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Temperature control for liquid-cooled fuel cells based on fuzzy logic and variable-gain generalized supertwisting algorithm
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作者 CHEN Lin JIA Zhi-huan +1 位作者 DING Tian-wei GAO Jin-wu 《控制理论与应用》 北大核心 2025年第8期1596-1605,共10页
The liquid cooling system(LCS)of fuel cells is challenged by significant time delays,model uncertainties,pump and fan coupling,and frequent disturbances,leading to overshoot and control oscillations that degrade tempe... The liquid cooling system(LCS)of fuel cells is challenged by significant time delays,model uncertainties,pump and fan coupling,and frequent disturbances,leading to overshoot and control oscillations that degrade temperature regulation performance.To address these challenges,we propose a composite control scheme combining fuzzy logic and a variable-gain generalized supertwisting algorithm(VG-GSTA).Firstly,a one-dimensional(1D)fuzzy logic controler(FLC)for the pump ensures stable coolant flow,while a two-dimensional(2D)FLC for the fan regulates the stack temperature near the reference value.The VG-GSTA is then introduced to eliminate steady-state errors,offering resistance to disturbances and minimizing control oscillations.The equilibrium optimizer is used to fine-tune VG-GSTA parameters.Co-simulation verifies the effectiveness of our method,demonstrating its advantages in terms of disturbance immunity,overshoot suppression,tracking accuracy and response speed. 展开更多
关键词 liquid-cooled fuel cell temperature control generalized supertwisting algorithm fuzzy control equilibrium optimizer
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基于BAS—Smith—Fuzzy PID的物联网水肥控制系统研究 被引量:2
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作者 丁筱玲 王克林 +3 位作者 李军台 郭冰 李志勇 赵立新 《中国农机化学报》 北大核心 2025年第4期240-247,共8页
针对水肥控制难度大,传统灌溉施肥方法智能化程度较低的问题,设计一种基于BAS—Smith—Fuzzy PID的物联网水肥一体化控制系统。以控制混合肥液的EC(电导率)值为目标,在传统模糊PID控制算法的基础上引入BAS(天牛须搜索)算法和Smith预估... 针对水肥控制难度大,传统灌溉施肥方法智能化程度较低的问题,设计一种基于BAS—Smith—Fuzzy PID的物联网水肥一体化控制系统。以控制混合肥液的EC(电导率)值为目标,在传统模糊PID控制算法的基础上引入BAS(天牛须搜索)算法和Smith预估器。通过MATLAB/Simulink软件仿真,验证其寻优和优化能力,对比常规PID、BAS—PID模型,结果表明,BAS—Smith—Fuzzy PID控制器拥有优异控制性能。基于STM32主控平台搭建单通道混肥装置,配置MCGS触摸屏上位机并基于Android平台开发客户端进行人机交互,试验结果表明,BAS—Smith—Fuzzy PID的调节时间对比常规PID、BAS—PID缩短17.1%、63%、超调量降低82.1%、87.2%。 展开更多
关键词 水肥一体化 BAS算法 模糊PID控制 物联网 SIMULINK仿真
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基于AW-CPSO-Fuzzy-PID的茶鲜叶分级输送速度控制器研究 被引量:1
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作者 胡永光 靳筱天 +2 位作者 张志 鹿永宗 潘庆民 《农业机械学报》 北大核心 2025年第4期275-283,共9页
为解决基于机器视觉的茶鲜叶分级输送速度控制精度低的问题,本文设计一种引入自适应权重与Circle混沌映射的PSO优化模糊PID控制器(AW-CPSO-Fuzzy-PID),并开展基于改进模糊PID的茶鲜叶分级输送速度控制。在茶鲜叶输送传动系统作业过程中... 为解决基于机器视觉的茶鲜叶分级输送速度控制精度低的问题,本文设计一种引入自适应权重与Circle混沌映射的PSO优化模糊PID控制器(AW-CPSO-Fuzzy-PID),并开展基于改进模糊PID的茶鲜叶分级输送速度控制。在茶鲜叶输送传动系统作业过程中,当设定输送速度为78.5 mm/s时,每1 ms记录一次,输送速度波动可控制在0.7 mm/s内;改进模糊PID茶鲜叶输送传动系统响应时间比传统PID与模糊PID分别减少81.41%、61.74%;超调量分别降低81.24%、41.82%;采集目标图像平均峰值信噪比分别提高5.8、10.4 dB。结果表明,本文提出的方法具有更好的寻优性能和收敛速度。研究结果为基于机器视觉的茶鲜叶自动分级系统精确而稳定的控制奠定了理论基础,为解决由输送速度波动导致的图像模糊问题提供了技术方案。 展开更多
关键词 茶鲜叶分级 输送速度 模糊PID控制 粒子群算法
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IDBO-Fuzzy-PID控制器在立磨机液压控制中的应用
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作者 李玲 刘佳芸 +2 位作者 李瑶 程福安 解妙霞 《中南大学学报(自然科学版)》 北大核心 2025年第9期3724-3736,共13页
