Development of a knowledge-based system for cogeneration plant design: Verification, validation and lessons learned

•The paper focuses on validation of a KB system for cogeneration power plant.•It concentrates on generation of alternative schemes, and describes each scheme.•The system was validated by a consultant and an independent expert. This paper presents the development of a knowledge-based system (KBS) pro...

Full description

Saved in:
Bibliographic Details
Published inKnowledge-based systems Vol. 67; pp. 230 - 243
Main Authors da Silva, Jonny Carlos, Matelli, José Alexandre, Bazzo, Edson
Format Journal Article
LanguageEnglish
Published Elsevier B.V 01.09.2014
Subjects
Online AccessGet full text
ISSN0950-7051
1872-7409
DOI10.1016/j.knosys.2014.05.002

Cover

Abstract •The paper focuses on validation of a KB system for cogeneration power plant.•It concentrates on generation of alternative schemes, and describes each scheme.•The system was validated by a consultant and an independent expert. This paper presents the development of a knowledge-based system (KBS) prototype able to design natural gas cogeneration plants, demonstrating new features for this field. The design of such power plants represents a synthesis problem, subject to thermodynamic constraints that include the location and sizing of components. The project was developed in partnership with the major Brazilian gas and oil company, and involved interaction with an external consultant as well as an interdisciplinary team. The paper focuses on validation and lessons learned, concentrating on important aspects such as the generation of alternative configuration schemes, breadth of each scheme description created by the system, and its module to support economic feasibility analysis.
AbstractList This paper presents the development of a knowledge-based system (KBS) prototype able to design natural gas cogeneration plants, demonstrating new features for this field. The design of such power plants represents a synthesis problem, subject to thermodynamic constraints that include the location and sizing of components. The project was developed in partnership with the major Brazilian gas and oil company, and involved interaction with an external consultant as well as an interdisciplinary team. The paper focuses on validation and lessons learned, concentrating on important aspects such as the generation of alternative configuration schemes, breadth of each scheme description created by the system, and its module to support economic feasibility analysis.
•The paper focuses on validation of a KB system for cogeneration power plant.•It concentrates on generation of alternative schemes, and describes each scheme.•The system was validated by a consultant and an independent expert. This paper presents the development of a knowledge-based system (KBS) prototype able to design natural gas cogeneration plants, demonstrating new features for this field. The design of such power plants represents a synthesis problem, subject to thermodynamic constraints that include the location and sizing of components. The project was developed in partnership with the major Brazilian gas and oil company, and involved interaction with an external consultant as well as an interdisciplinary team. The paper focuses on validation and lessons learned, concentrating on important aspects such as the generation of alternative configuration schemes, breadth of each scheme description created by the system, and its module to support economic feasibility analysis.
Author Matelli, José Alexandre
da Silva, Jonny Carlos
Bazzo, Edson
Author_xml – sequence: 1
  givenname: Jonny Carlos
  surname: da Silva
