Control of virtual power plant in microgrids: a coordinated approach based on photovoltaic systems and controllable loads

Renewable energy sources (RESs) such as solar energy are cost-effective to meet part of the energy needs. However, the inherent fluctuation and intermittence of RESs may deteriorate the stability and security of power grids. Energy storage systems can mitigate the problem, but they are very expensiv...

Full description

Saved in:
Bibliographic Details
Published in:IET generation, transmission & distribution Vol. 9; no. 10; pp. 921 - 928
Main Authors: Liu, Yun, Xin, Huanhai, Wang, Zhen, Gan, Deqiang
Format: Journal Article
Language:English
Published: The Institution of Engineering and Technology 02.07.2015
Subjects:
ISSN:1751-8687, 1751-8695
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Abstract Renewable energy sources (RESs) such as solar energy are cost-effective to meet part of the energy needs. However, the inherent fluctuation and intermittence of RESs may deteriorate the stability and security of power grids. Energy storage systems can mitigate the problem, but they are very expensive. For this reason, a coordinated control method of virtual power plant (VPP), which includes photovoltaic systems (PVs) and controllable loads, is proposed in this study so that the aggregated power output of the VPP can be flexibly adjusted in a wide range. To achieve this, power output of the PVs and operational modes of controllable loads are coordinated by solving a mixed integer programming (MIP) problem. Meanwhile, with a quadratic interpolation based active power control strategy, each PV can operate in a power dispatch mode and simultaneously estimate its maximum available power, which is an input to the MIP problem. Externally, the VPP can quickly adjust the aggregated power and achieve functions important to power systems with high penetration of distributed energy resources, such as primary frequency regulation. Simulation results validate the effectiveness of VPP in providing frequency support to an island microgrid.
AbstractList Renewable energy sources (RESs) such as solar energy are cost‐effective to meet part of the energy needs. However, the inherent fluctuation and intermittence of RESs may deteriorate the stability and security of power grids. Energy storage systems can mitigate the problem, but they are very expensive. For this reason, a coordinated control method of virtual power plant (VPP), which includes photovoltaic systems (PVs) and controllable loads, is proposed in this study so that the aggregated power output of the VPP can be flexibly adjusted in a wide range. To achieve this, power output of the PVs and operational modes of controllable loads are coordinated by solving a mixed integer programming (MIP) problem. Meanwhile, with a quadratic interpolation based active power control strategy, each PV can operate in a power dispatch mode and simultaneously estimate its maximum available power, which is an input to the MIP problem. Externally, the VPP can quickly adjust the aggregated power and achieve functions important to power systems with high penetration of distributed energy resources, such as primary frequency regulation. Simulation results validate the effectiveness of VPP in providing frequency support to an island microgrid.
Author Xin, Huanhai
Liu, Yun
Wang, Zhen
Gan, Deqiang
Author_xml – sequence: 1
  givenname: Yun
  surname: Liu
  fullname: Liu, Yun
  organization: Department of the Electrical Engineering, Zhejiang University, Hangzhou 310027, People's Republic of China
