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...

Full description

Saved in:
Bibliographic Details
Published inBuilding services engineering research & technology Vol. 25; no. 1; pp. 33 - 53
Main Authors Marjanovic, Ljiljana, Eftekhari, Mahroo
Format Journal Article
LanguageEnglish
Published Thousand Oaks, CA Sage Publications 01.02.2004
Sage Publications Ltd
Subjects
Online AccessGet full text

Cover

Loading…
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.
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
Author_xml – sequence: 1
  givenname: Ljiljana
  surname: Marjanovic
  fullname: Marjanovic, Ljiljana
  organization: IESD, DeMontfort University, Queens Building, The Gateway, Leicester, UK
– sequence: 2
  givenname: Mahroo
  surname: Eftekhari
  fullname: Eftekhari, Mahroo
  organization: Loughborough University, Civil and Building Engineering, Loughborough, UK
BookMark eNqN0U1LAzEQBuAgFWyrP8Bb8OBta742mz1K_YSiFz0v2WS2bEmTmuwK7a93SwVBET3NYZ53YGYmaOSDB4TOKZlRWtIrQgWXTAgi6o4oGfQRGlNRFBlRohyh8b6f7cEJmqS0IoQWnJAxerqB1C491t7i1K57p7s2eBwarHHT73ZbbILvYnAOIm5CxF53fdTObfE7-K4dPFhc962zrV-mU3TcaJfg7LNO0evd7cv8IVs83z_OrxeZ4bToMgslEMUYk6XS2uaEc7DAqMwVpbauc5MrWTAArQywpilyY6VhxtacQcENn6LLw9xNDG89pK5at8mAc9pD6FPFRa6IpPJPyNRwJUHofyArh1sO8OIbXIU--mHbilElRcGUGBA9IBNDShGaahPbtY7bipJq_7Dqx8OGzOyQSXoJX0N_D3wAdUaZiw
CitedBy_id crossref_primary_10_1016_j_buildenv_2019_106405
crossref_primary_10_1088_1757_899X_869_2_022026
crossref_primary_10_1191_0143624405bt139oa
crossref_primary_10_1016_j_enbuild_2012_07_044
crossref_primary_10_1002_qre_2695
crossref_primary_10_1016_j_apenergy_2016_01_116
crossref_primary_10_1177_1420326X17707564
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
ContentType Journal Article
Copyright The Chartered Institution of Building Services Engineers 2004
Copyright_xml – notice: The Chartered Institution of Building Services Engineers 2004
DBID AAYXX
CITATION
3V.
7RQ
7WY
7WZ
7XB
87Z
88I
8FE
8FG
8FK
8FL
ABJCF
ABUWG
AFKRA
AZQEC
BENPR
BEZIV
BGLVJ
CCPQU
DWQXO
FRNLG
F~G
GNUQQ
HCIFZ
K60
K6~
L.-
L6V
M0C
M2P
M7S
PQBIZ
PQBZA
PQEST
PQQKQ
PQUKI
PRINS
PTHSS
Q9U
U9A
8FD
F28
FR3
KR7
DOI 10.1191/0143624404bt086oa
DatabaseName CrossRef
ProQuest Central (Corporate)
ProQuest Career & Technical Education Database
Access via ABI/INFORM (ProQuest)
ABI/INFORM Global (PDF only)
ProQuest Central (purchase pre-March 2016)
ABI/INFORM Collection
Science Database (Alumni Edition)
ProQuest SciTech Collection
ProQuest Technology Collection
ProQuest Central (Alumni) (purchase pre-March 2016)
ABI/INFORM Collection (Alumni Edition)
Materials Science & Engineering Collection
ProQuest Central (Alumni)
ProQuest Central UK/Ireland
ProQuest Central Essentials
AUTh Library subscriptions: ProQuest Central
ProQuest Business Premium Collection
Technology Collection
ProQuest One Community College
ProQuest Central
Business Premium Collection (Alumni)
ABI/INFORM Global (Corporate)
ProQuest Central Student
SciTech Premium Collection (Proquest) (PQ_SDU_P3)
ProQuest Business Collection (Alumni Edition)
ProQuest Business Collection
ABI/INFORM Professional Advanced
ProQuest Engineering Collection
ABI/INFORM Global (ProQuest)
ProQuest Science Journals
ProQuest Engineering Database
One Business
ProQuest One Business (Alumni)
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Academic
ProQuest One Academic UKI Edition
ProQuest Central China
Engineering Collection
ProQuest Central Basic
Technology Research Database
ANTE: Abstracts in New Technology & Engineering
Engineering Research Database
Civil Engineering Abstracts
DatabaseTitle CrossRef
ABI/INFORM Global (Corporate)
ProQuest Business Collection (Alumni Edition)
ProQuest One Business
ProQuest Central Student
Technology Collection
ProQuest Central Essentials
ProQuest Central (Alumni Edition)
SciTech Premium Collection
ProQuest One Community College
ProQuest Central China
ABI/INFORM Complete
ProQuest Central
ABI/INFORM Professional Advanced
ProQuest Engineering Collection
ProQuest Central Korea
ABI/INFORM Complete (Alumni Edition)
Engineering Collection
Career and Technical Education (Alumni Edition)
Business Premium Collection
ABI/INFORM Global
Engineering Database
ProQuest Science Journals (Alumni Edition)
ABI/INFORM Global (Alumni Edition)
ProQuest Central Basic
ProQuest Science Journals
ProQuest One Academic Eastern Edition
ProQuest Technology Collection
ProQuest SciTech Collection
ProQuest Business Collection
ProQuest Career and Technical Education
ProQuest One Academic UKI Edition
Materials Science & Engineering Collection
ProQuest One Business (Alumni)
ProQuest One Academic
ProQuest Central (Alumni)
Business Premium Collection (Alumni)
Technology Research Database
ANTE: Abstracts in New Technology & Engineering
Engineering Research Database
Civil Engineering Abstracts
DatabaseTitleList Technology Research Database
Technology Research Database
CrossRef
Technology Research Database