为解决立磨机液压控制系统存在的非线性、时变性问题,本文提出了一种基于改进蜣螂算法(improved dung beetle optimizer,IDBO)的模糊PID控制器(IDBO-Fuzzy-PID)。首先,基于立磨机液压位置控制系统模型,设计模糊PID控制器以实时调整控制... 为解决立磨机液压控制系统存在的非线性、时变性问题,本文提出了一种基于改进蜣螂算法(improved dung beetle optimizer,IDBO)的模糊PID控制器(IDBO-Fuzzy-PID)。首先,基于立磨机液压位置控制系统模型,设计模糊PID控制器以实时调整控制参数;其次,针对DBO算法存在的种群多样性匮乏、全局搜索能力弱、易陷局部最优等不足,引入佳点集与反向学习、自适应繁殖偷窃及自适应混合变异3种策略进行改进,并通过多类型测试函数验证IDBO收敛速度及求解精度;最后,构建联合仿真平台,验证控制器在随机干扰与系统参数波动条件下的控制性能。研究结果表明:本文提出的IDBO-Fuzzy-PID控制器具有良好的跟踪性能与时变适应性,系统平衡点附近上升、调节时间最短,基本无超调至目标位移;在外界扰动条件下,液压杆振幅降至0.252 mm,较PID控制器降幅达71.3%,其抗干扰性能最优;在系统参数波动条件下,其稳定性未受显著影响,正弦波跟踪性能最优。该控制器通过动态调整参数以快速补偿液压杆位移的偏差,有效抑制了磨辊的波动,提升了磨粉工艺的稳定性。 展开更多
关键词 立磨机 液压控制 模糊PID控制 蜣螂优化算法 联合仿真
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Constrained predictive control based on T-S fuzzy model for nonlinear systems 被引量:7
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作者 Su Baili Chen Zengqiang Yuan Zhuzhi 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2007年第1期95-100,共6页
A constrained generalized predictive control (GPC) algorithm based on the T-S fuzzy model is presented for the nonlinear system. First, a Takagi-Sugeno (T-S) fuzzy model based on the fuzzy cluster algorithm and th... A constrained generalized predictive control (GPC) algorithm based on the T-S fuzzy model is presented for the nonlinear system. First, a Takagi-Sugeno (T-S) fuzzy model based on the fuzzy cluster algorithm and the orthogonalleast square method is constructed to approach the nonlinear system. Since its consequence is linear, it can divide the nonlinear system into a number of linear or nearly linear subsystems. For this T-S fuzzy model, a GPC algorithm with input constraints is presented. This strategy takes into account all the constraints of the control signal and its increment, and does not require the calculation of the Diophantine equations. So it needs only a small computer memory and the computational speed is high. The simulation results show a good performance for the nonlinear systems. 展开更多
关键词 Generalized predictive control (GPC) Nonlinear system T-S fuzzy model Input constraint fuzzy cluster
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Adaptive fuzzy sliding mode control for robotic airship with model uncertainty and external disturbance 被引量:6
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作者 Yueneng Yang Jie Wu Wei Zheng 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2012年第2期250-255,共6页
An adaptive fuzzy sliding mode control (AFSMC) ap- proach is proposed for a robotic airship. First, the mathematical model of an airship is derived in the form of a nonlinear control system. Second, an AFSMC approac... An adaptive fuzzy sliding mode control (AFSMC) ap- proach is proposed for a robotic airship. First, the mathematical model of an airship is derived in the form of a nonlinear control system. Second, an AFSMC approach is proposed to design the attitude control system of airship, and the global stability of the closed-loop system is proved by using the Lyapunov stability theorem. Finally, simulation results verify the effectiveness and robustness of the proposed control approach in the presence of model uncertainties and external disturbances. 展开更多
关键词 flight control sliding mode fuzzy system adaptation law station keeping airship.