– sequence: 2
  givenname: Huanhai
  surname: Xin
  fullname: Xin, Huanhai
  email: xinhh@zju.edu.cn
  organization: Department of the Electrical Engineering, Zhejiang University, Hangzhou 310027, People's Republic of China
– sequence: 3
  givenname: Zhen
  surname: Wang
  fullname: Wang, Zhen
  organization: Department of the Electrical Engineering, Zhejiang University, Hangzhou 310027, People's Republic of China
– sequence: 4
  givenname: Deqiang
  surname: Gan
  fullname: Gan, Deqiang
  organization: Department of the Electrical Engineering, Zhejiang University, Hangzhou 310027, People's Republic of China
BookMark eNqFkEtvEzEURi1UJNrAD2DnJSwmtceecaY7CH1JldiEtXVj32ldOfZgO63y7_EQhBDisfJD37mPc0ZOQgxIyFvOlpzJ4dxhae6LXbaMd0smhvYFOeWq482qH7qTn_eVekXOcn5krOt6qU7JYR1DSdHTONInl8oePJ3iMyY6eQiFukB3zqR4n5zNFxSoiTFZF6CgpTBNKYJ5oFvI9RkDnR5iiU_RF3CG5kMuuMsUgq3Y9zYeth6pj2Dza_JyBJ_xzY9zQb5cXW7WN83d5-vb9Ye7xkgpRTMOAhk3bLtlo1gpKaQxHFSLpv4KtNL2aBX0yPnYKWGNZK0wdjQW-5URrViQd8e6ddave8xF71w2WEcJGPdZczXUVDuXXhB-jNaFc0446im5HaSD5kzPmnXVrKtmPWvWs-bKqN8Y4woUN-8Lzv-TvDiSz87j4f-t9PXmU_vxijHZiQq_P8Jz7DHuU6gO9e3lZk79wkx2rNnmD9m_D_YNKmm4MQ
CitedBy_id crossref_primary_10_1049_iet_rpg_2018_5736
crossref_primary_10_1002_etep_2617
crossref_primary_10_1016_j_isatra_2017_12_003
crossref_primary_10_3390_fi14050128
crossref_primary_10_1016_j_renene_2017_08_010
crossref_primary_10_1016_j_apenergy_2020_114858
crossref_primary_10_1109_ACCESS_2017_2725901
crossref_primary_10_1016_j_rser_2021_111358
crossref_primary_10_3390_en13236251
crossref_primary_10_1109_TEC_2018_2851031
crossref_primary_10_1088_1742_6596_2774_1_012044
crossref_primary_10_1002_er_7671
crossref_primary_10_1016_j_apenergy_2015_12_024
crossref_primary_10_1049_iet_gtd_2018_5376
crossref_primary_10_1016_j_epsr_2015_12_028
crossref_primary_10_1016_j_rser_2020_109840
crossref_primary_10_1016_j_jclepro_2017_12_017
crossref_primary_10_1016_j_egyr_2021_11_117
crossref_primary_10_3390_su12176979
crossref_primary_10_1016_j_apenergy_2022_119734
crossref_primary_10_1016_j_ref_2024_100626
crossref_primary_10_3390_technologies13050180
crossref_primary_10_1002_2050_7038_12885
crossref_primary_10_3390_app12178914
crossref_primary_10_1109_ACCESS_2019_2894687
crossref_primary_10_1016_j_apenergy_2017_05_066
crossref_primary_10_1016_j_rser_2024_114958
crossref_primary_10_3390_en9050317
crossref_primary_10_1109_TII_2019_2919647
crossref_primary_10_1002_etep_2473
crossref_primary_10_1016_j_procir_2017_12_184
crossref_primary_10_1049_iet_gtd_2018_5640
crossref_primary_10_1049_iet_gtd_2018_6751
crossref_primary_10_3390_en10020235
crossref_primary_10_1016_j_rser_2016_09_025
crossref_primary_10_1515_ijeeps_2019_0263
crossref_primary_10_14710_ijred_2022_39295
crossref_primary_10_1016_j_apenergy_2019_01_224
crossref_primary_10_3390_en11102583
crossref_primary_10_3390_en10070965
crossref_primary_10_1049_iet_gtd_2018_0314
crossref_primary_10_1109_TIA_2021_3100321
crossref_primary_10_3390_en14041182
Cites_doi 10.1109/ISGTEurope.2013.6695262
10.1016/j.camwa.2004.05.004
10.1049/iet‐rpg:20060023
10.1109/TEC.2009.2026616
10.1016/j.rser.2013.05.012
10.1109/TSTE.2012.2198925
10.1109/TSG.2013.2257892
10.1109/TEC.2010.2062515
10.1109/TEC.2005.845454
10.1109/PES.2007.385563
10.1109/TSTE.2013.2263202
10.1109/ISGTEurope.2014.7028861
10.1109/EPEC.2009.5420964
10.1109/MPE.2014.2301516
10.1109/TPWRS.2012.2207465
10.1109/TSG.2012.2190113
10.1049/iet‐rpg.2011.0052
10.1049/iet‐cta.2010.0538
10.1090/S0025‐5718‐1956‐0083822‐0
10.1049/iet‐rpg.2013.0067
ContentType Journal Article
Copyright The Institution of Engineering and Technology
