Community microgrids;
Scheduling battery energy;
Battery degradation costs;
Renewable energy and optimisation algorithms;
STORAGE SYSTEM;
MANAGEMENT;
ALGORITHMS;
STRATEGIES;
OPERATION;
WIND;
D O I:
10.1016/j.apenergy.2019.113723
中图分类号:
TE [石油、天然气工业];
TK [能源与动力工程];
学科分类号:
0807 ;
0820 ;
摘要:
The integration of renewable energy sources together with an energy storage system into a distribution network has become essential not only to maintain continuous electricity supply but also to minimise electricity costs. The operational costs of this paradigm depend highly upon the optimal use of battery energy. This paper proposes day-ahead scheduling of the battery energy while considering its degradation costs due to charging-discharging cycles. The degradation costs with respect to the depth of charge are modelled and added to the objective function to determine the actual operational costs of the system. A framework to solve the function is developed in which particle swarm optimisation, the Rainflow algorithm and scenario techniques are integrated. Uncertainties of parameters, modelled by scenario generation and reduced by scenario reduction techniques, are discussed. Simulation results demonstrate that the proposed method can reduce the operational costs by around 40% compared to the baseline method. They also reveal that uncertainty in power generation and power demand has no influence on the energy schedule of the battery, but variation in electricity prices has an impact on the outcome. Several pragmatic tests verify the effectiveness of the proposed method.
机构:
Lawrence Berkeley Natl Lab, Grid Integrat Grp, One Cyclotron Rd, Berkeley, CA 94720 USALawrence Berkeley Natl Lab, Grid Integrat Grp, One Cyclotron Rd, Berkeley, CA 94720 USA
Cardoso, Goncalo
;
Brouhard, Thomas
论文数: 0引用数: 0
h-index: 0
机构:
Lawrence Berkeley Natl Lab, Grid Integrat Grp, One Cyclotron Rd, Berkeley, CA 94720 USA
Mines ParisTech, 60 Blvd St Michel, F-75272 Paris 06, FranceLawrence Berkeley Natl Lab, Grid Integrat Grp, One Cyclotron Rd, Berkeley, CA 94720 USA
Brouhard, Thomas
;
DeForest, Nicholas
论文数: 0引用数: 0
h-index: 0
机构:
Lawrence Berkeley Natl Lab, Grid Integrat Grp, One Cyclotron Rd, Berkeley, CA 94720 USALawrence Berkeley Natl Lab, Grid Integrat Grp, One Cyclotron Rd, Berkeley, CA 94720 USA
DeForest, Nicholas
;
Wang, Dai
论文数: 0引用数: 0
h-index: 0
机构:
Lawrence Berkeley Natl Lab, Grid Integrat Grp, One Cyclotron Rd, Berkeley, CA 94720 USALawrence Berkeley Natl Lab, Grid Integrat Grp, One Cyclotron Rd, Berkeley, CA 94720 USA
Wang, Dai
;
Heleno, Miguel
论文数: 0引用数: 0
h-index: 0
机构:
Lawrence Berkeley Natl Lab, Grid Integrat Grp, One Cyclotron Rd, Berkeley, CA 94720 USALawrence Berkeley Natl Lab, Grid Integrat Grp, One Cyclotron Rd, Berkeley, CA 94720 USA
Heleno, Miguel
;
Kotzur, Leander
论文数: 0引用数: 0
h-index: 0
机构:
Lawrence Berkeley Natl Lab, Grid Integrat Grp, One Cyclotron Rd, Berkeley, CA 94720 USA
Forschungszentrum Julich, Inst Electrochem Proc Engn IEK 3, Wilhelm Johnen Str, D-52428 Julich, GermanyLawrence Berkeley Natl Lab, Grid Integrat Grp, One Cyclotron Rd, Berkeley, CA 94720 USA
机构:
Georgia Inst Technol, Dept Elect & Comp Engn, Atlanta, GA 30332 USAGeorgia Inst Technol, Dept Elect & Comp Engn, Atlanta, GA 30332 USA
del Valle, Yamille
;
Venayagamoorthy, Ganesh Kumar
论文数: 0引用数: 0
h-index: 0
机构:
Univ Missouri, Real Time Power & Intelligent Syst Lab, Dept Elect & Comp Engn, Rolla, MO 65409 USAGeorgia Inst Technol, Dept Elect & Comp Engn, Atlanta, GA 30332 USA
Venayagamoorthy, Ganesh Kumar
;
Mohagheghi, Salman
论文数: 0引用数: 0
h-index: 0
机构:
Georgia Inst Technol, Dept Elect & Comp Engn, Atlanta, GA 30332 USAGeorgia Inst Technol, Dept Elect & Comp Engn, Atlanta, GA 30332 USA
Mohagheghi, Salman
;
Hernandez, Jean-Carlos
论文数: 0引用数: 0
h-index: 0
机构:
Georgia Inst Technol, Dept Elect & Comp Engn, Atlanta, GA 30332 USAGeorgia Inst Technol, Dept Elect & Comp Engn, Atlanta, GA 30332 USA
Hernandez, Jean-Carlos
;
Harley, Ronald G.
