Design and simulation of a fuzzy controller for naturally ventilated buildings
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 w...
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Published in | Building services engineering research & technology Vol. 25; no. 1; pp. 33 - 53 |
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Main Authors | , |
Format | Journal Article |
Language | English |
Published |
Thousand Oaks, CA
Sage Publications
01.02.2004
Sage Publications Ltd |
Subjects | |
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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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AbstractList | 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 fuzzification, fuzzy processing of the rule base and defuzzification 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 fictitious 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. 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 fuzzification, fuzzy processing of the rule base and defuzzification 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 fictitious 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. 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. 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 fuzzification, fuzzy processing of the rule base and defuzzification 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. |
Author | Eftekhari, Mahroo Marjanovic, Ljiljana |
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Cites_doi | 10.1177/014362449902000308 10.1016/S0960-1481(99)00012-9 10.1016/S1359-4311(00)00008-9 10.1016/0378-7788(94)00902-V 10.1016/S0378-7788(97)00053-4 10.1016/0306-2619(95)00050-X |
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References | Dounis AI, Santamouris MJ, Lefas CC, Argirou A. 1995; 22 Brager GS, de Dear RJ. 2000 Fordham M 2000; 9 Olensen BW 2000 Dounis AI, Bruant M, Guarracino G, Michel P, Santamouris M. 1996; 54 Kolokotroni M, Perera MDAES, Azzi D, Virk GS 2001; 21 Eftekhari MM, D'Ovidio A. 1999; 20 Brager GS, de Dear RJ. 1997; 27 Brager GS (atypb13) 2000 atypb8 Martin A (atypb2) Channer GR. (atypb1) Reznik L. (atypb9) 1997 Hamdi M (atypb10) atypb15 Olensen BW (atypb16) 2000 atypb12 (atypb14) 1997 Lea RN (atypb11) atypb3 atypb5 atypb4 atypb7 Holmes MJ (atypb6) |
References_xml | – volume: 9 start-page: 17 year: 2000 end-page: 37 article-title: Natural ventilation publication-title: Renewable Energy contributor: fullname: Fordham M – volume: 27 start-page: 83 year: 1997 end-page: 96 article-title: Thermal adaptation in the built environment: a literature review publication-title: Energy and Buildings contributor: fullname: de Dear RJ. – volume: 21 start-page: 183 year: 2001 end-page: 199 article-title: An investigation of passive ventilation cooling and control strategies for an educational building publication-title: Appl. Therm. Eng contributor: fullname: Virk GS – start-page: 21 year: 2000 end-page: 28 article-title: A standard for natural ventilation publication-title: ASHRAE Journal contributor: fullname: de Dear RJ. – volume: 54 start-page: 11 year: 1996 end-page: 28 article-title: Indoor air-quality control by a fuzzy-reasoning machine in naturally ventilated buildings publication-title: Applied Energy contributor: fullname: Santamouris M. – volume: 20 start-page: 155 year: 1999 end-page: 160 article-title: Winter and summer thermal comfort and air flow measurements in a naturally ventilated room publication-title: Building Serv. Eng. Res. Technol contributor: fullname: D'Ovidio A. – start-page: 41 year: 2000 end-page: 46 article-title: Guidelines for comfort publication-title: ASHRAE Journal contributor: fullname: Olensen BW – volume: 22 start-page: 81 year: 1995 end-page: 87 article-title: Design of a fuzzy set environment comfort system publication-title: Energy and Buildings contributor: fullname: Argirou A. – volume-title: Proc. Building Simulation '97 5th International IBPSA Conference ident: atypb6 contributor: fullname: Holmes MJ – ident: atypb7 doi: 10.1177/014362449902000308 – ident: atypb15 doi: 10.1016/S0960-1481(99)00012-9 – start-page: 487 volume-title: IEEE International Conference on Fuzzy Systems, IEEE ident: atypb10 contributor: fullname: Hamdi M – start-page: 41 year: 2000 ident: atypb16 publication-title: ASHRAE Journal contributor: fullname: Olensen BW – ident: atypb3 doi: 10.1016/S1359-4311(00)00008-9 – volume-title: CIBSE Application Manual AM10 year: 1997 ident: atypb14 – start-page: 2175 volume-title: IEEE International Conference on Fuzzy Systems ident: atypb11 contributor: fullname: Lea RN – ident: atypb5 doi: 10.1016/0378-7788(94)00902-V – ident: atypb8 – volume-title: Fuzzy controllers year: 1997 ident: atypb9 contributor: fullname: Reznik L. – ident: atypb12 doi: 10.1016/S0378-7788(97)00053-4 – start-page: 175 volume-title: CIBSE National Conference ident: atypb2 contributor: fullname: Martin A – ident: atypb4 doi: 10.1016/0306-2619(95)00050-X – start-page: 21 year: 2000 ident: atypb13 publication-title: ASHRAE Journal contributor: fullname: Brager GS – start-page: 109 volume-title: CIBSE National Conference ident: atypb1 contributor: fullname: Channer GR. |
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Snippet | 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... 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... |
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SubjectTerms | Buildings Controllers Design Fuzzy logic Indoor air quality Linguistics Simulation Temperature Variables Ventilation |
Title | Design and simulation of a fuzzy controller for naturally ventilated buildings |
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