2015 The Authors. IET Generation, Transmission & Distribution published by John Wiley & Sons, Ltd. on behalf of The Institution of Engineering and Technology
Copyright_xml – notice: The Institution of Engineering and Technology
– notice: 2015 The Authors. IET Generation, Transmission & Distribution published by John Wiley & Sons, Ltd. on behalf of The Institution of Engineering and Technology
DBID AAYXX
CITATION
7SP
7TB
8FD
F28
FR3
KR7
L7M
DOI 10.1049/iet-gtd.2015.0392
DatabaseName CrossRef
Electronics & Communications Abstracts
Mechanical & Transportation Engineering Abstracts
Technology Research Database
ANTE: Abstracts in New Technology & Engineering
Engineering Research Database
Civil Engineering Abstracts
Advanced Technologies Database with Aerospace
DatabaseTitle CrossRef
Civil Engineering Abstracts
Technology Research Database
Mechanical & Transportation Engineering Abstracts
Electronics & Communications Abstracts
Engineering Research Database
Advanced Technologies Database with Aerospace
ANTE: Abstracts in New Technology & Engineering
DatabaseTitleList CrossRef
Civil Engineering Abstracts


DeliveryMethod fulltext_linktorsrc
Discipline Engineering
EISSN 1751-8695
EndPage 928
ExternalDocumentID 10_1049_iet_gtd_2015_0392
GTD2BF00453
Genre article
GrantInformation_xml – fundername: National High Technology Research and Development Program
  grantid: 2015AA0500695
– fundername: National Natural Science Foundation of China
  grantid: No.51177146
– fundername: National Natural Science Foundation of China
  funderid: 51177146
– fundername: National High Technology Research and Development Program
  funderid: 2015AA0500695
GroupedDBID 0R
24P
29I
4IJ
6IK
8VB
AAJGR
ABPTK
ACIWK
ALMA_UNASSIGNED_HOLDINGS
BFFAM
ESX
HZ
IFIPE
IPLJI
JAVBF
LAI
LOTEE
LXI
M43
MS
NADUK
NXXTH
O9-
OCL
QWB
RIE
RNS
RUI
U5U
UNMZH
UNR
ZL0
.DC
0R~
0ZK
1OC
4.4
8FE
8FG
96U
AAHHS
AAHJG
ABJCF
ABQXS
ACCFJ
ACCMX
ACESK
ACXQS
ADEYR
ADZOD
AEEZP
AEGXH
AEQDE
AFAZI
AFKRA
AIWBW
AJBDE
ALUQN
ARAPS
AVUZU
BENPR
BGLVJ
CCPQU
EBS
EJD
F8P
GOZPB
GROUPED_DOAJ
GRPMH
HCIFZ
HZ~
IAO
IGS
ITC
K1G
L6V
M7S
MCNEO
MS~
OK1
P62
PTHSS
ROL
S0W
AAYXX
AFFHD
CITATION
IDLOA
PHGZM
PHGZT
PQGLB
WIN
7SP
7TB
8FD
F28
FR3
KR7
L7M
ID FETCH-LOGICAL-c4443-f93e01c0bb0f387434cc1a72ec01c3ed4d6ed7a6e11f573dc4023cdfcde68c323
IEDL.DBID 24P
ISICitedReferencesCount 55
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000356584400006&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 1751-8687
IngestDate Sun Nov 09 09:59:25 EST 2025
Wed Oct 29 21:15:19 EDT 2025
Tue Nov 18 20:29:14 EST 2025
Wed Jan 22 16:32:08 EST 2025
Tue Jan 05 21:46:17 EST 2021
Thu May 09 18:35:09 EDT 2019
IsDoiOpenAccess false
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 10
Keywords solar energy
integer programming
power generation control
primary frequency regulation
photovoltaic systems
distributed power generation
virtual power plant control
power grid security
energy storage systems
RESs
VPP
mixed integer programming problem
power grid stability
power grids
power system stability
renewable energy sources
MIP problem
photovoltaic power systems
distributed energy resources
coordinated control method
island microgrid
power system security
power generation dispatch
controllable loads
interpolation
power control
power systems
power dispatch mode
quadratic interpolation based active power control strategy
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c4443-f93e01c0bb0f387434cc1a72ec01c3ed4d6ed7a6e11f573dc4023cdfcde68c323
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 23
