Two-Stage Chance-Constrained Coordinated Operation of an Integrated Gas–Electric System

Under the background that the high penetration of renewable energy generation, which mainly consists of wind power, will have a significant impact on electric power systems due to the volatility and uncertainty of renewable energy, energy systems with gas–electric coupling and interconnections have...

Celý popis

Uložené v:
Podrobná bibliografia
Vydané v:Energies (Basel) Ročník 15; číslo 12; s. 4458
Hlavní autori: Zhang, Yuqi, He, Chuan, Xv, Anqi, Tang, Xiaoxiao
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: Basel MDPI AG 01.06.2022
Predmet:
Alternative energy sources
Approximation
chance constraint
Compressed air
Decision theory
Electric power production
Electricity
Electricity distribution
Energy storage
integrated gas–electric systems
Linear programming
Methods
MILP
Natural gas
Optimization
penetration
Power supply
Renewable resources
Scheduling
Simulation
Supply chains
Taylor series expansion
two-stage
Wind farms
Wind power
China
ISSN:1996-1073, 1996-1073
On-line prístup:Získať plný text
Tagy: Pridať tag
Žiadne tagy, Buďte prvý, kto otaguje tento záznam!
Abstract Under the background that the high penetration of renewable energy generation, which mainly consists of wind power, will have a significant impact on electric power systems due to the volatility and uncertainty of renewable energy, energy systems with gas–electric coupling and interconnections have been widely studied to accommodate renewable energy generation. This paper proposes a two-stage chance-constrained coordinated operation model of an integrated gas–electric system and fully considers the uncertainty and high penetration of wind power. The Taylor series expansion method is used to linearize the Weymouth gas flow equation of a natural gas system and finally obtains a mixed integer linear programming model. Case studies show the effectiveness of the integrated energy system for peak shaving, valley filling, and promoting wind power accommodation. The proposed model ensures the consumption of wind power generation and also reduces the operation cost by about 0.7%.
AbstractList Under the background that the high penetration of renewable energy generation, which mainly consists of wind power, will have a significant impact on electric power systems due to the volatility and uncertainty of renewable energy, energy systems with gas–electric coupling and interconnections have been widely studied to accommodate renewable energy generation. This paper proposes a two-stage chance-constrained coordinated operation model of an integrated gas–electric system and fully considers the uncertainty and high penetration of wind power. The Taylor series expansion method is used to linearize the Weymouth gas flow equation of a natural gas system and finally obtains a mixed integer linear programming model. Case studies show the effectiveness of the integrated energy system for peak shaving, valley filling, and promoting wind power accommodation. The proposed model ensures the consumption of wind power generation and also reduces the operation cost by about 0.7%.
Audience Academic
Author He, Chuan
Xv, Anqi
Tang, Xiaoxiao
Zhang, Yuqi
Author_xml – sequence: 1
  givenname: Yuqi
  surname: Zhang
  fullname: Zhang, Yuqi
– sequence: 2
  givenname: Chuan
  surname: He
  fullname: He, Chuan
– sequence: 3
  givenname: Anqi
  surname: Xv
  fullname: Xv, Anqi
– sequence: 4
  givenname: Xiaoxiao
  surname: Tang
  fullname: Tang, Xiaoxiao