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Design of TakagiSugeno fuzzy model based nonlinear sliding model controller 被引量:1
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作者 Xu gong Chen Zengqiang Yuan Zhuzhi 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2005年第4期847-851,共5页
A design method is presented for Takagi-Sugeno (T-S) fuzzy model based nonlinear sliding model controller. First, the closed-loop fuzzy system is divided into a set of dominant local linear systems according to oper... A design method is presented for Takagi-Sugeno (T-S) fuzzy model based nonlinear sliding model controller. First, the closed-loop fuzzy system is divided into a set of dominant local linear systems according to operating sub-regions. In each sub-region the fuzzy system consists of nominal linear system and a group of interacting systems. Then the controller composed two parts is designed. One part is designed to control the nominal system, the other is designed to control the interacting systems with sliding mode theory. The proposed controller can improve the robusmess and gnarantee tracking performance of the fuzzy system. Stability is guaranteed without finding a common positive definite matrix. 展开更多
关键词 sliding model control fuzzy control T-S fuzzy model Lyapunov stability
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Fuzzy Control of Model Travel Tracking for Vehicle Semi-Active Suspension 被引量:1
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作者 管继富 武云鹏 +1 位作者 顾亮 黄华 《Defence Technology(防务技术)》 SCIE EI CAS 2006年第4期241-244,共4页
The control strategy of the model travel tracking for the vehicle suspension sys tem is presented based on analyzing the responses of the vehicle suspension tra vel. A fuzzy control system of vehicle suspension is des... The control strategy of the model travel tracking for the vehicle suspension sys tem is presented based on analyzing the responses of the vehicle suspension tra vel. A fuzzy control system of vehicle suspension is designed, in which the sus pension travel output of the adaptive LQG control system is taken as the tracking objective. The simulation results prove that the suspension travel and vertical acceleration can be tracked simultaneously with the simple fuzzy controller, and the tracking effect of fuzzy control is better than that of the PID controller. 展开更多
关键词 车辆 半主动悬挂系统 模糊控制 适应性控制 模型行程跟踪
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Modeling and Stability Analysis for Non-linear Network Control System Based on T-S Fuzzy Model 被引量:2
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作者 ZHANG Hong FANG Huajing 《现代电子技术》 2007年第5期138-141,144,共5页
Based on the T-S fuzzy model,this paper presents a new model of non-linear network control system with stochastic transfer delay.Sufficient criterion is proposed to guarantee globally asymptotically stability of this ... Based on the T-S fuzzy model,this paper presents a new model of non-linear network control system with stochastic transfer delay.Sufficient criterion is proposed to guarantee globally asymptotically stability of this two-levels T-S fuzzy model.Also a T-S fuzzy observer of NCS is designed base on this two-levels T-S fuzzy model.All these results present a new approach for networked control system analysis and design. 展开更多
关键词 模糊模型 非线性系统 时延 网络控制系统 通信技术
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Constrained Power Plant Coordinated Predictive Control Using Neurofuzzy Model 被引量:1
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作者 LIU Xiang-Jie LIU Ji-Zhen 《自动化学报》 EI CSCD 北大核心 2006年第5期785-790,共6页
In unit steam-boiler generation, a coordinated control strategy is required to ensure a higher rate of load change without violating thermal constraints. The process is characterized by nonlinearity and uncertainty. W... In unit steam-boiler generation, a coordinated control strategy is required to ensure a higher rate of load change without violating thermal constraints. The process is characterized by nonlinearity and uncertainty. While neural networks can model highly complex nonlinear dynamical systems, they produce black box models. This has led to significant interest in neuro-fuzzy networks (NFNs) to represent a nonlinear dynamical process by a set of locally valid and simpler submodels. Two alternative methods of exploiting the NFNs within a generalised predictive control (GPC) framework for nonlinear model predictive control are described. Coordinated control of steam-boiler generation using the two nonlinear GPC methods show excellent tracking and disturbance rejection results and improved performance compared with conventional linear GPC. 展开更多