  fullname: da Silva, Jonny Carlos
  email: jonny.silva@ufsc.br
  organization: UFSC – Federal University of Santa Catarina, Department of Mechanical Engineering, Florianópolis, SC, Brazil
– sequence: 2
  givenname: José Alexandre
  surname: Matelli
  fullname: Matelli, José Alexandre
  email: matelli@feg.unesp.br
  organization: UNESP – Univ Estadual Paulista, Department of Energy, 12516-410 Guaratinguetá, SP, Brazil
– sequence: 3
  givenname: Edson
  surname: Bazzo
  fullname: Bazzo, Edson
  email: e.bazzo@ufsc.br
  organization: UFSC – Federal University of Santa Catarina, Department of Mechanical Engineering, Florianópolis, SC, Brazil
BookMark eNqFkD1PHDEQhi0EUo4j_yCFS4rsMt5PL0WkCEiIhJQG0lpee3zysWdfPMtF_HsMS5UiqaaY93k185yy4xADMvZJQClAdBfb8jFEeqayAtGU0JYA1RFbCdlXRd_AcMxWMLRQ9NCKD-yUaAs5UQm5YnSNB5zifodh5tFxzXPVnwntBotRE1qee2fccRcTN3GDAZOefQx8P-mMWCS_CZf8FybvvHlbfeYHPXm7xHSwfEKiGChPnQLaM3bi9ET48X2u2cO3m_ur2-Lu5_cfV1_vCpNvngsppOgGKWtZ67EDZ0anm861Y92BcWOtB9P1emhGW1lstBykaQ3gaF09VkMz1Gt2vvTuU_z9hDSrnSeDUz4c4xMp0fWiFVI2kKOXS9SkSJTQKePntwfmpP2kBKhX02qrFtPq1bSCVmWPGW7-gvfJ73R6_h_2ZcEwOzh4TIqMx2DQ-oRmVjb6fxe8AHrdn8k
CitedBy_id crossref_primary_10_1590_0104_530x5771_20
crossref_primary_10_1111_exsy_12979
crossref_primary_10_1007_s40430_014_0279_z
crossref_primary_10_1016_j_actaastro_2018_08_045
crossref_primary_10_1016_j_ifacol_2015_06_398
crossref_primary_10_1016_j_knosys_2022_109893
crossref_primary_10_1016_j_ress_2021_107444
crossref_primary_10_1016_j_apenergy_2018_02_081
crossref_primary_10_1186_s13321_016_0132_8
crossref_primary_10_1007_s40430_020_02667_x
crossref_primary_10_1108_JKM_10_2019_0559
crossref_primary_10_1108_TQM_12_2013_0148
crossref_primary_10_1016_j_knosys_2015_08_008
Cites_doi 10.1016/j.eswa.2004.06.005
10.1016/j.knosys.2004.03.011
10.1016/j.jpowsour.2004.09.039
10.1016/j.eswa.2007.02.004
10.1016/j.eswa.2008.10.083
10.1016/S0196-8904(96)00186-0
10.1115/DETC1988-0038
10.1016/j.eswa.2007.07.024
10.1111/1468-0394.00165
10.1016/j.eswa.2012.03.026
10.1016/j.ins.2008.06.026
10.1007/s001630050020
ContentType Journal Article
Copyright 2014 Elsevier B.V.
Copyright_xml – notice: 2014 Elsevier B.V.
DBID AAYXX
CITATION
7SC
8FD
JQ2
L7M
L~C
L~D
DOI 10.1016/j.knosys.2014.05.002
DatabaseName CrossRef
Computer and Information Systems Abstracts
Technology Research Database
ProQuest Computer Science Collection
Advanced Technologies Database with Aerospace
Computer and Information Systems Abstracts – Academic
Computer and Information Systems Abstracts Professional
DatabaseTitle CrossRef
Computer and Information Systems Abstracts
Technology Research Database
Computer and Information Systems Abstracts – Academic
Advanced Technologies Database with Aerospace
ProQuest Computer Science Collection
Computer and Information Systems Abstracts Professional
DatabaseTitleList Computer and Information Systems Abstracts

DeliveryMethod fulltext_linktorsrc
Discipline Computer Science
EISSN 1872-7409
EndPage 243
ExternalDocumentID 10_1016_j_knosys_2014_05_002
S0950705114001804
GroupedDBID --K
--M
.DC
.~1
0R~
1B1
1~.
1~5
29L
4.4
457
4G.
5VS
7-5
71M
77K
8P~
9JN
AACTN
AAEDT
AAEDW
AAIAV
AAIKJ
AAKOC
AALRI
AAOAW
AAQFI
AAQXK
AAXUO
AAYFN
ABAOU
ABBOA
ABIVO
ABJNI
ABMAC
ABXDB
ABYKQ
ACAZW
ACDAQ
ACGFS
ACNNM
ACRLP
ACZNC
ADBBV
ADEZE
ADGUI
ADJOM
ADMUD
ADTZH
AEBSH
AECPX
AEKER
AENEX
AFKWA
AFTJW
AGHFR
AGUBO
AGYEJ
AHHHB
AHJVU
AHZHX
AIALX
AIEXJ
AIKHN
AITUG
AJBFU
AJOXV
ALMA_UNASSIGNED_HOLDINGS
AMFUW
AMRAJ
AOUOD
ARUGR
ASPBG
AVWKF
AXJTR
AZFZN
BJAXD
BKOJK
BLXMC
CS3
DU5
EBS
EFJIC
EFLBG
EJD
EO8
EO9
EP2
EP3
FDB
FEDTE
FGOYB
FIRID
FNPLU
FYGXN
G-2
G-Q
G8K
GBLVA
GBOLZ
HLZ
HVGLF
HZ~
IHE
J1W
JJJVA
KOM
LG9
LY7
M41
MHUIS
MO0
N9A
O-L
O9-
OAUVE
OZT
P-8
P-9
P2P
PC.