OpenAccessLink https://onlinelibrary.wiley.com/doi/pdfdirect/10.1049/iet-gtd.2015.0392
PQID 1793232874
PQPubID 23500
PageCount 8
ParticipantIDs crossref_primary_10_1049_iet_gtd_2015_0392
iet_journals_10_1049_iet_gtd_2015_0392
crossref_citationtrail_10_1049_iet_gtd_2015_0392
wiley_primary_10_1049_iet_gtd_2015_0392_GTD2BF00453
proquest_miscellaneous_1793232874
ProviderPackageCode RUI
PublicationCentury 2000
PublicationDate 2015-07-02
PublicationDateYYYYMMDD 2015-07-02
PublicationDate_xml – month: 07
  year: 2015
  text: 2015-07-02
  day: 02
PublicationDecade 2010
PublicationTitle IET generation, transmission & distribution
PublicationYear 2015
Publisher The Institution of Engineering and Technology
Publisher_xml – name: The Institution of Engineering and Technology
References Manz, D.; Walling, R.; Miller, N.; LaRose, B.; D'Aquila, R.; Daryanian, B. (C8) 2014; 12
Stetz, T.; Marten, F.; Braun, M. (C2) 2013; 4
Kish, G.; Lee, J.; Lehn, P. (C18) 2012; 6
Biegel, B.; Hansen, L.H.; Andersen, P.; Stoustrup, J. (C15) 2013; 4
Hua, C.; Lin, J.; Shen, C. (C4) 1998; 45
Muller, D.E. (C22) 1956; 10
Liu, Y.; Xin, H.; Wang, Z.; Yang, T. (C19) 2014; 8
Woyte, A.; Van Thong, V.; Belmans, R.; Nijs, J. (C6) 2006; 21
Xin, H.; Lu, Z.; Qu, Z.; Gan, D.; Qi, D. (C20) 2011; 5
Kakimoto, N.; Takayama, S.; Satoh, H.; Nakamura, K. (C10) 2009; 24
Hill, C.A.; Such, M.C.; Chen, D.; Gonzalez, J.; Grady, W.M. (C11) 2012; 3
Omran, W.; Kazerani, M.; Salama, M. (C9) 2011; 26
Liu, Y.; Xin, H.; Wang, Z.; Yang, T. (C13) 2013; 4
Candelise, C.; Winskel, M.; Gross, R.J. (C3) 2013; 26
Pudjianto, D.; Ramsay, C.; Strbac, G. (C5) 2007; 1
Sharma, J.R. (C23) 2004; 48
Liu, G.; Tomsovic, K. (C17) 2012; 27
2009; 24
2013; 26
2013; 4
2012; 3
2006; 21
1956; 10
2004; 48
2009
2007
2006
2014
2011; 26
2012; 27
2013
2012; 6
2007; 1
2014; 8
2011; 5
1998; 45
2014; 12
Masson G. (e_1_2_7_2_2) 2014
e_1_2_7_4_2
e_1_2_7_3_2
e_1_2_7_9_2
e_1_2_7_8_2
e_1_2_7_7_2
e_1_2_7_6_2
e_1_2_7_19_2
e_1_2_7_18_2
e_1_2_7_17_2
e_1_2_7_16_2
e_1_2_7_15_2
e_1_2_7_14_2
e_1_2_7_13_2
e_1_2_7_24_2
e_1_2_7_12_2
e_1_2_7_23_2
e_1_2_7_11_2
e_1_2_7_10_2
e_1_2_7_21_2
e_1_2_7_20_2
Kundur P. (e_1_2_7_25_2) 2006
Hua C. (e_1_2_7_5_2) 1998; 45
Kruse R. (e_1_2_7_22_2) 2007
References_xml – volume: 3
  start-page: 850
  issue: 2
  year: 2012
  end-page: 857
  ident: C11
  article-title: Battery energy storage for enabling integration of distributed solar power generation
  publication-title: IEEE Trans. Smart Grid
– volume: 26
  start-page: 318
  issue: 1
  year: 2011
  end-page: 327
  ident: C9
  article-title: Investigation of methods for reduction of power fluctuations generated from large grid-connected photovoltaic systems
  publication-title: IEEE Trans. Energy Convers.
– volume: 8
  start-page: 611
  issue: 6
  year: 2014
  end-page: 620
  ident: C19
  article-title: Power control strategy for photovoltaic system based on the newton quadratic interpolation
  publication-title: IET Renew. Power Gener.
– volume: 48
  start-page: 709
  issue: 5–6
  year: 2004
  end-page: 714
  ident: C23
  article-title: A family of methods for solving nonlinearequations using quadratic interpolation
  publication-title: Comput. Math. Appl.
– volume: 5
  start-page: 1617
  issue: 14
  year: 2011
  end-page: 1629
  ident: C20
  article-title: Cooperative control strategy for multiple photovoltaic generators in distribution networks
  publication-title: IET Control Theory Appl.
– volume: 10
  start-page: 208
  issue: 56
  year: 1956
  end-page: 215
  ident: C22
  article-title: A method for solving algebraic equations using an automatic computer
  publication-title: Math. Comput.
