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Aircraft Electric Anti-skid Braking System Based on Fuzzy-PID Controller with Parameter Self-adjustment Feature 被引量:5
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作者 魏小辉 尹乔之 +2 位作者 聂宏 张明 陶周亮 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2014年第1期111-118,共8页
The principle of electric braking system is analyzed and an anti-skid braking system based on the slip rate control is proposed.The fuzzy-PID controller with parameter self-adjustment feature is designed for the anti-... The principle of electric braking system is analyzed and an anti-skid braking system based on the slip rate control is proposed.The fuzzy-PID controller with parameter self-adjustment feature is designed for the anti-skid braking system.The dynamic model of aircraft ground braking is established in the simulation environment of MATLAB/SIMULINK,and simulation results of dry runway and wet runway are presented.The results show that the fuzzy-PID controller with parameter self-adjustment feature for the electric anti-skid braking system keeps working in the state of stability and the brake efficiencies are increased to 93%on dry runway and 82%on wet runway respectively. 展开更多
关键词 electric braking system slip rate anti-skid braking fuzzy-pid controller
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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:4
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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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基于BAS—Smith—Fuzzy PID的物联网水肥控制系统研究 被引量:3
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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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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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基于重力感应传感器的物料分拣机械手抓取力自整定模糊PID柔性控制
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作者 白娜 李鹏 黄根信 《传感技术学报》 北大核心 2026年第1期80-85,共6页
在物料分拣过程中,考虑不同物料的特性差异如各种形状、大小、重量等,导致机械手抓取力的控制精度较低。为此,提出基于重力感应传感器的物料分拣机械手抓取力自整定模糊PID柔性控制。通过线性支持向量机(SVM)和迭代最近点(ICP)配准方法... 在物料分拣过程中,考虑不同物料的特性差异如各种形状、大小、重量等,导致机械手抓取力的控制精度较低。为此,提出基于重力感应传感器的物料分拣机械手抓取力自整定模糊PID柔性控制。通过线性支持向量机(SVM)和迭代最近点(ICP)配准方法定位待抓取目标位置;利用重力感应传感器检测待抓取物料的重量,以物料分拣机械手结构为基准,将获取的待抓取物料位置和重量参数输入到设计的模糊比例-积分-微分(PID)控制器中,实现物料分拣机械手抓取力控制。实验结果表明,所提方法物料分拣机械手待抓取物料的实际中心坐标点误差不超过±(0.2,0.3)mm,待抓取物料重量误差不超过0.2 g,抓取力控制精度高、实际应用效果好。 展开更多
关键词 物料分拣机械手 抓取力控制 重力感应传感器 模糊pid控制 线性支持向量机 ICP配准方法
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基于模糊聚类证据推理的概率鲁棒性分数阶PID控制
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作者 邵克勇 孙辰俊 +2 位作者 朱玉洁 刘洋 夏文静 《化工自动化及仪表》 2026年第1期1-7,共7页
为了确保系统在极端情况下的鲁棒性,降低故障发生概率,提高生产过程安全性,提出一种基于模糊证据的概率鲁棒性分数阶PID控制方法。在频域中分析分数阶PID稳定域,以证据理论为基础结合模糊聚类算法,将分数阶PID控制参数作为某个证据源中... 为了确保系统在极端情况下的鲁棒性,降低故障发生概率,提高生产过程安全性,提出一种基于模糊证据的概率鲁棒性分数阶PID控制方法。在频域中分析分数阶PID稳定域,以证据理论为基础结合模糊聚类算法,将分数阶PID控制参数作为某个证据源中框架下的一组特定参数值,在模糊聚类算法的目标函数中引入标准化马氏距离,更新隶属度和聚类中心,根据控制参数设计新的BPA函数对结果进行决策。将得到的最优控制器参数进行蒙特卡洛估计,所得参数满足一定工业条件的概率。 展开更多
关键词 分数阶pid控制 概率鲁棒性 模糊聚类 蒙特卡洛法 证据理论
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Fuzzy PID control system for hose pulse experiment based on LabVIEW 被引量:2
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作者 刘力平 刘新福 +1 位作者 宫玉洁 郭欢 《Journal of Measurement Science and Instrumentation》 CAS CSCD 2015年第2期161-168,共8页
The hose pulse testing bench generally uses electro-hydraulic servo system. It occupies little space, tracks signals fast and has simple structure, and therefore it is widely used in industrial control field. However,... The hose pulse testing bench generally uses electro-hydraulic servo system. It occupies little space, tracks signals fast and has simple structure, and therefore it is widely used in industrial control field. However, there are lots of problems such as little accuracy and instability caused by slow response of hydraulic and various interference factors. Simple proportional integra- tion derivatiation (PID) control method of traditional pulse bench is simple in principle, but it is difficult in parameter adjust- ment. According to the special requirements of the control system, a PID method based on fuzzy control is proposed in the pa- per. This method not only retains the advantages of the conventional control system, but also ameliorates the drawbacks of parameter uncertainty, instability and lag. It has been testified that the method is practicable and can improve the precision and adaptation. 展开更多