关键词 Coordinated control neuro-fuzzy networks GPC
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Robust fuzzy sliding-mode control for T-S model based permanent magnet synchronous motor
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作者 张细政 王耀南 《中南大学学报(自然科学版)》 EI CAS CSCD 北大核心 2009年第S1期68-73,共6页
A fuzzy sliding-mode control (FSMC) scheme based on T-S fuzzy models was proposed for the permanent magnet synchronous motor (PMSM) drive system to solve the speed tracking problem. A T-S fuzzy model was firstly forme... A fuzzy sliding-mode control (FSMC) scheme based on T-S fuzzy models was proposed for the permanent magnet synchronous motor (PMSM) drive system to solve the speed tracking problem. A T-S fuzzy model was firstly formed to represent the nonlinear system of PMSM. For converting the tracking control into a stabilization problem, a new control design was proposed to define the internal desired states. Then, the FSMC controller for PMSM system with parameter variation and load disturbance was designed based on the fuzzy model. The performance of the proposed controller was verified by experimental results on PMSM system. The results show that the FSMC scheme can drive the dynamics of PMSM into a designated sliding surface in finite time and guarantee the property of asymptotical stability. The information of upper bound of modeling errors as well as perturbations is not required when using the FSMC controller. 展开更多
关键词 PERMANENT MAGNET SYNCHRONOUS motor (PMSM) uncertain T-S nonlinear systems sliding-mode control fuzzy SLIDING surfaces linear matrix INEQUALITIES (LMIs)
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基于GA-Fuzzy-PID算法的棉田施肥灌溉系统研究 被引量:1
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作者 王昊 张立新 +2 位作者 胡雪 李文春 王晓瑛 《农机化研究》 北大核心 2025年第4期50-56,64,共8页
在水肥一体控制器中,PID控制算法易引起超调,产生振荡;Fuzzy-PID控制算法由于参数基于人为经验设定,控制欠细腻。针对上述问题,研究并设计了一种基于GA-Fuzzy-PID算法的控制器,以期实现施肥灌溉系统的精准控制。在不同目标EC设定值下,对... 在水肥一体控制器中,PID控制算法易引起超调,产生振荡;Fuzzy-PID控制算法由于参数基于人为经验设定,控制欠细腻。针对上述问题,研究并设计了一种基于GA-Fuzzy-PID算法的控制器,以期实现施肥灌溉系统的精准控制。在不同目标EC设定值下,对PID算法、Fuzzy-PID算法和GA-Fuzzy-PID算法进行仿真对比。结果表明:基于GA-Fuzzy-PID的控制器具有优异的控制效果,更能满足施肥灌溉系统精准控制的要求。 展开更多
关键词 棉田 灌溉施肥 精准控制 遗传优化 GA-fuzzy-PID
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模糊控制技术在多工位输送机中的应用——基于Fuzzy-Control软件 被引量:2
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作者 路欣 《农机化研究》 北大核心 2010年第10期164-166,173,共4页
多工位输送机是一种可用在农药和化肥等农资产品纸塑包装后的装箱设备,其工作位置的定位要求快速准确,采用传统步进电机的开环控制难以达到要求。为此,以S7-300型PLC为平台,采用Fuzzy-Control软件运用模糊控制技术进行闭环设计,提高了... 多工位输送机是一种可用在农药和化肥等农资产品纸塑包装后的装箱设备,其工作位置的定位要求快速准确,采用传统步进电机的开环控制难以达到要求。为此,以S7-300型PLC为平台,采用Fuzzy-Control软件运用模糊控制技术进行闭环设计,提高了设备定位的准确性。 展开更多
关键词 模糊控制 步进电机 位置控制 可编程序控制器(PLC)
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基于FUZZY算法的塑料热压机压力微分反馈控制
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作者 马慧娟 任燕 《合成树脂及塑料》 北大核心 2025年第5期70-73,共4页
在压力波动或不稳定情况下,塑料热压机响应速度和稳定性受限,基于FUZZY算法,设计了一种塑料热压机压力微分反馈控制器。根据塑料热压机的工作原理,分析塑料热压机的压力变化,依据数据库和规则库的推理化及输出模糊控制结果的反模糊化过... 在压力波动或不稳定情况下,塑料热压机响应速度和稳定性受限,基于FUZZY算法,设计了一种塑料热压机压力微分反馈控制器。根据塑料热压机的工作原理,分析塑料热压机的压力变化,依据数据库和规则库的推理化及输出模糊控制结果的反模糊化过程,模糊处理高低压力,将模糊控制与比例-积分-微分控制相结合,形成微分反馈控制器,利用面积重心法求解模糊规则,根据实际压力与目标压力的偏差,进行塑料热压机压力自动调整。结果表明:微分反馈控制器的响应速度较快,仅需0.5 s即可启动热压机,且压力控制超调量仅为0.2 MPa,即使受到扰动影响也可以快速恢复正常工作,具有长期的控制效果,保证了塑料热压机工作稳定性。 展开更多
关键词 热压机 比例-积分-微分控制器 模糊控制 压力控制 面积重心法
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Fuzzy iterative learning control of electro-hydraulic servo system for SRM direct-drive volume control hydraulic press 被引量:18
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作者 郑建明 赵升吨 魏树国 《Journal of Central South University》 SCIE EI CAS 2010年第2期316-322,共7页