– volume: 27
  start-page: 2385
  issue: 4
  year: 2012
  end-page: 2393
  ident: C17
  article-title: Quantifying spinning reserve in systems with significant wind power penetration
  publication-title: IEEE Trans. Power Syst.
– volume: 24
  start-page: 943
  issue: 4
  year: 2009
  end-page: 949
  ident: C10
  article-title: Power modulation of photovoltaic generator for frequency control of power system
  publication-title: IEEE Trans. Energy Convers.
– volume: 12
  start-page: 26
  issue: 3
  year: 2014
  end-page: 36
  ident: C8
  article-title: The grid of the guture: ten trends that will shape the grid over the next decade
  publication-title: IEEE Power Energy Mag.
– volume: 26
  start-page: 96
  year: 2013
  end-page: 107
  ident: C3
  article-title: The dynamics of solar PV costs and prices as a challenge for technology forecasting
  publication-title: Renew. Sustain. Energy Rev.
– volume: 4
  start-page: 2061
  issue: 4
  year: 2013
  end-page: 2071
  ident: C15
  article-title: Primary control by on/off demand-side devices
  publication-title: IEEE Trans. Smart Grid
– volume: 1
  start-page: 10
  issue: 1
  year: 2007
  end-page: 16
  ident: C5
  article-title: Virtual power plant and system integration of distributed energy resources
  publication-title: IET Renew. Power Gener.
– volume: 4
  start-page: 985
  issue: 4
  year: 2013
  end-page: 993
  ident: C13
  article-title: A new frequency regulation strategy for photovoltaic systems without energy storage devices
  publication-title: IEEE Trans. Sustain. Energy
– volume: 45
  start-page: 99
  issue: 1
  year: 1998
  end-page: 107
  ident: C4
  article-title: Implementation of a Dsp-controlled photovoltaic system with peak power tracking
  publication-title: IEEE Trans. Power Electr.
– volume: 6
  start-page: 259
  issue: 4
  year: 2012
  end-page: 266
  ident: C18
  article-title: Modelling and control of photovoltaic panels utilising the incremental conductance method for maximum power point tracking
  publication-title: IET Renew. Power Gener.
– volume: 4
  start-page: 534
  issue: 2
  year: 2013
  end-page: 542
  ident: C2
  article-title: Improved low voltage grid-integration of photovoltaic systems in Germany
  publication-title: IEEE Trans. Sustain. Energy
– volume: 21
  start-page: 202
  issue: 1
  year: 2006
  end-page: 209
  ident: C6
  article-title: Voltage fluctuations on distribution level introduced by photovoltaic systems
  publication-title: IEEE Trans. Energy Convers.
– volume: 24
  start-page: 943
  issue: 4
  year: 2009
  end-page: 949
  article-title: Power modulation of photovoltaic generator for frequency control of power system
  publication-title: IEEE Trans. Energy Convers.
– volume: 26
  start-page: 318
  issue: 1
  year: 2011
  end-page: 327
  article-title: Investigation of methods for reduction of power fluctuations generated from large grid‐connected photovoltaic systems
  publication-title: IEEE Trans. Energy Convers.
– volume: 4
  start-page: 2061
  issue: 4
  year: 2013
  end-page: 2071
  article-title: Primary control by on/off demand‐side devices
  publication-title: IEEE Trans. Smart Grid
– volume: 6
  start-page: 259
  issue: 4
  year: 2012
  end-page: 266
  article-title: Modelling and control of photovoltaic panels utilising the incremental conductance method for maximum power point tracking
  publication-title: IET Renew. Power Gener.
– volume: 8
  start-page: 611
  issue: 6
  year: 2014
  end-page: 620
  article-title: Power control strategy for photovoltaic system based on the newton quadratic interpolation
  publication-title: IET Renew. Power Gener.
– volume: 10
  start-page: 208
  issue: 56
  year: 1956
  end-page: 215
  article-title: A method for solving algebraic equations using an automatic computer
  publication-title: Math. Comput.
– volume: 1
  start-page: 10
  issue: 1
  year: 2007
  end-page: 16
  article-title: Virtual power plant and system integration of distributed energy resources
  publication-title: IET Renew. Power Gener.
– volume: 12
  start-page: 26
  issue: 3
  year: 2014
  end-page: 36
  article-title: The grid of the guture: ten trends that will shape the grid over the next decade
  publication-title: IEEE Power Energy Mag.