关键词 fuzzy control servo system proportional integration derivatiation pid hose pulse
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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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基于模糊免疫自适应PID的直热式电炉温度均匀性控制
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作者 郝中波 《工业加热》 2026年第1期17-21,共5页
直热式电炉密闭,内部温度无法测量,且其升温单向性、大惯性、大滞后、时变性等特点,使得控制参数易陷入局部最优,温度控制不均匀且不够准确。为此,提出基于模糊免疫自适应PID的直热式电炉温度均匀性控制。利用灰色预测GM(1,1)模型实时... 直热式电炉密闭,内部温度无法测量,且其升温单向性、大惯性、大滞后、时变性等特点,使得控制参数易陷入局部最优,温度控制不均匀且不够准确。为此,提出基于模糊免疫自适应PID的直热式电炉温度均匀性控制。利用灰色预测GM(1,1)模型实时预测直热式电炉的工作温度,为控制器提供输入信号。设计模糊自适应PID控制器接收温度信号,设定模糊控制规则动态调整PID参数,控制温度的均匀性,并利用软切换技术平滑切换模糊控制与PID控制,保障控制的快速稳定响应。利用免疫算法对模糊自适应PID控制器的参数进行全局优化,克服局部最优解陷阱和参数调整不敏感的缺陷,提高控制性能。实验结果表明,所提方法具有较高的电路温度预测精度和较为稳定准确的温度控制性能。 展开更多
关键词 灰色预测GM(1 1)模型 温度预测 模糊自适应pid 免疫算法 温度均匀性控制
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基于模糊PID的负载模拟装置在智能制造技术与装备教学中的应用研究
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作者 彭翀 王基坤 张蕤 《实验科学与技术》 2026年第1期91-96,共6页
为解决我国高等教育改革中实验教学资源匮乏的问题,推进“新工科”建设,设计了一种用于教学的串联式电动负载模拟器。该模拟器能够模拟机床主轴、数控机床、工业机器人等设备在实际工作环境下所受外部载荷,并通过给定的模拟工况加载信... 为解决我国高等教育改革中实验教学资源匮乏的问题,推进“新工科”建设,设计了一种用于教学的串联式电动负载模拟器。该模拟器能够模拟机床主轴、数控机床、工业机器人等设备在实际工作环境下所受外部载荷,并通过给定的模拟工况加载信号实现对设备的有效加载,在课程实验中能够帮助学生更好地掌握理论知识。该文设计的用于教学的负载模拟器由以下几步实现:首先对主要驱动形式的特点进行分析,确定加载装置的整体构型设计;其次根据功能需求和整体方案规划,确定模拟器的结构和加载方式为串联结构和电动式加载;然后在加载装置控制系统部分,构建基于模糊PID的显式力控制器;最后基于负载模拟器开展单自由度恒定载荷加载试验。试验结果说明加载系统对定值加载误差较小,可以满足高精度的定值加载需要。 展开更多
关键词 教学装置 力动态负载模拟器 模糊pid控制 机械实验教学 “新工科”建设
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Smith Prediction Monitor AGC System Based on Fuzzy Self-Tuning PID Control 被引量:30
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作者 SUN Jie ZHANG Dian-hua LI Xu ZHANG Jin DU De-shun 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2010年第2期22-26,共5页
In accordance with the feature of pure delay in monitor AGC system for cold rolling mill, a new fuzzy selftuning PID Smith prediction controller is developed. The position control model is deduced based on a single st... In accordance with the feature of pure delay in monitor AGC system for cold rolling mill, a new fuzzy selftuning PID Smith prediction controller is developed. The position control model is deduced based on a single stand cold rolling mill, and the fuzzy controller for monitor AGC system is designed. The analysis of dynamic performance for traditional PID Smith prediction controller and fuzzy self-tuning PID Smith prediction controller is done by MAT- LAB toolbox. The simulation results show that fuzzy self-tuning PID Smith controller has stronger robustness, faster response and higher static accuracy than traditional PID Smith controller. 展开更多
关键词 monitor AGC fuzzy self-tuning pid control Smith predictor position control
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A fuzzy PID-controlled SMA actuator for a two-DOF joint 被引量:11
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作者 Shi Zhenyun Wang Tianmiao +2 位作者 Liu Da Ma Chen Yuan Xiangnan 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2014年第2期453-460,共8页
Shape memory alloy (SMA) actuator is a potential advanced component for servo- systems of aerospace vehicles and aircraft. This paper presents a joint with two degrees of freedom (DOF) and a mobility range close t... Shape memory alloy (SMA) actuator is a potential advanced component for servo- systems of aerospace vehicles and aircraft. This paper presents a joint with two degrees of freedom (DOF) and a mobility range close to ±60° when driven by SMA triple wires. The fuzzy proportional-integral-derivative (PID)-controlled actuator drive was designed using antagonistic SMA triple wires, and the resistance feedback signal made a closed loop. Experiments showed that, with the driving responding frequency increasing, the overstress became harder to be avoided at the position under the maximum friction force. Furthermore, the hysteresis gap between the heating and cooling paths of the strain-to-resistance curve expanded under this condition. A fuzzy logic control was considered as a solution, and the curves of the wires were then modeled by fitting polynomials so that the measured resistance was used directly to determine the control signal. Accurate control was demonstrated through the step response, and the experimental results showed that under the fuzzy PID-control program, the mean absolute error (MAE) of the rotation angle was about 3.147°. In addition, the investigation of the external interference to the system proved the controllable maximum output. 展开更多