A new kind of volume control hydraulic press that combines the advantages of both hydraulic and SRM(switched reluctance motor) driving technology is developed.Considering that the serious dead zone and time-variant no... A new kind of volume control hydraulic press that combines the advantages of both hydraulic and SRM(switched reluctance motor) driving technology is developed.Considering that the serious dead zone and time-variant nonlinearity exist in the volume control electro-hydraulic servo system,the ILC(iterative learning control) method is applied to tracking the displacement curve of the hydraulic press slider.In order to improve the convergence speed and precision of ILC,a fuzzy ILC algorithm that utilizes the fuzzy strategy to adaptively adjust the iterative learning gains is put forward.The simulation and experimental researches are carried out to investigate the convergence speed and precision of the fuzzy ILC for hydraulic press slider position tracking.The results show that the fuzzy ILC can raise the iterative learning speed enormously,and realize the tracking control of slider displacement curve with rapid response speed and high control precision.In experiment,the maximum tracking error 0.02 V is achieved through 12 iterations only. 展开更多
关键词 hydraulic press volume control electro-hydraulic servo iterative learning control fuzzy control
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Adaptive Fuzzy Control for a Class of MIMO Nonlinear Systems with Unknown Dead-zones 被引量:14
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作者 ZHANG Tian-Ping YI Yang 《自动化学报》 EI CSCD 北大核心 2007年第1期96-100,共5页
A design scheme of adaptive fuzzy controller for a class of uncertain MIMO nonlinear systems with unknown dead-zones and a triangular control structure is proposed in this pa-per.The design is based on the principle o... A design scheme of adaptive fuzzy controller for a class of uncertain MIMO nonlinear systems with unknown dead-zones and a triangular control structure is proposed in this pa-per.The design is based on the principle of sliding mode control and the property of Nussbaum function.The approach does not require a priori knowledge of the signs of the control gains and the upper bounds and lower bounds of dead-zone parameters to be known a priori.By introducing the integral-type Lyapunov function and adopting the adaptive compensation term of the upper bound of the optimal approximation error and the dead-zone disturbance,the closed-loop control system is proved to be semi-globally stable in the sense that all signals involved are bounded,with tracking errors converging to zero. 展开更多
关键词 DEAD-ZONE fuzzy control adaptive control sliding mode control Nussbaum function
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Tuning of fuzzy PID controller for Smith predictor 被引量:11
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作者 荣辉桂 郑蕙 +1 位作者 黎峥强 夏宇翔 《Journal of Central South University》 SCIE EI CAS 2010年第3期566-571,共6页
An analytical tuning method was proposed for fuzzy PID controller used in Smith predictor in order to extend its application and improve its robustness. The fuzzy PID controller was expressed as a sliding mode control... An analytical tuning method was proposed for fuzzy PID controller used in Smith predictor in order to extend its application and improve its robustness. The fuzzy PID controller was expressed as a sliding mode control. Based on Lyapunov theory, Smith predictor was analyzed in time domain. The parameters of the fuzzy PID controller can be obtained using traditional linear control theory and sliding mode control theory. The simulation experiments were implemented. The simulation results show that the control performance, robustness and stability of the fuzzy PID controller are better than those of the PID controller in Smith predictor. 展开更多
关键词 Smith predictor Lyapunov theory fuzzy PID controller ROBUSTNESS
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Genetic algorithm and particle swarm optimization tuned fuzzy PID controller on direct torque control of dual star induction motor 被引量:16
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作者 BOUKHALFA Ghoulemallah BELKACEM Sebti +1 位作者 CHIKHI Abdesselem BENAGGOUNE Said 《Journal of Central South University》 SCIE EI CAS CSCD 2019年第7期1886-1896,共11页
This study presents analysis, control and comparison of three hybrid approaches for the direct torque control (DTC) of the dual star induction motor (DSIM) drive. Its objective consists of combining three different he... This study presents analysis, control and comparison of three hybrid approaches for the direct torque control (DTC) of the dual star induction motor (DSIM) drive. Its objective consists of combining three different heuristic optimization techniques including PID-PSO, Fuzzy-PSO and GA-PSO to improve the DSIM speed controlled loop behavior. The GA and PSO algorithms are developed and implemented into MATLAB. As a result, fuzzy-PSO is the most appropriate scheme. The main performance of fuzzy-PSO is reducing high torque ripples, improving rise time and avoiding disturbances that affect the drive performance. 展开更多