– year: 2007
– start-page: 1
  year: 2007
  end-page: 8
  article-title: Impact on the power system of a large penetration of photovoltaic generation
– volume: 3
  start-page: 850
  issue: 2
  year: 2012
  end-page: 857
  article-title: Battery energy storage for enabling integration of distributed solar power generation
  publication-title: IEEE Trans. Smart Grid
– start-page: 1
  year: 2014
  end-page: 6
  article-title: A virtual power plant for the aggregation of domestic heating load flexibility
– year: 2006
– volume: 26
  start-page: 96
  year: 2013
  end-page: 107
  article-title: The dynamics of solar PV costs and prices as a challenge for technology forecasting
  publication-title: Renew. Sustain. Energy Rev.
– volume: 45
  start-page: 99
  issue: 1
  year: 1998
  end-page: 107
  article-title: Implementation of a Dsp‐controlled photovoltaic system with peak power tracking
  publication-title: IEEE Trans. Power Electr.
– volume: 4
  start-page: 985
  issue: 4
  year: 2013
  end-page: 993
  article-title: A new frequency regulation strategy for photovoltaic systems without energy storage devices
  publication-title: IEEE Trans. Sustain. Energy
– volume: 5
  start-page: 1617
  issue: 14
  year: 2011
  end-page: 1629
  article-title: Cooperative control strategy for multiple photovoltaic generators in distribution networks
  publication-title: IET Control Theory Appl.
– volume: 21
  start-page: 202
  issue: 1
  year: 2006
  end-page: 209
  article-title: Voltage fluctuations on distribution level introduced by photovoltaic systems
  publication-title: IEEE Trans. Energy Convers.
– volume: 27
  start-page: 2385
  issue: 4
  year: 2012
  end-page: 2393
  article-title: Quantifying spinning reserve in systems with significant wind power penetration
  publication-title: IEEE Trans. Power Syst.
– year: 2014
– start-page: 1
  year: 2013
  end-page: 5
  article-title: Contracting flexibility services
– volume: 48
  start-page: 709
  issue: 5–6
  year: 2004
  end-page: 714
  article-title: A family of methods for solving nonlinearequations using quadratic interpolation
  publication-title: Comput. Math. Appl.
– volume: 4
  start-page: 534
  issue: 2
  year: 2013
  end-page: 542
  article-title: Improved low voltage grid‐integration of photovoltaic systems in Germany
  publication-title: IEEE Trans. Sustain. Energy
– start-page: 1
  year: 2009
  end-page: 6
  article-title: Active power curtailment of PV inverters in diesel hybrid mini‐grids
– ident: e_1_2_7_17_2
  doi: 10.1109/ISGTEurope.2013.6695262
– ident: e_1_2_7_24_2
  doi: 10.1016/j.camwa.2004.05.004
– volume: 45
  start-page: 99
  issue: 1
  year: 1998
  ident: e_1_2_7_5_2
  article-title: Implementation of a Dsp‐controlled photovoltaic system with peak power tracking
  publication-title: IEEE Trans. Power Electr.
– ident: e_1_2_7_6_2
  doi: 10.1049/iet‐rpg:20060023
– ident: e_1_2_7_11_2
  doi: 10.1109/TEC.2009.2026616
– ident: e_1_2_7_4_2
  doi: 10.1016/j.rser.2013.05.012
– ident: e_1_2_7_3_2
  doi: 10.1109/TSTE.2012.2198925
– ident: e_1_2_7_16_2
  doi: 10.1109/TSG.2013.2257892
– ident: e_1_2_7_10_2
  doi: 10.1109/TEC.2010.2062515
– ident: e_1_2_7_7_2
  doi: 10.1109/TEC.2005.845454
– ident: e_1_2_7_8_2
  doi: 10.1109/PES.2007.385563
– volume-title: Data structures and program design in C
  year: 2007
  ident: e_1_2_7_22_2
– ident: e_1_2_7_14_2
  doi: 10.1109/TSTE.2013.2263202
– ident: e_1_2_7_15_2
  doi: 10.1109/ISGTEurope.2014.7028861
– ident: e_1_2_7_13_2
  doi: 10.1109/EPEC.2009.5420964
– ident: e_1_2_7_9_2
  doi: 10.1109/MPE.2014.2301516
– ident: e_1_2_7_18_2
  doi: 10.1109/TPWRS.2012.2207465
– volume-title: Global market outlook for photovoltaics 2014–2018
  year: 2014
  ident: e_1_2_7_2_2
– ident: e_1_2_7_12_2
  doi: 10.1109/TSG.2012.2190113
– ident: e_1_2_7_19_2
  doi: 10.1049/iet‐rpg.2011.0052
– ident: e_1_2_7_21_2
  doi: 10.1049/iet‐cta.2010.0538
– ident: e_1_2_7_23_2
  doi: 10.1090/S0025‐5718‐1956‐0083822‐0
– volume-title: Power system stability and control
  year: 2006
  ident: e_1_2_7_25_2
– ident: e_1_2_7_20_2
  doi: 10.1049/iet‐rpg.2013.0067
SSID ssj0055647
Score 2.4046361
Snippet Renewable energy sources (RESs) such as solar energy are cost-effective to meet part of the energy needs. However, the inherent fluctuation and intermittence...