PQQKQ
Q38
R2-
RIG
ROL
RPZ
SBC
SDF
SDG
SDP
SES
SET
SEW
SPC
SPCBC
SST
SSV
SSW
SSZ
T5K
UHS
WH7
WUQ
XPP
ZMT
~02
~G-
AATTM
AAXKI
AAYWO
AAYXX
ABDPE
ABWVN
ACRPL
ACVFH
ADCNI
ADNMO
AEIPS
AEUPX
AFJKZ
AFPUW
AFXIZ
AGCQF
AGQPQ
AGRNS
AIGII
AIIUN
AKBMS
AKRWK
AKYEP
ANKPU
APXCP
BNPGV
CITATION
SSH
77I
7SC
8FD
EFKBS
JQ2
L7M
L~C
L~D
ID FETCH-LOGICAL-c409t-81816988383ab60fcbfa46f5b360cfb3a9c67a94bd2de4a898c5c0ebdf3b29493
IEDL.DBID AIKHN
ISSN 0950-7051
IngestDate Thu Sep 04 20:39:46 EDT 2025
Tue Jul 01 04:37:43 EDT 2025
Thu Apr 24 22:51:41 EDT 2025
Fri Feb 23 02:28:20 EST 2024
IsPeerReviewed true
IsScholarly true
Keywords Design
Validation
Knowledge-based system
Verification
Cogeneration
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c409t-81816988383ab60fcbfa46f5b360cfb3a9c67a94bd2de4a898c5c0ebdf3b29493
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 23
PQID 1671518840
PQPubID 23500
PageCount 14
ParticipantIDs proquest_miscellaneous_1671518840
crossref_citationtrail_10_1016_j_knosys_2014_05_002
crossref_primary_10_1016_j_knosys_2014_05_002
elsevier_sciencedirect_doi_10_1016_j_knosys_2014_05_002
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2014-09-01
PublicationDateYYYYMMDD 2014-09-01
PublicationDate_xml – month: 09
  year: 2014
  text: 2014-09-01
  day: 01
PublicationDecade 2010
PublicationTitle Knowledge-based systems
PublicationYear 2014
Publisher Elsevier B.V
Publisher_xml – name: Elsevier B.V
References Bejan, Tsatsaronis, Moran (b0020) 1996
Pahl, Beitz, Feldhusen, Grote (b0080) 2007
Melli, Sciubba (b0070) 1997; 38
Melli, Paoletti, Sciubba (b0065) 1992; 2
Mandow, Pérez-de-la-Cruz (b0045) 2004; 27
CLIPS, 2008.
S. Akagi, K. Fujita, H. Kubonish, Building an expert system for power plant design, in: Proceedings of the ASME Design Automation Conferences. Kissimmee, USA, 1988, pp. 297–302.
Manolas, Efthimeros, Tsahalis (b0050) 2001; 18
Hernandez, Arjona (b0035) 2008; 34
Matelli, Bazzo (b0055) 2005; 2005
Azadeha, Famb, Khoshnouda, Nikafrouza (b0015) 2008; 178
Matelli, Silva, Bazzo (b0060) 2009; 36
Giarratano, Riley (b0030) 1998
Orlando (b0075) 1996
Silva, Saxena, Balaban, Goebel (b0090) 2012; 39
(access 20.1010).
