Design and simulation of a fuzzy controller for naturally ventilated buildings

L. Marjanovic, M. Eftekhari
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引用次数: 14

Abstract

In this paper the design and validation process of a supervisory control for a single-sided naturally ventilated test room is described. The controller is based on fuzzy logic reasoning and sets of linguistic rules in the form of IF-THEN rules are used. The inputs to the controller are the outside wind speed, outside and inside temperatures. The output is the position of the opening. The basis of any fuzzy rule system is the inference engine responsible for the input's fuzzi® cation, fuzzy processing of the rule base and defuzzi® cation of the output. The choice of the inference engine, starting with the selection of input and output variables and their membership functions. Three rule bases of different complexity were developed and are presented and analysed here. Validation through simulation offers possibility of testing the controller under extreme conditions regardless of physical limitations of an experimental test cell. Simulations were performed for different typical levels of input parameters and also for extreme ctitious conditions. Simulations were carefully designed to allow simultaneous comparison of different controllers' performances. Simulation results have shown that all three controllers are capable of responding to the changes in outside conditions by adjusting the opening positions. They satisfy security requirements due to strong wind and successfully, in a stable manner respond to sudden changes in wind velocity and outdoor temperature. A controller with more membership functions and therefore a larger number of IF-THEN rules was more responsive to the changes in outside conditions.
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自然通风建筑模糊控制器的设计与仿真
介绍了单面自然通风试验室监控系统的设计与验证过程。该控制器基于模糊逻辑推理,采用IF-THEN规则形式的语言规则集。控制器的输入是室外风速、室外和室内温度。输出是开口的位置。任何模糊规则系统的基础都是负责输入的模糊化、规则库的模糊处理和输出的模糊化的推理引擎。推理引擎的选择,从输入和输出变量及其隶属函数的选择开始。本文提出并分析了三种不同复杂程度的规则库。通过仿真验证提供了在极端条件下测试控制器的可能性,而不管实验测试单元的物理限制。模拟进行了不同典型水平的输入参数和极端条件。仿真经过精心设计,可以同时比较不同控制器的性能。仿真结果表明,三种控制器均能通过调节开孔位置来响应外界条件的变化。由于强风的影响,它们满足了安全要求,并成功地以稳定的方式应对风速和室外温度的突然变化。具有更多隶属函数和更多IF-THEN规则的控制器对外部条件的变化响应更快。
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