ABI/INFORM Global (Corporate)
Database_xml – sequence: 1
  dbid: 8FG
  name: ProQuest Technology Collection
  url: https://search.proquest.com/technologycollection1
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
EISSN 1477-0849
EndPage 53
ExternalDocumentID 870110841
10_1191_0143624404bt086oa
10.1191_0143624404bt086oa
GroupedDBID -MK
-TM
-TN
.2G
.2N
01A
0R~
1~K
23N
31S
31X
31Y
31Z
3V.
4.4
54M
5GY
5VS
7RQ
7WY
88I
8FE
8FG
8FL
8R4
8R5
8VB
AACKU
AACTG
AADUE
AAGGD
AAJOX
AAJPV
AAMGE
AANSI
AAPEO
AAQDB
AARIX
AATAA
AATBZ
AAYTG
ABAWP
ABCCA
ABDWY
ABEIX
ABFWQ
ABHKI
ABHQH
ABJCF
ABKRH
ABLUO
ABPNF
ABQKF
ABQXT
ABRHV
ABUWG
ABYTW
ACDXX
ACGBL
ACGFS
ACGOD
ACIWK
ACLZU
ACOFE
ACOXC
ACROE
ACSIQ
ACTQU
ACUAV
ACUIR
ACXKE
ADEIA
ADRRZ
ADTBJ
ADUKL
AEDFJ
AEMOZ
AENEX
AEPTA
AEQLS
AESZF
AEUHG
AEUIJ
AEWDL
AEWHI
AEXNY
AFEET
AFKBI
AFKRA
AFKRG
AFMOU
AFQAA
AFUIA
AGKLV
AGNHF
AGWFA
AHHFK
AIOMO
AIZZC
AJEFB
AJUZI
AKVCP
ALJHS
ALMA_UNASSIGNED_HOLDINGS
ANDLU
ARTOV
ASPBG
AUTPY
AUVAJ
AVWKF
AYAKG
AZFZN
AZQEC
B8O
B8Z
B93
B94
BBRGL
BDDNI
BENPR
BEZIV
BGLVJ
BPACV
BPHCQ
CAG
CBRKF
CCPQU
CFDXU
COF
CORYS
DD0
DE-
DH.
DO-
DOPDO
DU5
DV7
DWQXO
D~Y
EBA
EBO
EBR
EBS
EBU
EJD
EMK
EPL
FEDTE
FHBDP
FRNLG
GNUQQ
GROUPED_ABI_INFORM_COMPLETE
GROUPED_SAGE_PREMIER_JOURNAL_COLLECTION
HCIFZ
HF~
HVGLF
HZ~
I-F
J8X
JCYGO
K.F
K1G
K60
K6~
L6V
M0C
M2P
M4V
M7S
N9A
O9-
P.B
P2P
PQBIZ
PQBZA
PQQKQ
PROAC
PTHSS
Q1R
Q2X
Q7X
Q82
Q83
QWB
ROL
S01
SCNPE
SFC
SFK
SFT
SGP
SGQ
SGV
SGX
SGZ
SPJ
SPV
SQCSI
STM
TH9
ZL0
ZPPRI
ZRKOI
AAYXX
ACJER
CITATION
H13
7XB
8FK
AGWNL
L.-
PQEST
PQUKI
PRINS
Q9U
U9A
8FD
ADVBO
F28
FR3
KR7
ID FETCH-LOGICAL-c317t-de9e08222698aad5033ede2165811dbb5c58672eea8ce2ff75cd6c2cdb32e73c3
IEDL.DBID BENPR
ISSN 0143-6244
IngestDate Fri Oct 25 10:31:33 EDT 2024
Fri Oct 25 01:31:13 EDT 2024
Fri Oct 25 02:53:20 EDT 2024
Thu Oct 10 20:27:42 EDT 2024
Wed Sep 25 14:03:26 EDT 2024
Tue Jul 16 20:09:34 EDT 2024
IsPeerReviewed true
IsScholarly true
Issue 1
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c317t-de9e08222698aad5033ede2165811dbb5c58672eea8ce2ff75cd6c2cdb32e73c3
Notes ObjectType-Article-2
SourceType-Scholarly Journals-1
ObjectType-Feature-1
content type line 23
PQID 218647284
PQPubID 23500
PageCount 21
ParticipantIDs proquest_miscellaneous_34580616
proquest_miscellaneous_28147401
proquest_miscellaneous_28129849
proquest_journals_218647284
crossref_primary_10_1191_0143624404bt086oa
sage_journals_10_1191_0143624404bt086oa
PublicationCentury 2000
PublicationDate 20040200
PublicationDateYYYYMMDD 2004-02-01
PublicationDate_xml – month: 02
  year: 2004
  text: 20040200
PublicationDecade 2000
PublicationPlace Thousand Oaks, CA
PublicationPlace_xml – name: Thousand Oaks, CA
– name: London
PublicationTitle Building services engineering research & technology
PublicationYear 2004
