关键词 controlLABILITY Chua's circuit fractional order circuit
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A novel mixed-synchronization phenomenon in coupled Chua's circuits via non-fragile linear control 被引量:3
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作者 王军威 马庆华 曾丽 《Chinese Physics B》 SCIE EI CAS CSCD 2011年第8期113-119,共7页
Dynamical variables of coupled nonlinear oscillators can exhibit different synchronization patterns depending on the designed coupling scheme. In this paper, a non-fragile linear feedback control strategy with multipl... Dynamical variables of coupled nonlinear oscillators can exhibit different synchronization patterns depending on the designed coupling scheme. In this paper, a non-fragile linear feedback control strategy with multiplicative controller gain uncertainties is proposed for realizing the mixed-synchronization of Chua's circuits connected in a drive-response configuration. In particular, in the mixed-synchronization regime, different state variables of the response system can evolve into complete synchronization, anti-synchronization and even amplitude death simultaneously with the drive variables for an appropriate choice of scaling matrix. Using Lyapunov stability theory, we derive some sufficient criteria for achieving global mixed-synchronization. It is shown that the desired non-fragile state feedback controller can be constructed by solving a set of linear matrix inequalities (LMIs). Numerical simulations are also provided to demonstrate the effectiveness of the proposed control approach. 展开更多
关键词 mix-synchronization Chua's circuit non-fragile control Lyapunov stability linear ma-trix inequality
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Phase-controlled coherent population trapping in superconducting quantum circuits
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作者 程广玲 王一平 陈爱喜 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第4期215-220,共6页
We investigate the influences of the-applied-field phases and amplitudes on the coherent population trapping behavior in superconducting quantum circuits. Based on the interactions of the microwave fields with a singl... We investigate the influences of the-applied-field phases and amplitudes on the coherent population trapping behavior in superconducting quantum circuits. Based on the interactions of the microwave fields with a single A-type three-level fluxonium qubit, the coherent population trapping could be obtainable and it is very sensitive to the relative phase and amplitudes of the applied fields. When the relative phase is tuned to 0 or π, the maximal atomic coherence is present and coherent population trapping occurs. While for the choice of π/2, the atomic coherence becomes weak. Meanwhile, for the fixed relative phase π/2, the value of coherence would decrease with the increase of Rabi frequency of the external field coupled with two lower levels. The responsible physical mechanism is quantum interference induced by the control fields, which is indicated in the dressed-state representation. The microwave coherent phenomenon is present in our scheme, which will have potential applications in optical communication and nonlinear optics in solid-state devices. 展开更多
关键词 coherent population trapping phase control superconducting quantum circuits
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The voltage-current relationship and equivalent circuit implementation of parallel flux-controlled memristive circuits 被引量:3
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作者 包伯成 冯霏 +1 位作者 董伟 潘赛虎 《Chinese Physics B》 SCIE EI CAS CSCD 2013年第6期621-626,共6页
