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模糊自适应控制器的设计及其仿真 总被引:4,自引:0,他引:4
提出了一种参数自适应模糊PID控制器,将模糊控制器和PID控制器结合在一起,利用模糊逻辑控制,并把MATLAB中的Fuzzy Toolbox和SIMULINK有机结合起来,实现了PID控制器参数在线自调整.进一步完善了PID控制器的性能,提高了系统的控制精度.仿真结果表明:该控制器明显改善了控制系统的动态性能,参数自适应模糊PID控制器能使系统达到满意的控制效果,对进一步应用研究具有很好的参考价值. 相似文献
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模糊-PID控制器在空调温度控制中的应用 总被引:1,自引:7,他引:1
该文首先利用计算机仿真软件中的优化工具箱对常规PID控制器中的比例、积分和微分参数进行优化,并且针对中央空调温度控制系统非线性、大滞后的特点,设计了在规则上可调整的模糊控制器,该模糊控制器通过α因子自调整和Ku的自寻优,达到适应和跟踪系统参数变化的目的;而后采用模糊逻辑工具箱和MATLAB函数相结合,方便地实现空调温度控制系统的计算机仿真。仿真结果表明,这种控制方式控制效果优于常规PID控制,有效地改善了系统的动态性能、稳态精度和鲁棒性。 相似文献
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PID控制是一个广泛应用于工业控制的算法,但它对非线性和不确定性系统适应性不够理想。PID参数自适应模糊控制器将模糊逻辑推理引入PID参数的在线自调整,是目前一种较为先进的控制器。本文介绍了模糊自整定PID控制器的设计方法,利用Matlab中的模糊工具箱设计模糊控制器,将PID与模糊控制器有机结合,并引入Labwindows虚拟仪器平台,实现PID参数自调整模糊控制系统的设计和仿真。结果表明,该控制器改善了控制系统的动态性能,增强了其实用性。 相似文献
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时滞系统模糊整定PID控制的仿真研究 总被引:10,自引:1,他引:10
文中引入1/1pade级数逼近纯滞后环节,根据两步法设计内模控制器。由等效式可以看出,单位反馈控制器可以由带滤波器的PID控制器文现,内模调节即转化成为PID控制器的参数整定。采用模糊自调整控制方案整定PID参数,同时结合针对时滞系统的模糊控制规则和一般二维模糊控制器的通用规则,设计模糊控制器,充分利用模糊控制、内模控制、PID控制的优点。将所设计的系统应用于具有大时滞、大惯性特点的电厂主汽温控制系统检验其性能,仿真试验证明了这一方法具有很好的鲁棒性、控制精度和抗干扰能力。 相似文献
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《Intelligent Data Analysis》1999,3(2):127-137
A concept called the decomposition of multivariable control rules is presented. Fuzzy control is the application of the compositional rule of inference and it is shown how the inference of the rule base with complex rules can be reduced to the inference of a number of rule bases with simple rules. A fuzzy logic based controller is applied to a simple magnetic suspension system. The controller has proportional, integral and derivative separate parts which are tuned independently. This means that all parts have their own rule bases. By testing it was found that the fuzzy PID controller gives better performance over a typical operational range then a traditional linear PID controller. The magnetic suspension system and the contact-less optical position measurement system have been developed and applied for the comparative analysis of the real-time conventional PID control and the fuzzy control. 相似文献
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自适应神经模糊推理结合PID控制的并联机器人控制方法 总被引:1,自引:0,他引:1
针对6自由度液压驱动并联机器人的精确控制问题,提出一种结合自适应神经模糊推理系统(ANFIS)和比例积分微分(PID)控制的机器人控制方法。首先,利用浮动坐标系描述法(FFRF)来模拟机器人柔性组件,并构建并联机器人的拉格朗日动力学模型。然后,根据模糊推理中的模糊规则来自适应调整PID控制器参数。最后,利用神经自适应学习算法使模糊逻辑能计算隶属度函数参数,从而使模糊推理系统能追踪给定的输入和输出数据。将该控制器与传统PID控制器、模糊PID控制器进行比较,结果表明,ANFIS自整定PID控制器大大减小了末端器位移误差,能很好的控制并联机器人末端机械手的运动。 相似文献
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《Engineering Applications of Artificial Intelligence》2005,18(7):881-890
This paper describes a low-cost single-chip PI-type fuzzy logic controller design and an application on a permanent magnet dc motor drive. The presented controller application calculates the duty cycle of the PWM chopper drive and can be used to dc–dc converters as well. The self-tuning capability makes the controller robust and all the tasks are carried out by a single chip reducing the cost of the system and so program code optimization is achieved. A simple, but effective algorithm is developed to calculate numerical values instead of linguistic rules. In this way, external memory usage is eliminated. The contribution of this paper is to present the feasibility of a high-performance non-linear fuzzy logic controller which can be implemented by using a general purpose microcontroller without modified fuzzy methods. The developed fuzzy logic controller was simulated in MATLAB/SIMULINK. The theoretical and experimental results indicate that the implemented fuzzy logic controller has a high performance for real-time control over a wide range of operating conditions. 相似文献
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The electronic throttle control (ETC) for a gasoline engine is a typical nonlinear plant because of its nonlinear spring and model-parameter changes caused by external environmental variables. In this paper, a fuzzy proportional-integral-derivative (PID) control strategy is proposed in order to improve the responsiveness of ETC. In the fuzzy-PID scheme, the input variables are the error signal and its derivative, and the output variable is PID gains expressed in terms of fuzzy rules. In this manner, the fuzzy-PID controller has more flexibility and capability than conventional ones. A novel technique to tune the fuzzy rules of fuzzy-PID controller is proposed using a harmony search algorithm, which can search the optimal PID gains for the plant. Simulation and experiment results have shown the effective performance of the proposed controller. 相似文献
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模糊自适应PID控制的研究及应用仿真 总被引:5,自引:4,他引:5
传统PID控制器参数的整定是在获取对象数学模型的基础上,根据某一整定规则来确定的,难以适应复杂多变的控制系统。针对其参数整定不良、性能欠佳,对被控过程的适应性差等缺点采用模糊控制与自适应PID控制结合起来,设计了模糊自适应PID控制器。利用模糊推理方法实现对PID参数的在线自整定,进一步完善PID控制器的性能,提高系统的控制精度。仿真结果表明该模糊自适应PID控制器既具有PID控制器高精度的优点,又具有模糊控制器快速、适应性强的特点,使被控对象具有良好的动、稳态特性,有较好的工程应用前景。 相似文献
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