Renewable energy sources (RESs) such as solar energy are cost‐effective to meet part of the energy needs. However, the inherent fluctuation and intermittence...
SourceID proquest
crossref
wiley
iet
SourceType Aggregation Database
Enrichment Source
Index Database
Publisher
StartPage 921
SubjectTerms Adjustment
Control systems
controllable loads
coordinated control method
distributed energy resources
distributed power generation
Electric power generation
Electric power grids
Electric power plants
energy storage systems
integer programming
interpolation
island microgrid
MIP problem
mixed integer programming problem
Photovoltaic cells
photovoltaic power systems
photovoltaic systems
Power control
power dispatch mode
power generation control
power generation dispatch
power grid security
power grid stability
power grids
power system security
power system stability
power systems
primary frequency regulation
quadratic interpolation based active power control strategy
renewable energy sources
RESs
Solar cells
solar energy
Special Issue on Power Electronic Converter Systems for Integration of Renewable Energy Sources
virtual power plant control
VPP
Title Control of virtual power plant in microgrids: a coordinated approach based on photovoltaic systems and controllable loads
URI http://digital-library.theiet.org/content/journals/10.1049/iet-gtd.2015.0392
https://onlinelibrary.wiley.com/doi/abs/10.1049%2Fiet-gtd.2015.0392
https://www.proquest.com/docview/1793232874
Volume 9
WOSCitedRecordID wos000356584400006&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: PRVWIB
  databaseName: Wiley Online Library Free Content
  customDbUrl:
  eissn: 1751-8695
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0055647
  issn: 1751-8687
  databaseCode: WIN
  dateStart: 20130101
  isFulltext: true
  titleUrlDefault: https://onlinelibrary.wiley.com
  providerName: Wiley-Blackwell
– providerCode: PRVWIB
  databaseName: Wiley Online Library Open Access
  customDbUrl:
  eissn: 1751-8695
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0055647
  issn: 1751-8687
  databaseCode: 24P
  dateStart: 20130101
  isFulltext: true
  titleUrlDefault: https://authorservices.wiley.com/open-science/open-access/browse-journals.html
  providerName: Wiley-Blackwell
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1Lb9QwEB61hQMceCO2UGQQ4oAUiGMn8XJrly70suphEb1Fjh8l0pJEm7RS_z0zeSxdIbUS4pKDM7ai8Tw-x_Y3AO-ksjbXoQ3CODaB1BrjoPdpYIiq3JuUu0R3xSbSxUKdnU1Pd2A23oXp-SE2P9zIM7p4TQ6u874KCYJanMTCtcF5S2SfPP4YYprfhTuci5RMO5KnYziO46SrMoZpkgcqUelma3P66a8htpLTLr7ewp3X0WuXfuYP_8uHP4IHA_pkh725PIYdVz6B-9c4CZ_C1aw_vM4qzy6LNV0vYTWVUmP1CmeBFSX7RYf4zteFbT4zzUyF69eiRMxq2chQzig5WlaVrP5ZtRWGwFYXhvW00Q3TpWXDGfkVXd1iq0rb5hl8nx8vZ9-CoT5DYKSUIvBT4UJuwjwPvVAIRaQxXKeRM9gqnJU2cTbViePcx6mwBteqwlhvrEuUEZF4DntlVboXwLyS1ucytk54KSOtiENHI3jNEZ4q7SYQjhOTmYG8nGporLJuE11OM9RqhlrNSKsZaXUCHzZd6p654ybh99Q2-G9zk-DbLcGT42X2dfnlj0BWWz-BN6PVZOittAWjS1dd4LgYDhHDorImIDojuf3baPzoaE7gW-z_U6-XcI_au1PG0SvYa9cX7gDumsu2aNavO3fB54-TxW9kJBsz