BookMark eNpNUcFqHDEMNSWBpkku_YKB3gqTWiN7Z30MQ5ouBHJIeujJeGx562XX3toOJbf8Q_-wX1I3W5JKBwlJ70novWNHMUVi7D3wC0TFP1EECYMQcvmGnYBSix74iEf_5W_ZeSkb3gwREPGEfbv_mfq7atbUTd9NtNRPKZaaTYjkuiml7EI0teW3e8qmhhS75DsTu1WstM7PrWtTfj_9utqSrTnY7u6xVNqdsWNvtoXO_8VT9vXz1f30pb-5vV5Nlze9RalqLxWnmVtnlFsCISxnLh0tgAvlFIIfBu8N5yCFH7m1M0nD5Tj7mRRypzyestWB1yWz0fscdiY_6mSCfi6kvNYm12C3pIGEQy6EAAtCLNqqpUNQYnbSGbTYuD4cuPY5_XigUvUmPeTYztfDYlQjymGENnVxmFqbRhqiT-1ftrmjXbBNEx9a_XIcFFcgcWiAjweAzamUTP7lTOD6r3T6VTr8A1E3jJw
Cites_doi 10.1109/NAPS.2017.8107316
10.1016/j.energy.2018.06.153
10.1109/TPWRS.2016.2545522
10.1109/TPWRS.2020.3045229
10.1016/j.ijepes.2021.107672
10.1109/TSTE.2015.2424885
10.1016/j.apenergy.2015.10.119
10.1016/j.egyr.2022.02.277
10.1109/TPWRS.2014.2346987
10.1109/JPROC.2005.847253
10.1049/iet-gtd.2018.5887
10.1016/j.apenergy.2016.07.077
10.17775/CSEEJPES.2018.00130
10.1016/j.energy.2014.05.047
10.1016/j.ijepes.2021.107460
10.1109/JPROC.2020.3005505
10.1016/j.compchemeng.2022.107712
10.1016/j.jclepro.2020.120456
10.1016/j.apenergy.2022.118743
10.1016/j.est.2022.104107
10.1016/j.egypro.2017.03.346
ContentType Journal Article
Copyright COPYRIGHT 2022 MDPI AG
2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Copyright_xml – notice: COPYRIGHT 2022 MDPI AG
– notice: 2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
DBID AAYXX
CITATION
ABUWG
AFKRA
AZQEC
BENPR
CCPQU
DWQXO
PHGZM
PHGZT
PIMPY
PKEHL
PQEST
PQQKQ
PQUKI
PRINS
DOA
DOI 10.3390/en15124458
DatabaseName CrossRef
ProQuest Central (Alumni)
ProQuest Central
ProQuest Central Essentials
ProQuest Central
ProQuest One Community College
ProQuest Central Korea
ProQuest Central Premium
ProQuest One Academic (New)
Publicly Available Content Database
ProQuest One Academic Middle East (New)
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Academic (retired)
ProQuest One Academic UKI Edition
ProQuest Central China
DOAJ Directory of Open Access Journals
DatabaseTitle CrossRef
Publicly Available Content Database
ProQuest One Academic Middle East (New)
ProQuest Central Essentials
ProQuest One Academic Eastern Edition
ProQuest Central (Alumni Edition)
ProQuest One Community College
ProQuest Central China
ProQuest Central
ProQuest One Academic UKI Edition
ProQuest Central Korea
ProQuest Central (New)
ProQuest One Academic
ProQuest One Academic (New)
DatabaseTitleList Publicly Available Content Database


CrossRef
Database_xml – sequence: 1
  dbid: DOA
  name: DOAJ Directory of Open Access Journals
  url: https://www.doaj.org/
  sourceTypes: Open Website
– sequence: 2
  dbid: PIMPY
  name: Publicly Available Content Database
  url: http://search.proquest.com/publiccontent
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
EISSN 1996-1073
ExternalDocumentID oai_doaj_org_article_1e4d304441c14468b08d3194bd5da3c3
A729091532
10_3390_en15124458
GeographicLocations China
GeographicLocations_xml – name: China
GroupedDBID 29G
2WC
2XV
5GY
5VS
7XC
8FE
8FG
8FH
AADQD
AAHBH
AAYXX
ABDBF
ACUHS
ADBBV
ADMLS
AENEX
AFFHD
AFKRA
AFZYC
ALMA_UNASSIGNED_HOLDINGS
BCNDV
BENPR
CCPQU
CITATION
CS3
DU5
EBS
ESX
FRP
GROUPED_DOAJ
GX1
I-F
IAO
ITC
KQ8
L6V
L8X
MODMG
M~E
OK1
OVT
P2P
PHGZM
PHGZT
PIMPY
PROAC
TR2
TUS
ABUWG
AZQEC
DWQXO
PKEHL
PQEST
PQQKQ
PQUKI
PRINS
PUEGO
ID FETCH-LOGICAL-c359t-590eb0cda9d81e318b05de61049d931f22ffa00154f70ccbe5a057bfbe930d9f3
IEDL.DBID BENPR
ISICitedReferencesCount 0
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000816074400001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 1996-1073
IngestDate Fri Oct 03 12:53:42 EDT 2025
Thu Sep 11 07:11:04 EDT 2025
Tue Nov 04 18:34:45 EST 2025
Sat Nov 29 07:12:03 EST 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 12
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c359t-590eb0cda9d81e318b05de61049d931f22ffa00154f70ccbe5a057bfbe930d9f3
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
OpenAccessLink https://www.proquest.com/docview/2679735271?pq-origsite=%requestingapplication%
PQID 2679735271
PQPubID 2032402