Publisher Sage Publications
Sage Publications Ltd
Publisher_xml – name: Sage Publications
– name: Sage Publications Ltd
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.
SSID ssj0017300
Score 1.690094
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...
SourceID proquest
crossref
sage
SourceType Aggregation Database
Publisher
StartPage 33
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
URI https://journals.sagepub.com/doi/full/10.1191/0143624404bt086oa
https://www.proquest.com/docview/218647284
https://search.proquest.com/docview/28129849
https://search.proquest.com/docview/28147401
https://search.proquest.com/docview/34580616
Volume 25
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV3fSxwxEB70fLEPRa3Sq1XzUCgI4S6bH7v7VLR6SqFHEQXflvyYgHDuWu_u4e6vb7KXO8XivWYHNmSSmS-Zj_kAvvW1VoXTjHKj-lTITNMSc0WF8RxZjsr6-DTwe6iu78Sve3mfuDnjRKtcxsQ2ULvGxjfyXtROEnkIpj-e_tIoGhWLq0lBYxO2snBRyDqwdX45_HOzKiPEZuwLDiOnKiSyVNYMd5ReHItDfWEmAdY3bxLTC9p8RfBqc85gBz4msEjOFt7dhQ2s9-DDqxaCn2B40VIwiK4dGT88JjEu0niiiZ_O5zOSyOgjfCYBoJK2k6cejWakZToGe3TEJHHs8T7cDS5vf17TpJFAbcj8E-qwxFaUW5WF1i4WJdFhxgKwYMwZI60sVJ4h6sJi5n0urVM2s87wDHNu-QF06qbGz0D6uZWlZSFloQ9OMwUXRjIU2jOpufJdOF0uUPW0aIVRtVeIklX_rWYXDpdLWKVTMa5WPuzCyepr2M6xRqFrbKbBJACOshDlWgsRZQTft-BCFgGmqC58j757-f-7s_2ydraHsL3g60QSy1foTJ6neBSgyMQcw2YxuDpO2-4f6MjdoQ
link.rule.ids 315,783,787,12779,21402,27938,27939,33387,33388,33758,33759,43614,43819
linkProvider ProQuest
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV1LT-MwEB6xcGA5INgFUZ4-rISEZFHHjyQnhIBSdqEnkLhFfoyllboJ0PYAvx47dQtaBFdnpFgeZ-az58t8AL-6WqvCaUa5UV0qZKZpibmiwniOLEdlfbwauBmo_p34fS_vEzdnlGiVs5jYBmrX2HhHfhy1k0QegunJwyONolGxuJoUNL7BkuAhz8QfxXuX8yJCbMU-ZTByqkIaS0XNcEI5jmNxqCvMOID65r-09IY139G72ozTW4PVBBXJ6dS367CA9Q9YeddA8CcMzlsCBtG1I6O__5IUF2k80cRPXl6eSaKiD_GJBHhK2j6eejh8Ji3PMdijIyZJY4824K53cXvWp0khgdqQ98fUYYmtJLcqC61dLEmiw4wFWMGYM0ZaWag8Q9SFxcz7XFqnbGad4Rnm3PJNWKybGreAdHMrS8tCwkIfXGYKLoxkKLRnUnPlO3A0W6DqYdoIo2oPECWrPqxmB3ZmS1ilb2JUzT3YgYP507CZY4VC19hMgkmAG2Uhyi8tRBQR_NyCC1kEkKI6cBh99_b-T2e7_eVsD2C5f3tzXV1fDf7swPcpcyfSWXZhcfw0wb0ASsZmv916r4N43kY
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Design+and+simulation+of+a+fuzzy+controller+for+naturally+ventilated+buildings&rft.jtitle=Building+services+engineering+research+%26+technology&rft.au=Marjanovic%2C+Ljiljana&rft.au=Eftekhari%2C+Mahroo&rft.date=2004-02-01&rft.issn=0143-6244&rft.eissn=1477-0849&rft.volume=25&rft.issue=1&rft.spage=33&rft.epage=53&rft_id=info:doi/10.1191%2F0143624404bt086oa&rft.externalDBID=n%2Fa&rft.externalDocID=10_1191_0143624404bt086oa
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0143-6244&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0143-6244&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0143-6244&client=summon