关键词 dual star induction motor drive direct torque control particle swarm optimization (PSO) fuzzy logic control genetic algorithms
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Fault detection for nonlinear networked control systems based on fuzzy observer 被引量:6
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作者 Zhangqing Zhu Xiaocheng Jiao 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2012年第1期129-136,共8页
Security and reliability must be focused on control sys- tems firstly, and fault detection and diagnosis (FDD) is the main theory and technology. Now, there are many positive results in FDD for linear networked cont... Security and reliability must be focused on control sys- tems firstly, and fault detection and diagnosis (FDD) is the main theory and technology. Now, there are many positive results in FDD for linear networked control systems (LNCSs), but nonlinear networked control systems (NNCSs) are less involved. Based on the T-S fuzzy-modeling theory, NNCSs are modeled and network random time-delays are changed into the unknown bounded uncertain part without changing its structure. Then a fuzzy state observer is designed and an observer-based fault detection approach for an NNCS is presented. The main results are given and the relative theories are proved in detail. Finally, some simulation results are given and demonstrate the proposed method is effective. 展开更多
关键词 nonlinear networked control system (NNCS) fault detection T-S fuzzy model state observer time-delay.
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Adaptive Fuzzy Control System of Servomechanism for Electro-Discharge Machining Combined with Ultrasonic Vibration 被引量:6
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作者 ZHANG Jian-hua, ZHANG Hui, SU Da-shi, QIN Yong, HUO Meng-You, ZHANG Qin-he (College of Mechanical Engineering, Shandong University, Jinan 250061, China) 《厦门大学学报(自然科学版)》 CAS CSCD 北大核心 2002年第S1期64-65,共2页
For electro-discharge machining, only in the optimum state could the highest material removal rate be realized. In practical machining process, the timely elevation of the tool electrode is needed to eliminate chippin... For electro-discharge machining, only in the optimum state could the highest material removal rate be realized. In practical machining process, the timely elevation of the tool electrode is needed to eliminate chipping, which ordinarily occupies quite a lot of time. Therefore, besides the control of the machining parameters, the control of the optimum discharge gap and the conversion of different machining states is also needed. In this paper, the adaptive fuzzy control system of servomechanism for EDM combined with ultrasonic vibration is studied, the servomechanism of which is composed of the stepping motor comprising variable steps and the inductive synchronizer. The fuzzy control technology is used to realize the control of the frequency and the step of the servomechanism. The adaptive fuzzy controller has three inputs and two outputs, which can well meet the actual control requirements. The constitution of the fuzzy control regulation for the step frequency is the key to the design of the whole fuzzy control system of the servomechanism. The step frequency is mainly determined by the position error and the change rate of the position error. When the value of the position error is high or medium, the controlled parameters are selected to eliminate the error; when the position error is lower, the controlled parameters are selected to avoid the over-orientation and thus keep the stability of the system. According to these, a fuzzy control table is established in advanced, which is used to express the relations between the fuzzy input parameters and the fuzzy output parameters. The input parameters and the output parameters are all expressed by the level-values in fuzzy field. Therefore, the output parameters used for control can be obtained for the fuzzy control table according to the detected actual input parameters, by which the EDM combined with ultrasonic vibration is improved and the machining efficiency is increased. In addition, a stimulation program is designed by means of Microsoft Visual Basic 展开更多
关键词 combined machining SERVOMECHANISM adaptive fuzzy control system
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