关键词 fuzzy pid control Mechanical Joint SELF-SENSING Shape memory alloySmart structure
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Cloud Neural Fuzzy PID Hybrid Integrated Algorithm of Flatness Control 被引量:7
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作者 Chun-yu JIA Tao BAI +2 位作者 Xiu-ying SHAN Fa-jun CUI Sheng-jie XU 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2014年第6期559-564,共6页
In connection with the characteristics of multi-disturbance and nonlinearity of a system for flatness control in cold rolling process, a new intelligent PID control algorithm was proposed based on a cloud model, neura... In connection with the characteristics of multi-disturbance and nonlinearity of a system for flatness control in cold rolling process, a new intelligent PID control algorithm was proposed based on a cloud model, neural network and fuzzy integration. By indeterminacy artificial intelligence, the problem of fixing the membership functions of input variables and fuzzy rules was solved in an actual fuzzy system and the nonlinear mapping between variables was implemented by neural network. The algorithm has the adaptive learning ability of neural network and the indetermi- nacy of a cloud model in processing knowledge, which makes the fuzzy system have more persuasion in the process of knowledge inference, realizing the online adaptive regulation of PID parameters and avoiding the defects of the traditional PID controller. Simulation results show that the algorithm is simple, fast and robust with good control performance and application value. 展开更多
关键词 flatness control cloud model neural network fuzzy inference pid
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Fuzzy self-tuning PID control of the operation temperatures in a two-staged membrane separation process 被引量:8
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作者 Lei Wang Wencai Du +1 位作者 Hai Wang Hong Wu 《Journal of Natural Gas Chemistry》 EI CAS CSCD 2008年第4期409-414,共6页
A two-staged membrane separation process for hydrogen recovery from refinery gases is introduced. The principle of the gas membrane separation process and the influence of the operation temperatures are analyzed. As t... A two-staged membrane separation process for hydrogen recovery from refinery gases is introduced. The principle of the gas membrane separation process and the influence of the operation temperatures are analyzed. As the conventional PID controller is difficult to make the operation temperatures steady, a fuzzy self-tuning PID control algorithm is proposed. The application shows that the algorithm is effective, the operation temperatures of both stages can be controlled steadily, and the operation flexibility and adaptability of the hydrogen recovery unit are enhanced with safety. This study lays a foundation to optimize the control of the membrane separation process and thus ensure the membrane performance. 展开更多
关键词 membrane separation hydrogen recovery operation temperature fuzzy self-tuning pid control
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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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Fuzzy-GA PID controller with incomplete derivation and its application to intelligent bionic artificial leg 被引量:8
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作者 谭冠政 李安平 《Journal of Central South University of Technology》 2003年第3期237-243,共7页