Aguilar, Muñoz, Noda, Bruno, Moreno (b0005) 2008; 35
Silva, Back (b0085) 2000; 12
Kingston (b0040) 2004; 17
Giarratano (10.1016/j.knosys.2014.05.002_b0030) 1998
Mandow (10.1016/j.knosys.2014.05.002_b0045) 2004; 27
10.1016/j.knosys.2014.05.002_b0025
Manolas (10.1016/j.knosys.2014.05.002_b0050) 2001; 18
Matelli (10.1016/j.knosys.2014.05.002_b0055) 2005; 2005
10.1016/j.knosys.2014.05.002_b0010
Aguilar (10.1016/j.knosys.2014.05.002_b0005) 2008; 35
Silva (10.1016/j.knosys.2014.05.002_b0090) 2012; 39
Melli (10.1016/j.knosys.2014.05.002_b0065) 1992; 2
Kingston (10.1016/j.knosys.2014.05.002_b0040) 2004; 17
Bejan (10.1016/j.knosys.2014.05.002_b0020) 1996
Pahl (10.1016/j.knosys.2014.05.002_b0080) 2007
Melli (10.1016/j.knosys.2014.05.002_b0070) 1997; 38
Azadeha (10.1016/j.knosys.2014.05.002_b0015) 2008; 178
Silva (10.1016/j.knosys.2014.05.002_b0085) 2000; 12
Matelli (10.1016/j.knosys.2014.05.002_b0060) 2009; 36
Orlando (10.1016/j.knosys.2014.05.002_b0075) 1996
Hernandez (10.1016/j.knosys.2014.05.002_b0035) 2008; 34
References_xml – volume: 2
  start-page: 165
  year: 1992
  end-page: 175
  ident: b0065
  article-title: SYSLAM: an interactive expert system approach to power plant design and optimization
  publication-title: Int. J. Energy Environ. Econ.
– volume: 39
  start-page: 10977
  year: 2012
  end-page: 10989
  ident: b0090
  article-title: A knowledge-based system approach for sensor fault modeling, detection and mitigation
  publication-title: Expert Syst. Appl.
– reference: > (access 20.1010).
– volume: 34
  start-page: 1931
  year: 2008
  end-page: 1937
  ident: b0035
  article-title: An intelligent assistant for designing distribution transforms
  publication-title: Expert Syst. Appl.
– volume: 18
  start-page: 124
  year: 2001
  end-page: 130
  ident: b0050
  article-title: Development of an expert system shell based on genetic algorithms for the selection of the energy best available technologies and their optimal operating conditions for the process industry
  publication-title: Expert Syst.
– volume: 12
  start-page: 08
  year: 2000
  end-page: 17
  ident: b0085
  article-title: Shaping the process of fluid power system design applying an expert system
  publication-title: Res. Eng. Des.
– reference: S. Akagi, K. Fujita, H. Kubonish, Building an expert system for power plant design, in: Proceedings of the ASME Design Automation Conferences. Kissimmee, USA, 1988, pp. 297–302.
– volume: 27
  start-page: 635
  year: 2004
  end-page: 644
  ident: b0045
  article-title: Sindi: an intelligent assistant for highway design
  publication-title: Expert Syst. Appl.
– year: 1998
  ident: b0030
  article-title: Expert Systems: Principles and Programming
– volume: 17
  start-page: 157
  year: 2004
  end-page: 164
  ident: b0040
  article-title: Conducting feasibility studies for knowledge based system
  publication-title: Knowl.-Based Syst.
– volume: 36
  start-page: 8375
  year: 2009
  end-page: 8384
  ident: b0060
  article-title: An expert system prototype for designing natural gas cogeneration plants
  publication-title: Expert Syst. Appl.
– volume: 178
  start-page: 4280
  year: 2008
  end-page: 4300
  ident: b0015
  article-title: Design and implementation of a fuzzy expert system for performance assessment of an integrated health, safety, environment (HSE) and ergonomics system: the case of a gas refinery
  publication-title: Inform. Sci.
– year: 1996
  ident: b0020
  article-title: Thermal Design and Optimization
– volume: 2005
  start-page: 160
  year: 2005
  end-page: 168
  ident: b0055
  article-title: A methodology for thermodynamic simulation of high temperature, internal reforming fuel cell systems
  publication-title: J. Power Sources
– reference: CLIPS, 2008. <
– year: 2007
  ident: b0080
  article-title: Engineering Design: A Systematic Approach
– volume: 35
  start-page: 677
  year: 2008
  end-page: 685
  ident: b0005
  article-title: Verification and validation of an intelligent tutorial system
  publication-title: Expert Syst. Appl.
– volume: 38
  start-page: 1737
  year: 1997
  end-page: 1749
  ident: b0070
  article-title: A prototype expert system for the conceptual synthesis of thermal processes
  publication-title: Energy Convers. Manage.