A flux-controlled memristor characterized by smooth cubic nonlinearity is taken as an example, upon which the voltage-current relationships (VCRs) between two parallel memristive circuits - a parallel memristor and ... A flux-controlled memristor characterized by smooth cubic nonlinearity is taken as an example, upon which the voltage-current relationships (VCRs) between two parallel memristive circuits - a parallel memristor and capacitor circuit (the parallel MC circuit), and a parallel memristor and inductor circuit (the parallel ML circuit) - are investigated. The results indicate that the VCR between these two parallel memristive circuits is closely related to the circuit parameters, and the frequency and amplitude of the sinusoidal voltage stimulus. An equivalent circuit model of the memristor is built, upon which the circuit simulations and exper/mental measurements of both the parallel MC circuit and the parallel ML circuit are performed, and the results verify the theoretical analysis results. 展开更多
关键词 flux-controlled memristor memristor and capacitor (MC) circuit memristor and inductor (ML)circuit equivalent circuit
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Controlling Liu Chaotic System with Feedback Method and Its Circuit Realization
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作者 Mingjun Wang 《International Journal of Modern Nonlinear Theory and Application》 2016年第1期40-47,共8页
In the paper, the Liu system with a feedback controller is discussed. The influence of the feedback coefficient of the controlled system is studied through Lyapunov exponents spectrum and bifurcation diagram. Various ... In the paper, the Liu system with a feedback controller is discussed. The influence of the feedback coefficient of the controlled system is studied through Lyapunov exponents spectrum and bifurcation diagram. Various attractors are demonstrated not only by numerical simulations but also by circuit experiments. Only one feedback channel is used in our study, which is useful in communication. The circuit experiments show that our study has significance in practical applications. 展开更多
关键词 Liu System Chaotic circuit Chaotic control circuit Realization
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Effects of current waveform parameters during droplet transfer on spatter in high speed waveform controlled Short-circuiting GMAW 被引量:4
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作者 吕小青 曹彪 +1 位作者 曾敏 黄增好 《China Welding》 EI CAS 2005年第2期121-124,共4页
Aim at improving the stability of the Short-circuiting Gas Metal Arc Welding (GMAW-S) process for the enhanced speed usage, effects of current waveform parameters during short-term on the welding stability have been... Aim at improving the stability of the Short-circuiting Gas Metal Arc Welding (GMAW-S) process for the enhanced speed usage, effects of current waveform parameters during short-term on the welding stability have been investigated by experimental method. The welding power source used for the research is an inverter with a special current waveform control. It is shown that the spatter decreases at first then increases with each increase of the low current period, current increase rate and the maximum current limit. The test results are provided for welding of 1 mm and 3 mm mild steel at speed of 1.2 m/min. The stable GMA W-S process under high speed welding condition has been achieved by optimizing the parameters. 展开更多
关键词 gas metal arc welding short circuit arc current waveform control high speed welding SPATTER
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Using Automation Controller System and Simulation Program for Testing Closed Circuits of Mini-Sprinkler Irrigation System 被引量:2
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作者 Hani A. Mansour Hany M. Mehanna +1 位作者 Mohamed E. El-Hagarey Ahmehd S. Hassan 《Open Journal of Modelling and Simulation》 2013年第2期14-23,共10页