ParticipantIDs doaj_primary_oai_doaj_org_article_1e4d304441c14468b08d3194bd5da3c3
proquest_journals_2679735271
gale_infotracacademiconefile_A729091532
crossref_primary_10_3390_en15124458
PublicationCentury 2000
PublicationDate 2022-06-01
PublicationDateYYYYMMDD 2022-06-01
PublicationDate_xml – month: 06
  year: 2022
  text: 2022-06-01
  day: 01
PublicationDecade 2020
PublicationPlace Basel
PublicationPlace_xml – name: Basel
PublicationTitle Energies (Basel)
PublicationYear 2022
Publisher MDPI AG
Publisher_xml – name: MDPI AG
References Roald (ref_6) 2020; 108
Zhang (ref_19) 2018; 4
Clegg (ref_7) 2015; 6
Zlotnik (ref_8) 2017; 32
Duan (ref_14) 2022; 135
Dadashi (ref_21) 2022; 136
ref_16
Wu (ref_2) 2022; 8
Shahidehpour (ref_17) 2005; 93
Xue (ref_12) 2014; 34
Wang (ref_5) 2022; 8
Liu (ref_20) 2022; 49
Fambri (ref_4) 2022; 312
ref_25
He (ref_27) 2018; 159
Liang (ref_15) 2021; 36
Zeng (ref_18) 2017; 105
ref_22
ref_1
ref_3
Li (ref_23) 2020; 256
Wang (ref_26) 2019; 13
Qiu (ref_13) 2015; 30
Alvarez (ref_10) 2022; 160
Li (ref_11) 2017; 194
Bai (ref_9) 2016; 167
Grond (ref_24) 2014; 72
References_xml – ident: ref_16
  doi: 10.1109/NAPS.2017.8107316
– volume: 159
  start-page: 1003
  year: 2018
  ident: ref_27
  article-title: Co-optimization scheduling of interdependent power and gas systems with electricity and gas uncertainties
  publication-title: Energy
  doi: 10.1016/j.energy.2018.06.153
– ident: ref_3
– volume: 32
  start-page: 600
  year: 2017
  ident: ref_8
  article-title: Coordinated Scheduling for Interdependent Electric Power and Natural Gas Infrastructures
  publication-title: IEEE Trans. Power Syst.
  doi: 10.1109/TPWRS.2016.2545522
– volume: 36
  start-page: 2798
  year: 2021
  ident: ref_15
  article-title: Robust Transmission Expansion Planning Based on Adaptive Uncertainty Set Optimization Under High-Penetration Wind Power Generation
  publication-title: IEEE Trans. Power Syst.
  doi: 10.1109/TPWRS.2020.3045229
– volume: 136
  start-page: 107672
  year: 2022
  ident: ref_21
  article-title: Coordination of wind power producers with an energy storage system for the optimal participation in wholesale electricity markets
  publication-title: Int. J. Electr. Power Energy Syst.
  doi: 10.1016/j.ijepes.2021.107672
– volume: 6
  start-page: 1234
  year: 2015
  ident: ref_7
  article-title: Integrated Modeling and Assessment of the Operational Impact of Power-to-Gas (P2G) on Electrical and Gas Transmission Networks
  publication-title: IEEE Trans. Sustain. Energy
  doi: 10.1109/TSTE.2015.2424885
– volume: 167
  start-page: 270
  year: 2016
  ident: ref_9
  article-title: Interval optimization based operating strategy for gas-electricity integrated energy systems considering demand response and wind uncertainty
  publication-title: Appl. Energy
  doi: 10.1016/j.apenergy.2015.10.119
– volume: 8
  start-page: 1147
  year: 2022
  ident: ref_5
  article-title: Two-stage robust optimization of thermal-ESS units scheduling under wind uncertainty
  publication-title: Energy Rep.
  doi: 10.1016/j.egyr.2022.02.277
– volume: 30
  start-page: 1270
  year: 2015
  ident: ref_13
  article-title: Chance-Constrained Transmission Switching with Guaranteed Wind Power Utilization
  publication-title: IEEE Trans. Power Syst.
  doi: 10.1109/TPWRS.2014.2346987
– volume: 93
  start-page: 1042
  year: 2005
  ident: ref_17
  article-title: Impact of Natural Gas Infrastructure on Electric Power Systems
  publication-title: Proc. IEEE
  doi: 10.1109/JPROC.2005.847253
– volume: 13
  start-page: 686
  year: 2019
  ident: ref_26
  article-title: Chance-constrained maintenance scheduling for interdependent power and natural gas grids considering wind power uncertainty
  publication-title: IET Gener. Transm. Distrib.