– year: 1996
  ident: b0075
  article-title: Cogeneration Design Guide
– volume: 27
  start-page: 635
  year: 2004
  ident: 10.1016/j.knosys.2014.05.002_b0045
  article-title: Sindi: an intelligent assistant for highway design
  publication-title: Expert Syst. Appl.
  doi: 10.1016/j.eswa.2004.06.005
– volume: 17
  start-page: 157
  year: 2004
  ident: 10.1016/j.knosys.2014.05.002_b0040
  article-title: Conducting feasibility studies for knowledge based system
  publication-title: Knowl.-Based Syst.
  doi: 10.1016/j.knosys.2004.03.011
– volume: 2005
  start-page: 160
  issue: 142
  year: 2005
  ident: 10.1016/j.knosys.2014.05.002_b0055
  article-title: A methodology for thermodynamic simulation of high temperature, internal reforming fuel cell systems
  publication-title: J. Power Sources
  doi: 10.1016/j.jpowsour.2004.09.039
– year: 2007
  ident: 10.1016/j.knosys.2014.05.002_b0080
– volume: 2
  start-page: 165
  year: 1992
  ident: 10.1016/j.knosys.2014.05.002_b0065
  article-title: SYSLAM: an interactive expert system approach to power plant design and optimization
  publication-title: Int. J. Energy Environ. Econ.
– volume: 34
  start-page: 1931
  year: 2008
  ident: 10.1016/j.knosys.2014.05.002_b0035
  article-title: An intelligent assistant for designing distribution transforms
  publication-title: Expert Syst. Appl.
  doi: 10.1016/j.eswa.2007.02.004
– volume: 36
  start-page: 8375
  year: 2009
  ident: 10.1016/j.knosys.2014.05.002_b0060
  article-title: An expert system prototype for designing natural gas cogeneration plants
  publication-title: Expert Syst. Appl.
  doi: 10.1016/j.eswa.2008.10.083
– volume: 38
  start-page: 1737
  year: 1997
  ident: 10.1016/j.knosys.2014.05.002_b0070
  article-title: A prototype expert system for the conceptual synthesis of thermal processes
  publication-title: Energy Convers. Manage.
  doi: 10.1016/S0196-8904(96)00186-0
– ident: 10.1016/j.knosys.2014.05.002_b0010
  doi: 10.1115/DETC1988-0038
– ident: 10.1016/j.knosys.2014.05.002_b0025
– volume: 35
  start-page: 677
  year: 2008
  ident: 10.1016/j.knosys.2014.05.002_b0005
  article-title: Verification and validation of an intelligent tutorial system
  publication-title: Expert Syst. Appl.
  doi: 10.1016/j.eswa.2007.07.024
– year: 1996
  ident: 10.1016/j.knosys.2014.05.002_b0075
– volume: 18
  start-page: 124
  year: 2001
  ident: 10.1016/j.knosys.2014.05.002_b0050
  article-title: Development of an expert system shell based on genetic algorithms for the selection of the energy best available technologies and their optimal operating conditions for the process industry
  publication-title: Expert Syst.
  doi: 10.1111/1468-0394.00165
– volume: 39
  start-page: 10977
  year: 2012
  ident: 10.1016/j.knosys.2014.05.002_b0090
  article-title: A knowledge-based system approach for sensor fault modeling, detection and mitigation
  publication-title: Expert Syst. Appl.
  doi: 10.1016/j.eswa.2012.03.026
– year: 1998
  ident: 10.1016/j.knosys.2014.05.002_b0030
– volume: 178
  start-page: 4280
  year: 2008
  ident: 10.1016/j.knosys.2014.05.002_b0015
  article-title: Design and implementation of a fuzzy expert system for performance assessment of an integrated health, safety, environment (HSE) and ergonomics system: the case of a gas refinery
  publication-title: Inform. Sci.
  doi: 10.1016/j.ins.2008.06.026
– year: 1996
  ident: 10.1016/j.knosys.2014.05.002_b0020
– volume: 12
  start-page: 08
  year: 2000
  ident: 10.1016/j.knosys.2014.05.002_b0085
  article-title: Shaping the process of fluid power system design applying an expert system
  publication-title: Res. Eng. Des.
  doi: 10.1007/s001630050020
SSID ssj0002218
Score 2.1490004
Snippet •The paper focuses on validation of a KB system for cogeneration power plant.•It concentrates on generation of alternative schemes, and describes each...
This paper presents the development of a knowledge-based system (KBS) prototype able to design natural gas cogeneration plants, demonstrating new features for...