linkProvider Wiley-Blackwell
linkToHtml http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1Lb9QwEB61BQk48EYsT4MQB6SUJHYSLzdou7SirHpYpN4sx48SaUmiTVqJf89MHktXSEVCXJ2xZY09M5_j8TcAb4S0NtehDcIkMYHQGv2g91lgiKrcmyxyqe6KTWTzuTw9nZ5swf74Fqbnh1j_cCPL6Pw1GTj9kO4PnIJIMgvXBmctsX1GyW6IcX4brgmMTpTYF4uT0R8nSdqVGcM4GQUyldn6bnP6_o8hNqLTNn7eAJ6X4WsXf2Z3_s_M78LtAX-yj_2GuQdbrrwPty6xEj6An3t9-jqrPLsoVvTAhNVUTI3VS1wHVpTsB6Xxna0K23xgmpkKT7BFiajVspGjnFF4tKwqWf29ait0gq0uDOuJoxumS8uGLPklPd5iy0rb5iF8mx0s9g6DoUJDYIQQPPBT7sLIhHkeei4RjAhjIp3FzmArd1bY1NlMpy6KfJJxa_C0yo31xrpUGh7zR7BTVqV7DMxLYX0uEuu4FyLWklh0NMLXHAGq1G4C4bgyygz05VRFY6m6a3QxVahVhVpVpFVFWp3Au3WXuufuuEr4LbUNFtxcJfh6Q_DoYKE-L_Z_C6ja-gm8GreNQnulSxhduuocx0WHiCgWlTUB3u2Sv8-Nxo8_zQh-8yf_1Osl3DhcfD1Wx0fzL0_hJsl0OcfxM9hpV-fuOVw3F23RrF50tvMLeK8eCA
linkToPdf http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV3di9QwEB_uThF98FtcP6OID0K1bdKP9U1vb_VQln1Y4d5Cmo-zsLZl2zvwv3cmbddbhBPE13QSwiQz80sz-Q3AK5EbU6jQBGGS6EAohX7QuSzQRFXudBbZVPliE9likZ-cTJd7MBvfwvT8ENsfbmQZ3l-TgdvGuP7AKYgks7RdcNoR22eUvA0xzu_DFZFk3jxjsRz9cZKkvswYxskoyNM8295tTt_9McROdNrHzzvA8yJ89fFnfuv_zPw23BzwJ_vQb5g7sGeru3DjAivhPfh52Kevs9qx83JDD0xYQ8XUWLPGdWBlxX5QGt_ppjTte6aYrvEEW1aIWg0bOcoZhUfD6oo13-uuRifYqVKznji6ZaoybMiSX9PjLbaulWnvw7f50erwczBUaAi0EIIHbsptGOmwKELHcwQjQutIZbHV2MqtESa1JlOpjSKXZNxoPK1ybZw2Ns01j_kDOKjqyj4E5nJhXCESY7kTIlY5segohK8FAtRc2QmE48pIPdCXUxWNtfTX6GIqUasStSpJq5K0OoE32y5Nz91xmfBrahssuL1M8OWO4PHRSn5azX4LSFzsCbwYt41Ee6VLGFXZ-gzHRYeIKBaVNQHud8nf50bjxx_nBL_5o3_q9RyuLWdz-fV48eUxXCcRn3IcP4GDbnNmn8JVfd6V7eaZN51f2Godgw
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=Control+of+virtual+power+plant+in+microgrids%3A+a+coordinated+approach+based+on+photovoltaic+systems+and+controllable+loads&rft.jtitle=IET+generation%2C+transmission+%26+distribution&rft.au=Liu%2C+Yun&rft.au=Xin%2C+Huanhai&rft.au=Wang%2C+Zhen&rft.au=Gan%2C+Deqiang&rft.date=2015-07-02&rft.pub=The+Institution+of+Engineering+and+Technology&rft.issn=1751-8687&rft.eissn=1751-8695&rft.volume=9&rft.issue=10&rft.spage=921&rft.epage=928&rft_id=info:doi/10.1049%2Fiet-gtd.2015.0392&rft.externalDocID=10_1049_iet_gtd_2015_0392
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1751-8687&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1751-8687&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1751-8687&client=summon