An optimal PID controller with incomplete derivation is proposed based on fuzzy inference and the geneticalgorithm, which is called the fuzzy-GA PID controller with incomplete derivation. It consists of the off-line p... An optimal PID controller with incomplete derivation is proposed based on fuzzy inference and the geneticalgorithm, which is called the fuzzy-GA PID controller with incomplete derivation. It consists of the off-line part andthe on-line part. In the off-line part, by taking the overshoot, rise time, and settling time of system unit step re-sponse as the performance indexes and by using the genetic algorithm, a group of optimal PID parameters K*p , Ti* ,and Tj are obtained, which are used as the initial values for the on-line tuning of PID parameters. In the on-linepart, based on K; , Ti* , and T*d and according to the current system error e and its time derivative, a dedicatedprogram is written, which is used to optimize and adjust the PID parameters on line through a fuzzy inference mech-anism to ensure that the system response has optimal dynamic and steady-state performance. The controller has beenused to control the D. C. motor of the intelligent bionic artificial leg designed by the authors. The result of computersimulation shows that this kind of optimal PID controller has excellent control performance and robust performance. 展开更多
关键词 fuzzy inference genetic algorithm fuzzy-GA pid controller INCOMPLETE derivation OFF-LINE on-line INTELLIGENT BIONIC artificial LEG
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Study on Fuzzy Self-Adaptive PID Control System of Biomass Boiler Drum Water 被引量:8
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作者 Junran Jin Hengshuo Huang +1 位作者 Junman Sun Yongchao Pang 《Journal of Sustainable Bioenergy Systems》 2013年第1期93-98,共6页
The paper discusses the features of the Biomass Boiler drum water level. Conventional PID Control System can not reach a satisfaction result in nonlinearity and time different from Biomass Boiler Drum Water Control Sy... The paper discusses the features of the Biomass Boiler drum water level. Conventional PID Control System can not reach a satisfaction result in nonlinearity and time different from Biomass Boiler Drum Water Control System. In this study, a kind of fuzzy self-adaptive PID controller is described and this controller is used in biomass boiler’s drum water level control system. Using the simulink tool of MATLAB simulation software to simulate the fuzzy adaptive PID and conventional PID control system, the result of the comparison shows that the fuzzy self-adaptive PID has the strong anti-jamming, flexibility and adaptability as well as the higher control precision in Biomass Boiler Drum Water. 展开更多
关键词 BIOMASS BOILER fuzzy ADAPTIVE pid fuzzy control
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A Novel Design of Fuzzy PID Controllers for Dual-Sensor Cardiac Pacemaker Systems 被引量:3
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作者 Wei Vivien Shi 《Open Journal of Applied Biosensor》 2013年第2期29-38,共10页
This work proposes to design a fuzzy proportional-integral derivative (FPID) controller for dual-sensor cardiac pacemaker systems, which can automatically control the heart rate to accurately track a desired preset pr... This work proposes to design a fuzzy proportional-integral derivative (FPID) controller for dual-sensor cardiac pacemaker systems, which can automatically control the heart rate to accurately track a desired preset profile. The combination of fuzzy logic and conventional PID control approaches is adopted for the controller design based on dual-sensors. This controller offers good adaptation of the heart rate to the physiological needs of the patient under different states (rest and walk). Through comparing with the conventional fuzzy control algorithm, FPID provides a more suitable control strategy to determine a pacing rate in order to achieve a closer match between actual heart rate and a desired profile. To assist the heartbeat recovery, the stimuli with adjustable pacing rate is generated by the pacemaker according to the FPID controller, such actual heart rate may track the preset heart rate faithfully. Simulation results confirm that this proposed control design is effective for heartbeat recovery and maintenance. This study will be helpful not only for the analysis and treatment of bradycardias but also for improving the performance of medical devices. 展开更多
关键词 ADAPTATION Dual-Sensors fuzzy pid controlLER HEART Rate PACEMAKER
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