  doi: 10.1049/iet-gtd.2018.5887
– volume: 34
  start-page: 5029
  year: 2014
  ident: ref_12
  article-title: A review on impacts of wind power uncertainties on power systems
  publication-title: Proc. CSEE
– ident: ref_1
– volume: 194
  start-page: 696
  year: 2017
  ident: ref_11
  article-title: Security-constrained bi-level economic dispatch model for integrated natural gas and electricity systems considering wind power and power-to-gas process
  publication-title: Appl. Energy
  doi: 10.1016/j.apenergy.2016.07.077
– volume: 4
  start-page: 417
  year: 2018
  ident: ref_19
  article-title: Market-oriented optimal dispatching strategy for a wind farm with a multiple stage hybrid energy storage system
  publication-title: CSEE J. Power Energy Syst.
  doi: 10.17775/CSEEJPES.2018.00130
– volume: 72
  start-page: 360
  year: 2014
  ident: ref_24
  article-title: The application of power-to-gas, pumped hydro storage and compressed air energy storage in an electricity system at different wind power penetration levels
  publication-title: Energy
  doi: 10.1016/j.energy.2014.05.047
– ident: ref_25
– volume: 135
  start-page: 107460
  year: 2022
  ident: ref_14
  article-title: Distributed optimization of integrated electricity-natural gas distribution networks considering wind power uncertainties
  publication-title: Int. J. Electr. Power Energy Syst.
  doi: 10.1016/j.ijepes.2021.107460
– volume: 108
  start-page: 1518
  year: 2020
  ident: ref_6
  article-title: An Uncertainty Management Framework for Integrated Gas-Electric Energy Systems
  publication-title: Proc. IEEE
  doi: 10.1109/JPROC.2020.3005505
– volume: 160
  start-page: 107712
  year: 2022
  ident: ref_10
  article-title: Stochastic optimization considering the uncertainties in the electricity demand, natural gas infrastructures, photovoltaic units, and wind generation
  publication-title: Comput. Chem. Eng.
  doi: 10.1016/j.compchemeng.2022.107712
– volume: 256
  start-page: 120456
  year: 2020
  ident: ref_23
  article-title: Robust and opportunistic scheduling of district integrated natural gas and power system with high wind power penetration considering demand flexibility and compressed air energy storage
  publication-title: J. Clean. Prod.
  doi: 10.1016/j.jclepro.2020.120456
– volume: 312
  start-page: 118743
  year: 2022
  ident: ref_4
  article-title: Techno-economic analysis of Power-to-Gas plants in a gas and electricity distribution network system with high renewable energy penetration
  publication-title: Appl. Energy
  doi: 10.1016/j.apenergy.2022.118743
– volume: 8
  start-page: 17
  year: 2022
  ident: ref_2
  article-title: Wind power generation variations and aggregations
  publication-title: CSEE J. Power Energy Syst.
– volume: 49
  start-page: 104107
  year: 2022
  ident: ref_20
  article-title: Research on interest coordination model of wind power supply chain with energy storage participation
  publication-title: J. Energy Storage
  doi: 10.1016/j.est.2022.104107
– ident: ref_22
– volume: 105
  start-page: 492
  year: 2017
  ident: ref_18
  article-title: Coordinated Operation of the Electricity and Natural Gas Systems with Bi-directional Energy Conversion
  publication-title: Energy Procedia
  doi: 10.1016/j.egypro.2017.03.346
SSID ssj0000331333
Score 2.2895153
Snippet Under the background that the high penetration of renewable energy generation, which mainly consists of wind power, will have a significant impact on electric...