The field experiments were conducted at the experimental farm of Faculty of agricultural, southern Illinois University SIUC, USA. The project makes the irrigation automated. With the use of low cost sensors and the si... The field experiments were conducted at the experimental farm of Faculty of agricultural, southern Illinois University SIUC, USA. The project makes the irrigation automated. With the use of low cost sensors and the simple circuitry makes currently project a low cost product, which can be bought even by a poor farmer. This research work is best suited for places where water is scares and has to be used in limited quantity and this proposal is a model to modernize the agriculture industries at a mass scale with optimum expenditure. In the field of agricultural engineering, use of sensor method of irrigation operation is important and it is well known that closed circuits of Mini-sprinkler irrigation system are very economical and efficient. Closed circuits are considered one of the modifications of Mini-sprinkler irrigation system, and added advantages to Mini-sprinkler irrigation system because it can relieve low operating pressures problem at the end of the lateral lines. In the conventional closed circuits of Mini-sprinkler irrigation system, the farmer has to keep watch on irrigation timetable, which is different for different crops. Using this system, one can save manpower, water to improve production and ultimately profit. The data could be summarized in following: Irrigation methods under study when using lateral length 60 mcould be ranked in the following ascending order according the values of the predicted and measured head losses CM1M-SIS CM2M-SIS.The correlation (Corr.) coefficients were used to compare the predicted and measured head losses along the lateral lines of all the closed circuits designs. Generally, the values of correlation analysis were (>0.90) were obtained with 0% field slope60 mlength (experimental conditions) for all closed circuits.The interaction between irrigation methods: at the start there are significant differences between CM2M-SIS and CM1M-SIS. 展开更多
关键词 Automation controller Simulation Program Mini-Sprinkler IRRIGATION LATERAL CLOSED circuitS
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Current Control Strategy of Chain Circuit STATCOM 被引量:15
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作者 WANG Xuan FU Jian +4 位作者 TENG Letian SUN Lijing ZHAO Ruibin WU Shouyuan DENG Zhanfeng 《中国电机工程学报》 EI CSCD 北大核心 2012年第12期I0001-I0022,共22页
在链式静止同步补偿器(static synchronous compen-sator,STATCOM)小信号交流模型的基础上,提出简化的STATCOM电流控制闭环系统;分别对典型Ⅰ型、典型Ⅱ型控制系统的电流调节器进行参数优化及比较,分析表明,对于电流阶跃响应,系统处... 在链式静止同步补偿器(static synchronous compen-sator,STATCOM)小信号交流模型的基础上,提出简化的STATCOM电流控制闭环系统;分别对典型Ⅰ型、典型Ⅱ型控制系统的电流调节器进行参数优化及比较,分析表明,对于电流阶跃响应,系统处于线性控制状态时超调量相对百分比不变,处于限幅非线性状态时超调量绝对值不变;采用比例调节器的典型I型系统稳态精度稍差,但动态控制精度较高,适合用于链式STATCOM工程装置;在a-b-c坐标系下仿真表明,应用优化设计的典型Ⅰ型系统控制参数,链式STATCOM输出电流可以快速跟踪参考值变化,具有良好的稳定性和跟踪精度。 展开更多
关键词 STATCOM 电流控制策略 链路 静态同步补偿器 跟踪精度 控制系统 动态模型 稳定性
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Computer simulation of short-circuiting transfer welding under waveform control on inverter power source
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作者 杨立军 冯胜强 +3 位作者 董天顺School of Materials Science and Technology Hebei University of Technology Tianjin 李桓 《China Welding》 EI CAS 2007年第1期9-13,共5页
A simulation model is introduced about the non-linearity process of short-circuiting transfer in CO2 arc welding for displaying the interaction between the inverter power source and welding arc under waveform control.... A simulation model is introduced about the non-linearity process of short-circuiting transfer in CO2 arc welding for displaying the interaction between the inverter power source and welding arc under waveform control. In the simulation model, the feedback signals of current and voltage are taken respectively at the different phase in a short circuit periodic time and applied to the PWM (pulse width modulation) module in a model of inverter power source to control the output of power source. The simulation operation about the dynamic process of CO2 short-circuiting transfer welding is implemented on the founded simulation model with a peak arc current of 400 A and a peak voltage of 35 V, producing the dynamic arc waveforms which can embody the effect of inverter harmonic wave. The simulating waveforms are close to that of welding experiments. 展开更多
关键词 INVERTER SIMULATION short-circuiting transfer harmonic wave waveform control