论文数: 0引用数: 0
h-index: 0
机构:
Georgia Inst Technol, Dept Elect & Comp Engn, Atlanta, GA 30332 USAGeorgia Inst Technol, Dept Elect & Comp Engn, Atlanta, GA 30332 USA
机构:
Univ Bayreuth, FIM Res Ctr, Wittelsbacherring 10, D-95444 Bayreuth, GermanyUniv Bayreuth, FIM Res Ctr, Wittelsbacherring 10, D-95444 Bayreuth, Germany
Fridgen, Gilbert
;
Kahlen, Micha
论文数: 0引用数: 0
h-index: 0
机构:
Erasmus Univ, Rotterdam Sch Management, Burgemeester Oudlaan 50, NL-3062 PA Rotterdam, NetherlandsUniv Bayreuth, FIM Res Ctr, Wittelsbacherring 10, D-95444 Bayreuth, Germany
Kahlen, Micha
;
论文数: 引用数:
h-index:
机构:
Ketter, Wolfgang
;
Rieger, Alexander
论文数: 0引用数: 0
h-index: 0
机构:
Univ Bayreuth, FIM Res Ctr, Wittelsbacherring 10, D-95444 Bayreuth, GermanyUniv Bayreuth, FIM Res Ctr, Wittelsbacherring 10, D-95444 Bayreuth, Germany
Rieger, Alexander
;
Thimmel, Markus
论文数: 0引用数: 0
h-index: 0
机构:
Univ Bayreuth, FIM Res Ctr, Wittelsbacherring 10, D-95444 Bayreuth, GermanyUniv Bayreuth, FIM Res Ctr, Wittelsbacherring 10, D-95444 Bayreuth, Germany
机构:
Univ Politecn Marche, Dipartimento Ingn Informaz, Ancona, ItalyUniv Politecn Marche, Dipartimento Ingn Informaz, Ancona, Italy
Fuselli, Danilo
;
De Angelis, Francesco
论文数: 0引用数: 0
h-index: 0
机构:
Univ Politecn Marche, Dipartimento Ingn Informaz, Ancona, ItalyUniv Politecn Marche, Dipartimento Ingn Informaz, Ancona, Italy
De Angelis, Francesco
;
Boaro, Matteo
论文数: 0引用数: 0
h-index: 0
机构:
Univ Politecn Marche, Dipartimento Ingn Informaz, Ancona, ItalyUniv Politecn Marche, Dipartimento Ingn Informaz, Ancona, Italy
Boaro, Matteo
;
Squartini, Stefano
论文数: 0引用数: 0
h-index: 0
机构:
Univ Politecn Marche, Dipartimento Ingn Informaz, Ancona, ItalyUniv Politecn Marche, Dipartimento Ingn Informaz, Ancona, Italy
Squartini, Stefano
;
Wei, Qinglai
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, State Key Lab Management & Control Complex Syst, Inst Automat, Beijing, Peoples R ChinaUniv Politecn Marche, Dipartimento Ingn Informaz, Ancona, Italy
Wei, Qinglai
;
Liu, Derong
论文数: 0引用数: 0
h-index: 0
机构:
Univ Illinois, Dept Elect & Comp Engn, Chicago, IL USAUniv Politecn Marche, Dipartimento Ingn Informaz, Ancona, Italy
Liu, Derong
;
Piazza, Francesco
论文数: 0引用数: 0
h-index: 0
机构:
Univ Politecn Marche, Dipartimento Ingn Informaz, Ancona, ItalyUniv Politecn Marche, Dipartimento Ingn Informaz, Ancona, Italy
机构:
Lawrence Berkeley Natl Lab, Grid Integrat Grp, One Cyclotron Rd, Berkeley, CA 94720 USALawrence Berkeley Natl Lab, Grid Integrat Grp, One Cyclotron Rd, Berkeley, CA 94720 USA
Cardoso, Goncalo
;
Brouhard, Thomas
论文数: 0引用数: 0
h-index: 0
机构:
Lawrence Berkeley Natl Lab, Grid Integrat Grp, One Cyclotron Rd, Berkeley, CA 94720 USA
Mines ParisTech, 60 Blvd St Michel, F-75272 Paris 06, FranceLawrence Berkeley Natl Lab, Grid Integrat Grp, One Cyclotron Rd, Berkeley, CA 94720 USA
Brouhard, Thomas
;
DeForest, Nicholas
论文数: 0引用数: 0
h-index: 0
机构:
Lawrence Berkeley Natl Lab, Grid Integrat Grp, One Cyclotron Rd, Berkeley, CA 94720 USALawrence Berkeley Natl Lab, Grid Integrat Grp, One Cyclotron Rd, Berkeley, CA 94720 USA
DeForest, Nicholas
;
Wang, Dai
论文数: 0引用数: 0
h-index: 0
机构:
Lawrence Berkeley Natl Lab, Grid Integrat Grp, One Cyclotron Rd, Berkeley, CA 94720 USALawrence Berkeley Natl Lab, Grid Integrat Grp, One Cyclotron Rd, Berkeley, CA 94720 USA
Wang, Dai
;
Heleno, Miguel
论文数: 0引用数: 0
h-index: 0
机构:
Lawrence Berkeley Natl Lab, Grid Integrat Grp, One Cyclotron Rd, Berkeley, CA 94720 USALawrence Berkeley Natl Lab, Grid Integrat Grp, One Cyclotron Rd, Berkeley, CA 94720 USA
Heleno, Miguel
;
Kotzur, Leander
论文数: 0引用数: 0
h-index: 0
机构:
Lawrence Berkeley Natl Lab, Grid Integrat Grp, One Cyclotron Rd, Berkeley, CA 94720 USA
Forschungszentrum Julich, Inst Electrochem Proc Engn IEK 3, Wilhelm Johnen Str, D-52428 Julich, GermanyLawrence Berkeley Natl Lab, Grid Integrat Grp, One Cyclotron Rd, Berkeley, CA 94720 USA
机构:
Georgia Inst Technol, Dept Elect & Comp Engn, Atlanta, GA 30332 USAGeorgia Inst Technol, Dept Elect & Comp Engn, Atlanta, GA 30332 USA
del Valle, Yamille
;
Venayagamoorthy, Ganesh Kumar
论文数: 0引用数: 0
h-index: 0
机构:
Univ Missouri, Real Time Power & Intelligent Syst Lab, Dept Elect & Comp Engn, Rolla, MO 65409 USAGeorgia Inst Technol, Dept Elect & Comp Engn, Atlanta, GA 30332 USA
Venayagamoorthy, Ganesh Kumar
;
Mohagheghi, Salman
论文数: 0引用数: 0
h-index: 0
机构:
Georgia Inst Technol, Dept Elect & Comp Engn, Atlanta, GA 30332 USAGeorgia Inst Technol, Dept Elect & Comp Engn, Atlanta, GA 30332 USA
Mohagheghi, Salman
;
Hernandez, Jean-Carlos
论文数: 0引用数: 0
h-index: 0
机构:
Georgia Inst Technol, Dept Elect & Comp Engn, Atlanta, GA 30332 USAGeorgia Inst Technol, Dept Elect & Comp Engn, Atlanta, GA 30332 USA
Hernandez, Jean-Carlos
;
Harley, Ronald G.