SourceID proquest
crossref
elsevier
SourceType Aggregation Database
Enrichment Source
Index Database
Publisher
StartPage 230
SubjectTerms Brazil
Cogeneration
Design
Design engineering
Electric power generation
Knowledge base
Knowledge-based system
Natural gas
Partnerships
Plant design
Validation
Verification
Title Development of a knowledge-based system for cogeneration plant design: Verification, validation and lessons learned
URI https://dx.doi.org/10.1016/j.knosys.2014.05.002
https://www.proquest.com/docview/1671518840
Volume 67
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1LTxsxELZCcuEC9IFKechIHHHi9StebgiB0qJyAarcLD-rtNFu1IQDF3479q43oggJqcddeVarmfHMeDzzDQAn2AgtSCAoSOIRczIkDEiGSKAp-qZOmNQ7_ONGTO7Z9ymf9sBF1wuTyiqz7W9temOt85tR5uZoMZuNbmNwEPU1BgwsTZZLmKADQkvB-2Bw_u16crM2yIQ0ab60HiWCroOuKfP6U9XLx4TbXbDhi_zKGx7qla1uHNDVDtjKkSM8b3_uA-j56iPY7qYywLxJP4HlizogWAeo4TpvhpLPcrBFb4YxXIW2_tXgTifxwMU8shm6pqbjDP6MuhlyRu8URoWcteOXoK4cnEcDGfUVNkMnvPsM7q8u7y4mKI9WQDYe6FYouulClFLG86k2AgdrgmYicEMFtsFQXVox1iUzjjjPtCyl5RZ74wI1pGQl3QX9qq78FwA9wdzzkjKPJTOayxD8GFvLmS0E1nIP0I6dymbc8TT-Yq66ArPfqhWCSkJQmKsohD2A1lSLFnfjnfXjTlLqH_1R0TW8Q3ncCVbFrZXuS3Tl64elKsS4SHh1DH_976_vg8301FalHYD-6u-DP4xhzMocgY3hU3GUlfUZQgj1FQ
linkProvider Elsevier
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1LT9wwELYQHMqF0geCAq0r9YhZx6843BACbVvgAlTcLD_RtqtkxS6HXvrb8eRBKUJC6jWxo8gznhmPv_kGoS_UKatYYiRpFokIOgEHpCAscYi-eVAOaofPztX4Sny7ltdL6GiohQFYZW_7O5veWuv-yahfzdFsMhld5OAg62sOGAR0lgNO0BUheQm4vv0_f3EejLVJPhhNYPhQP9eCvH7Vzfw3sHYXYv9RduUZ__TEUrfu52QdrfVxIz7sfu0NWor1W_R66MmA-y36Ds0foYBwk7DFD1kzAh4r4I67GedgFfvmpmWdBuHg2TQvMg4touMA_8iamfp83h7O6jjpmi9hWwc8zeYxaytuW07E8B5dnRxfHo1J31iB-HycW5DspAtVaZ1Pp9YpmrxLVqgkHVfUJ8dt5VVpK-ECC1FYXWkvPY0uJO5YJSq-gZbrpo6bCEdGZZQVF5Fq4azUKcWSei-FLxS1egvxYTmN71nHofnF1Azwsp-mE4IBIRgqTRbCFiIPs2Yd68YL48tBUuYf7THZMbww8_MgWJM3FtyW2Do2d3NTqLIAtjpBP_z31z-hV-PLs1Nz-vX8-zZahTcdPm0HLS9u7-JuDmgW7mOrsPda_PXg
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=Development+of+a+knowledge-based+system+for+cogeneration+plant+design%3A+Verification%2C+validation+and+lessons+learned&rft.jtitle=Knowledge-based+systems&rft.au=da+Silva%2C+Jonny+Carlos&rft.au=Matelli%2C+Jos%C3%A9+Alexandre&rft.au=Bazzo%2C+Edson&rft.date=2014-09-01&rft.issn=0950-7051&rft.volume=67&rft.spage=230&rft.epage=243&rft_id=info:doi/10.1016%2Fj.knosys.2014.05.002&rft.externalDBID=n%2Fa&rft.externalDocID=10_1016_j_knosys_2014_05_002
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0950-7051&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0950-7051&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0950-7051&client=summon