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一种动态精准的Flash型FPGA内核电源控制技术
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作者 马金龙 潘乐乐 +2 位作者 韦文勋 江少祥 于宗光 《半导体技术》 北大核心 2026年第3期263-269,共7页
为满足Flash型现场可编程门阵列(FPGA)在多工作模式下内核电源供电的安全性与可靠性需求,设计并实现了一种Flash型FPGA内核电源控制逻辑电路。该电路利用Flash器件的非易失特性集成状态记忆模块,精准识别FPGA的5种工作状态。通过动态控... 为满足Flash型现场可编程门阵列(FPGA)在多工作模式下内核电源供电的安全性与可靠性需求,设计并实现了一种Flash型FPGA内核电源控制逻辑电路。该电路利用Flash器件的非易失特性集成状态记忆模块,精准识别FPGA的5种工作状态。通过动态控制JD7节点电平,实现了内核电源的精准管理与电气隔离:在非用户模式下将JD7置为电源电压V_(CC),以消除信号冲突风险;在用户模式下切换为GND,建立完整的电源回路。电路在一款60万门规模的Flash型FPGA中集成验证,测试结果表明,在55~125℃范围内及±5%电源电压波动条件下,全片擦除后静态电流低至1 mA,用户模式下功能正确。本研究为高可靠Flash型FPGA提供了一种有效的内核电源管理解决方案,显著提升了芯片的鲁棒性。 展开更多
关键词 Flash型现场可编程门阵列(FPGA) 内核电源供电 电源控制电路 非易失存储 高可靠性
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基于高频负序电流的永磁电机伺服系统匝间短路故障诊断方法
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作者 傅捷 饶尧 +2 位作者 王伟 郑再平 黄玉平 《导弹与航天运载技术(中英文)》 北大核心 2026年第1期58-66,共9页
永磁同步电机因具备高功率因数、高运行效率和高功率密度,已广泛用于航空航天飞行器中,可实现高动态的伺服运动。然而,在长期跟踪控制或姿态保持过程中电机容易发生匝间短路故障,且在伺服工况下故障信号具有时域非周期性特征,给故障诊... 永磁同步电机因具备高功率因数、高运行效率和高功率密度,已广泛用于航空航天飞行器中,可实现高动态的伺服运动。然而,在长期跟踪控制或姿态保持过程中电机容易发生匝间短路故障,且在伺服工况下故障信号具有时域非周期性特征,给故障诊断带来较大挑战。针对这一问题,提出一种基于高频负序电流的匝间短路故障诊断方法。首先,建立永磁同步电机匝间短路故障简化解析模型,揭示故障对电气量的特征影响;其次,在控制系统中注入高频电压信号,并利用带通滤波器提取电机的高频电流响应;最后,计算高频电流的负序分量作为故障诊断指标,实现故障的实时识别。将高频负序电流作为故障特征,能够有效区分伺服状态下电机的正常运行状态与匝间短路故障状态,并提升诊断速度与鲁棒性。仿真验证表明,所提方法可在电机位置、转速和负载快速变化等伺服工况下实现可靠诊断,诊断时间不超过一个基波周期,具有良好的工程应用潜力。 展开更多
关键词 永磁同步电机 伺服控制 匝间短路故障 高频注入 负序电流
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五相永磁同步电动机无模型预测容错控制
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作者 周华伟 朱流川 +1 位作者 周振伍 颜黎浩 《江苏大学学报(自然科学版)》 北大核心 2026年第1期71-78,共8页
针对开路故障下运行时五相永磁同步电动机参数易发生摄动,严重影响模型预测电流控制性能的问题,提出一种新的无模型预测容错控制策略.在同步旋转坐标系中建立五相永磁同步电动机相开路故障情况下的模型,分析由参数摄动及未建模动态引起... 针对开路故障下运行时五相永磁同步电动机参数易发生摄动,严重影响模型预测电流控制性能的问题,提出一种新的无模型预测容错控制策略.在同步旋转坐标系中建立五相永磁同步电动机相开路故障情况下的模型,分析由参数摄动及未建模动态引起的总扰动.基于超局部模型,在基波和三次谐波平面中设计扩展状态观测器估计扰动,并将其补偿到基于无差拍控制得到的参考电压中.在MATLAB/Simulink中搭建基于五相PMSM的MF-PFTC模型,并与传统MPFTC进行性能对比仿真分析.建立五相PMSM试验平台,分别对传统MPFTC策略和所提出MF-PFTC策略进行相关试验.结果表明:所提出方法在正常和开路故障情况下均具备优良的稳态、动态和鲁棒性能,验证了所提出策略的有效性. 展开更多
关键词 永磁同步电动机 无模型预测控制 容错控制 开路故障 参数失配 超局部模型 扩展状态观测器
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单级高密电源适配器拓扑及其控制策略研究
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作者 陈庆彬 张翔锃 +2 位作者 汪金帅 陈耀东 陈为 《中国电机工程学报》 北大核心 2026年第4期1592-1603,I0025,共13页
传统75 W以上的电源适配器为了满足输入功率因数及谐波的要求,需采用两级式的拓扑结构,已经成为其功率密度进一步提升的技术瓶颈。针对该问题,提出了一种单级高功率密度的电源适配器拓扑,该拓扑在传统电源适配器电路的基础上,除去前级... 传统75 W以上的电源适配器为了满足输入功率因数及谐波的要求,需采用两级式的拓扑结构,已经成为其功率密度进一步提升的技术瓶颈。针对该问题,提出了一种单级高功率密度的电源适配器拓扑,该拓扑在传统电源适配器电路的基础上,除去前级功率因数校正(power factor correct,PFC)电路及输入电解电容,并在反激变换器上增设一路能量补偿电路,通过控制储能电容中能量的储存与释放,可以在实现PFC功能的同时,满足输出电压纹波的要求,从而有效提升电源适配器的功率密度。据此提出了一种基于单周期控制的综合控制策略,并对拓扑中关键的电气参数进行设计。最后,搭建了一台80 W的系统原理样机验证所提方案的正确性和可行性。 展开更多
关键词 电源适配器 能量补偿电路 单周期控制 高功率密度 低输出电压纹波
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Modeling analysis and optimization design of the thermostatical control system of laser instrument of the semiconductor 被引量:11
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作者 张新义 张建军 《微计算机信息》 北大核心 2008年第1期268-270,共3页
Influence produced by the heat effect at work of the laser instrument crystal of the semiconductor, the text designs a kind of temperature control system to the crystal of the laser instrument, using the thought and m... Influence produced by the heat effect at work of the laser instrument crystal of the semiconductor, the text designs a kind of temperature control system to the crystal of the laser instrument, using the thought and method of the classical control theory to analyze this temperature control system, and establishes mathematics model. According to mathematics model the text demonstrated the system at S field and time- area, and proposed optimizing basis to the total mark of proportion and differential parameter to con- troller PID, thus proposed a kind of temperature control scheme. And the thermostatically system is simulated by MATLAB. 展开更多
关键词 激光器 半导体制冷器 PID控制电路
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