论文数: 0引用数: 0
h-index: 0
机构:
Georgia Inst Technol, Dept Elect & Comp Engn, Atlanta, GA 30332 USAGeorgia Inst Technol, Dept Elect & Comp Engn, Atlanta, GA 30332 USA
机构:
Univ Bayreuth, FIM Res Ctr, Wittelsbacherring 10, D-95444 Bayreuth, GermanyUniv Bayreuth, FIM Res Ctr, Wittelsbacherring 10, D-95444 Bayreuth, Germany
Fridgen, Gilbert
;
Kahlen, Micha
论文数: 0引用数: 0
h-index: 0
机构:
Erasmus Univ, Rotterdam Sch Management, Burgemeester Oudlaan 50, NL-3062 PA Rotterdam, NetherlandsUniv Bayreuth, FIM Res Ctr, Wittelsbacherring 10, D-95444 Bayreuth, Germany
Kahlen, Micha
;
论文数: 引用数:
h-index:
机构:
Ketter, Wolfgang
;
Rieger, Alexander
论文数: 0引用数: 0
h-index: 0
机构:
Univ Bayreuth, FIM Res Ctr, Wittelsbacherring 10, D-95444 Bayreuth, GermanyUniv Bayreuth, FIM Res Ctr, Wittelsbacherring 10, D-95444 Bayreuth, Germany
Rieger, Alexander
;
Thimmel, Markus
论文数: 0引用数: 0
h-index: 0
机构:
Univ Bayreuth, FIM Res Ctr, Wittelsbacherring 10, D-95444 Bayreuth, GermanyUniv Bayreuth, FIM Res Ctr, Wittelsbacherring 10, D-95444 Bayreuth, Germany
机构:
Univ Politecn Marche, Dipartimento Ingn Informaz, Ancona, ItalyUniv Politecn Marche, Dipartimento Ingn Informaz, Ancona, Italy
Fuselli, Danilo
;
De Angelis, Francesco
论文数: 0引用数: 0
h-index: 0
机构:
Univ Politecn Marche, Dipartimento Ingn Informaz, Ancona, ItalyUniv Politecn Marche, Dipartimento Ingn Informaz, Ancona, Italy
De Angelis, Francesco
;
Boaro, Matteo
论文数: 0引用数: 0
h-index: 0
机构:
Univ Politecn Marche, Dipartimento Ingn Informaz, Ancona, ItalyUniv Politecn Marche, Dipartimento Ingn Informaz, Ancona, Italy
Boaro, Matteo
;
Squartini, Stefano
论文数: 0引用数: 0
h-index: 0
机构:
Univ Politecn Marche, Dipartimento Ingn Informaz, Ancona, ItalyUniv Politecn Marche, Dipartimento Ingn Informaz, Ancona, Italy
Squartini, Stefano
;
Wei, Qinglai
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, State Key Lab Management & Control Complex Syst, Inst Automat, Beijing, Peoples R ChinaUniv Politecn Marche, Dipartimento Ingn Informaz, Ancona, Italy
Wei, Qinglai
;
Liu, Derong
论文数: 0引用数: 0
h-index: 0
机构:
Univ Illinois, Dept Elect & Comp Engn, Chicago, IL USAUniv Politecn Marche, Dipartimento Ingn Informaz, Ancona, Italy
Liu, Derong
;
Piazza, Francesco
论文数: 0引用数: 0
h-index: 0
机构:
Univ Politecn Marche, Dipartimento Ingn Informaz, Ancona, ItalyUniv Politecn Marche, Dipartimento Ingn Informaz, Ancona, Italy