Real time pricing;
Home Energy Management;
Scheduling;
Heuristic algorithms;
Peak to average ratio;
PARTICLE SWARM OPTIMIZATION;
DEMAND-SIDE MANAGEMENT;
APPLIANCES;
SYSTEMS;
D O I:
10.1016/j.scs.2017.06.009
中图分类号:
TU [建筑科学];
学科分类号:
0813 ;
摘要:
Recently, Home Energy Management (HEM) controllers have been widely used for residential load management in a smart grid. Generally, residential load management aims to reduce the electricity bills and also curtail the Peak-to-Average Ratio (PAR). In this paper, we design a HEM controller on the basis of four heuristic algorithms: Bacterial Foraging Optimization Algorithm (BFOA), Genetic Algorithm (GA), Binary Particle Swarm Optimization (BPSO), and Wind Driven Optimization (WDO). Moreover, we proposed a hybrid algorithm which is Genetic BPSO (GBPSO). All the selected algorithms are tested with the consideration of essential home appliances in Real Time Pricing (RTP) environment. Simulation results show that each algorithm in the HEM controller reduces the electricity cost and curtails the PAR. GA based HEM controller performs relatively better in term of PAR reduction; it curtails approximately 34% PAR. Similarly, BPSO based HEM controller performs relatively better in term of cost reduction, as it reduces approximately 36% cost. Moreover, GBPSO based HEM controller performs better than the other algorithms based HEM controllers in terms of both cost reduction and PAR curtailment.
机构:
Penn State Univ Penn State, CEARL, Dept Elect Engn, University Pk, PA 16802 USAPenn State Univ Penn State, CEARL, Dept Elect Engn, University Pk, PA 16802 USA
Bayraktar, Zikri
;
Komurcu, Muge
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ Penn State, CEARL, Dept Elect Engn, University Pk, PA 16802 USAPenn State Univ Penn State, CEARL, Dept Elect Engn, University Pk, PA 16802 USA
Komurcu, Muge
;
Bossard, Jeremy A.
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ Penn State, CEARL, Dept Elect Engn, University Pk, PA 16802 USAPenn State Univ Penn State, CEARL, Dept Elect Engn, University Pk, PA 16802 USA
Bossard, Jeremy A.
;
Werner, Douglas H.
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ Penn State, CEARL, Dept Elect Engn, University Pk, PA 16802 USAPenn State Univ Penn State, CEARL, Dept Elect Engn, University Pk, PA 16802 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:
Penn State Univ Penn State, CEARL, Dept Elect Engn, University Pk, PA 16802 USAPenn State Univ Penn State, CEARL, Dept Elect Engn, University Pk, PA 16802 USA
Bayraktar, Zikri
;
Komurcu, Muge
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ Penn State, CEARL, Dept Elect Engn, University Pk, PA 16802 USAPenn State Univ Penn State, CEARL, Dept Elect Engn, University Pk, PA 16802 USA
Komurcu, Muge
;
Bossard, Jeremy A.
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ Penn State, CEARL, Dept Elect Engn, University Pk, PA 16802 USAPenn State Univ Penn State, CEARL, Dept Elect Engn, University Pk, PA 16802 USA
Bossard, Jeremy A.
;
Werner, Douglas H.
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ Penn State, CEARL, Dept Elect Engn, University Pk, PA 16802 USAPenn State Univ Penn State, CEARL, Dept Elect Engn, University Pk, PA 16802 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