SourceID doaj
proquest
gale
crossref
SourceType Open Website
Aggregation Database
Index Database
StartPage 4458
SubjectTerms Alternative energy sources
Approximation
chance constraint
Compressed air
Decision theory
Electric power production
Electricity
Electricity distribution
Energy storage
integrated gas–electric systems
Linear programming
Methods
MILP
Natural gas
Optimization
penetration
Power supply
Renewable resources
Scheduling
Simulation
Supply chains
Taylor series expansion
two-stage
Wind farms
Wind power
SummonAdditionalLinks – databaseName: DOAJ Directory of Open Access Journals
  dbid: DOA
  link: http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1NS8QwEA2yeNCD-InrFwEFT2HTJm2To4pfIKuHVfQU0mQqe-mKu-rV_-A_9Jc4Sbu6F_HitZQyzEwy74XmPUIOQIlS57pgRSUtC3olTFnImcyltkjGRBb9U-6uin5f3d_rmxmrr_BPWCMP3CSul4D0IoiaJS5QF1Vy5bFtZOkzb4WLOp-80DNkKu7BQiD5Eo0eqUBe34M6zDYpg7f7zASKQv2_bcdxxpwtk6UWHNKjJqgVMgf1KlmckQxcIw-DtxFDhPgINFwMcMCC5WY0egBPT0bIJYc14kdPr5-gqS4dVdTW9HIqDOHpuR1_vn-cRgecoaONavk6uT07HZxcsNYegTmR6QnLNIeSO2-1V0k4yix55gHhkNRei6RK06qyESNVBXeuhMwiOCurErTgXldig3TqUQ2bhEqrEmFlnludS_BC5QVApoBz_F7q0y7Zn6bMPDUqGAbZQ0is-UlslxyHbH6_EZSr4wOsp2nraf6qZ5cchlqYsL4wec621wQw0KBUZY6QDSDGyQQGtTMtl2kX3tikeaGxwdIi2fqPaLbJQhruO8Rjlx3SmTy_wC6Zd6-T4fh5L_bcF3lP2jE
  priority: 102
  providerName: Directory of Open Access Journals
Title Two-Stage Chance-Constrained Coordinated Operation of an Integrated Gas–Electric System
URI https://www.proquest.com/docview/2679735271
https://doaj.org/article/1e4d304441c14468b08d3194bd5da3c3
Volume 15
WOSCitedRecordID wos000816074400001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVAON
  databaseName: DOAJ Directory of Open Access Journals
  customDbUrl:
  eissn: 1996-1073
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0000331333
  issn: 1996-1073
  databaseCode: DOA
  dateStart: 20080101
  isFulltext: true
  titleUrlDefault: https://www.doaj.org/
  providerName: Directory of Open Access Journals
– providerCode: PRVHPJ
  databaseName: ROAD: Directory of Open Access Scholarly Resources
  customDbUrl:
  eissn: 1996-1073
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0000331333
  issn: 1996-1073
  databaseCode: M~E
  dateStart: 20080101
  isFulltext: true
  titleUrlDefault: https://road.issn.org
  providerName: ISSN International Centre
– providerCode: PRVPQU
  databaseName: ProQuest Central
  customDbUrl:
  eissn: 1996-1073
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0000331333
  issn: 1996-1073
  databaseCode: BENPR
  dateStart: 20080301
  isFulltext: true
  titleUrlDefault: https://www.proquest.com/central
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Publicly Available Content Database
  customDbUrl:
  eissn: 1996-1073
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0000331333
  issn: 1996-1073
  databaseCode: PIMPY
  dateStart: 20080301
  isFulltext: true
  titleUrlDefault: http://search.proquest.com/publiccontent
  providerName: ProQuest
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1NT9wwELUo9NAeWlpAbKHIUiv1ZJHEzodPCNDSIpXtqqIVnCzHnqC9JNvdbXur-A_8Q34JM44XuLSXXnLIl0ae8XjeJH6PsfdQyVoXuhRlo6wgvhJRWSiEKpS2CMZkHvRTvn8uR6Pq4kKPY8NtHn-rXObEkKh956hHvp8VpcYnszI9mP4QpBpFX1ejhMYTtkZMZRjna0fD0fjrfZclkRJBmOx5SSXi-31oaY1TijTeH61EgbD_b2k5rDUnL__XynX2IlaZ_LAPi1dsBdrX7Pkj7sENdnn-uxNYal4Bpx0GDgRpdwbFCPD8uENQOmmxEPX8yxT6MOFdw23LT5cME55_tPPb65thkNKZON7Tn2-ybyfD8-NPIuosCCdzvRC5TqBOnLfaVyn1ROsk94B1ldJey7TJsqaxodhqysS5GnKLVV7d1KBl4nUjt9hq27WwzbiyVSqtKgqrCwVeVkUJkFeQJPi-zGcD9m455mba02kYhCHkGfPgmQE7Infc30EU2OFEN7sycUaZFJSXxHaXOsK0aHTlMZ-o2ufeSicH7AM509BExcFzNu43QEOJ8socIqzAYimXaNTu0pkmzuC5efDkm39f3mHPMtoSETozu2x1MfsJb9lT92sxmc_2YkDuBayPx7M_Qzw3Pj0bX94BahzuSQ
linkProvider ProQuest
linkToHtml http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V3LbtQwFL0qUyRgwRsxUMASIFZWk9h5eIFQKS0ddTrMoqB2FRz7pppNMswMVOz4B_6Dj-JLuDePthvYdcE2Lzn28X0l9xyAF5ipwiQmlWmprWS-EplZTKROtLGUjKm40U_5NE4nk-zoyEzX4FffC8O_VfY2sTHUvnZcI9-MktTQnVEavpl_kawaxV9XewmNFhb7-P2UUrbl69E7Wt-XUbS7c7i9JztVAelUbFYyNgEWgfPW-CzkCmARxB4pitDGGxWWUVSWtgktyjRwrsDYUkxTlAUaFXhTKnruFVjXDPYBrE9HB9Pjs6pOoBQlfarlQVXKBJtYsU_VmjXlL3i-RiDgb26g8W27t_63WbkNN7soWmy1sL8Da1jdhRsXuBXvwfHhaS0plD5BwR0UDiVrkzaKGOjFdk1jnVUUaHvxYY7tNhB1KWwlRj2Dhhfv7fL3j587jVTQzImW3v0-fLyUd3sAg6qu8CEIbbNQWZ0k1iQavcqSFDHOMAjoeZGPhvC8X-N83tKF5JRmMRLycyQM4S0v_9kVTPHdHKgXJ3lnMfIQtVfM5hc6ztlp0Jkne6kLH3urnBrCKwZPzoaIJs_Zrp-CBsqUXvkWpU0UDMaKBrXRgyfvLNQyP0fOo3-ffgbX9g4Pxvl4NNl_DNcjbv9oqlAbMFgtvuITuOq-rWbLxdNuMwj4fNlI-wOesEjb
linkToPdf http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V3JbhQxEC2FCUJwYEcMBLAEiJM13bZ78QGhkAVGCcMcAkpOjtuujubSPcwMRNz4B_6Gz-FLKPeS5AK3HLj2YlXbz7W47fcAXmAuC53qjGelsjzwlfDcYspVqrSlYkwmjX7K5_1sMskPD_V0DX71Z2HCtsreJzaO2tcurJGPRJppelNk8ajstkVMt3ffzL_woCAV_rT2chotRPbw-ymVb8vX420a65dC7O4cbL3nncIAdzLRK57oCIvIeat9HofVwCJKPFJGobTXMi6FKEvbpBllFjlXYGIpvynKArWMvC4ltXsF1iklV2IA69Pxh-nR2QpPJCUVgLLlRJVSRyOsQnxVKujLX4iCjVjA30JCE-d2b_3PPXQbbnbZNdtsp8MdWMPqLty4wLl4D44OTmtOKfYJsnCywiEPmqWNUgZ6tlWTrbOKEnDPPs6xnR6sLpmt2Lhn1vDsnV3-_vFzp5EQmjnW0r7fh0-X8m0PYFDVFT4EpmweS6vS1OpUoZd5miEmOUYRtSe8GMLzfrzNvKURMVR-BVSYc1QM4W2AwtkTgfq7uVAvTkznSUyMysvA8he7UMuT0bknP6oKn3grnRzCqwAkExwUdZ6z3TkLMjRQfZlNKqcoSUwkGbXRA8l0nmtpzlH06N-3n8E1gpfZH0_2HsN1EU6FNItTGzBYLb7iE7jqvq1my8XTbl4wOL5soP0Bby9Rmw
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=Two-Stage+Chance-Constrained+Coordinated+Operation+of+an+Integrated+Gas%E2%80%93Electric+System&rft.jtitle=Energies+%28Basel%29&rft.au=Zhang%2C+Yuqi&rft.au=He%2C+Chuan&rft.au=Xv%2C+Anqi&rft.au=Tang%2C+Xiaoxiao&rft.date=2022-06-01&rft.issn=1996-1073&rft.eissn=1996-1073&rft.volume=15&rft.issue=12&rft.spage=4458&rft_id=info:doi/10.3390%2Fen15124458&rft.externalDBID=n%2Fa&rft.externalDocID=10_3390_en15124458
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1996-1073&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1996-1073&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1996-1073&client=summon