Energy management of the grid-connected residential photovoltaic-battery system using model predictive control coupled with dynamic programming
被引:24
作者:
Zou, Bin
论文数: 0引用数: 0
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机构:
Hunan Univ, Coll Civil Engn, Changsha 410082, Hunan, Peoples R China
Hunan Univ, Minist Educ, Key Lab Bldg Safety & Energy Efficiency, Changsha, Hunan, Peoples R ChinaHunan Univ, Coll Civil Engn, Changsha 410082, Hunan, Peoples R China
Zou, Bin
[1
,2
]
Peng, Jinqing
论文数: 0引用数: 0
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机构:
Hunan Univ, Coll Civil Engn, Changsha 410082, Hunan, Peoples R China
Hunan Univ, Minist Educ, Key Lab Bldg Safety & Energy Efficiency, Changsha, Hunan, Peoples R ChinaHunan Univ, Coll Civil Engn, Changsha 410082, Hunan, Peoples R China
Peng, Jinqing
[1
,2
]
Yin, Rongxin
论文数: 0引用数: 0
h-index: 0
机构:
Hunan Univ, Coll Civil Engn, Changsha 410082, Hunan, Peoples R China
Hunan Univ, Minist Educ, Key Lab Bldg Safety & Energy Efficiency, Changsha, Hunan, Peoples R ChinaHunan Univ, Coll Civil Engn, Changsha 410082, Hunan, Peoples R China
Yin, Rongxin
[1
,2
]
Luo, Zhengyi
论文数: 0引用数: 0
h-index: 0
机构:
Hunan Univ, Coll Civil Engn, Changsha 410082, Hunan, Peoples R China
Hunan Univ, Minist Educ, Key Lab Bldg Safety & Energy Efficiency, Changsha, Hunan, Peoples R ChinaHunan Univ, Coll Civil Engn, Changsha 410082, Hunan, Peoples R China
Luo, Zhengyi
[1
,2
]
Song, Jiaming
论文数: 0引用数: 0
h-index: 0
机构:
Hunan Univ, Coll Civil Engn, Changsha 410082, Hunan, Peoples R China
Hunan Univ, Minist Educ, Key Lab Bldg Safety & Energy Efficiency, Changsha, Hunan, Peoples R ChinaHunan Univ, Coll Civil Engn, Changsha 410082, Hunan, Peoples R China
Song, Jiaming
[1
,2
]
Ma, Tao
论文数: 0引用数: 0
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机构:
Shanghai Jiao Tong Univ, Sch Mech Engn, Shanghai, Peoples R ChinaHunan Univ, Coll Civil Engn, Changsha 410082, Hunan, Peoples R China
Ma, Tao
[3
]
Li, Sihui
论文数: 0引用数: 0
h-index: 0
机构:
Hunan Univ, Coll Civil Engn, Changsha 410082, Hunan, Peoples R China
Hunan Univ, Minist Educ, Key Lab Bldg Safety & Energy Efficiency, Changsha, Hunan, Peoples R ChinaHunan Univ, Coll Civil Engn, Changsha 410082, Hunan, Peoples R China
Li, Sihui
[1
,2
]
Yang, Hongxing
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Polytech Univ, Dept Bldg Serv Engn, Renewable Energy Res Grp RERG, Kowloon, Hong Kong, Peoples R ChinaHunan Univ, Coll Civil Engn, Changsha 410082, Hunan, Peoples R China
Yang, Hongxing
[4
]
机构:
[1] Hunan Univ, Coll Civil Engn, Changsha 410082, Hunan, Peoples R China
[2] Hunan Univ, Minist Educ, Key Lab Bldg Safety & Energy Efficiency, Changsha, Hunan, Peoples R China
[3] Shanghai Jiao Tong Univ, Sch Mech Engn, Shanghai, Peoples R China
[4] Hong Kong Polytech Univ, Dept Bldg Serv Engn, Renewable Energy Res Grp RERG, Kowloon, Hong Kong, Peoples R China
Residential photovoltaic -battery (PVB);
system;
Energy management;
Model predictive control (MPC);
Parametric analysis;
Multi -objective optimization;
DISPATCH SCHEDULE;
OPTIMAL OPERATION;
PV SYSTEMS;
SOLAR PV;
STORAGE;
CONSUMPTION;
OPTIMIZATION;
BUILDINGS;
TECHNOLOGIES;
STRATEGIES;
D O I:
10.1016/j.enbuild.2022.112712
中图分类号:
TU [建筑科学];
学科分类号:
0813 ;
摘要:
This study developed a method coupling model predictive control (MPC) with dynamic programming (DP) for consecutive operation scheduling of the PVB system. The actual power data of a household were collected for optimization. Three strategies, including the economic optimization strategy (OPC), the grid -power optimization strategy (OPP), and the maximizing self-consumption strategy (MSC) were proposed, and compared comprehensively. Comparative experiments were conducted by reproducing the historical PV and load conditions in the lab. It was found that the developed method has the advantage of consid-ering interactive effects of adjacent days. All the developed strategies could be implemented well in experiment, with the maximum relative deviation of 8.89 % to the simulated results. The OPC strategy reduced the operational costs at the expense of weakening grid stability and lowering SCR and SSR, while the OPP strategy achieved the grid-friendliness at the expense of increasing both the operational cost and battery aging. The MSC strategy has the compromise performance in both the operational economy and the grid-power stability. Limited by the economic constraints, the battery capacity cannot be fully used for the OPC strategy. As for the OPP strategy, there is an optimal PV capacity for any battery capacity to minimize the grid power fluctuation. When the economy and the grid-power stability were treated equally (k1 = k2 = 0.5), the operational cost, SCR and SSR were similar to that of the MSC strategy, while the grid power fluctuation was much smaller. The findings in this study can be used as guidance for opti-mal design and operational management of residential PVB systems. (c) 2022 Elsevier B.V. All rights reserved.
机构:
Univ Kentucky, Dept Mech Engn, Lexington, KY 40506 USAUniv Kentucky, Dept Mech Engn, Lexington, KY 40506 USA
Al-Ghussain, Loiy
;
Samu, Remember
论文数: 0引用数: 0
h-index: 0
机构:
Murdoch Univ, Coll Sci Hlth Engn & Educ, Discipline Engn & Energy, South St, Murdoch, WA 6150, AustraliaUniv Kentucky, Dept Mech Engn, Lexington, KY 40506 USA
Samu, Remember
;
Taylan, Onur
论文数: 0引用数: 0
h-index: 0
机构:
Middle East Tech Univ, Mech Engn Program, Northern Cyprus Campus,Guzelyurt Via Mersin 10, TR-99738 Kalkanli, Turkey
Middle East Tech Univ, Ctr Solar Energy Res & Applicat GUNAM, TR-06800 Ankara, TurkeyUniv Kentucky, Dept Mech Engn, Lexington, KY 40506 USA
Taylan, Onur
;
Fahrioglu, Murat
论文数: 0引用数: 0
h-index: 0
机构:
Middle East Tech Univ, Elect & Elect Engn Program, Northern Cyprus Campus,Guzelyurt Via Mersin 10, TR-99738 Kalkanli, Turkey
Middle East Tech Univ, Ctr Solar Energy Res & Applicat GUNAM, TR-06800 Ankara, TurkeyUniv Kentucky, Dept Mech Engn, Lexington, KY 40506 USA
机构:
Mississippi State Univ, Dept Elect & Comp Engn, Mississippi State, MS 39762 USA
Yanbu Ind Coll, Dept Elect & Elect Engn Technol, Yanbu Ind, Jubail Ind City, Saudi ArabiaMississippi State Univ, Dept Elect & Comp Engn, Mississippi State, MS 39762 USA
Batiyah, Salem
;
Sharma, Roshan
论文数: 0引用数: 0
h-index: 0
机构:
Mississippi State Univ, Dept Elect & Comp Engn, Mississippi State, MS 39762 USAMississippi State Univ, Dept Elect & Comp Engn, Mississippi State, MS 39762 USA
Sharma, Roshan
;
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h-index:
机构:
Abdelwahed, Sherif
;
Zohrabi, Nasibeh
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Commonwealth Univ, Dept Elect & Comp Engn, Richmond, VA 23284 USAMississippi State Univ, Dept Elect & Comp Engn, Mississippi State, MS 39762 USA
机构:
Univ Kentucky, Dept Mech Engn, Lexington, KY 40506 USAUniv Kentucky, Dept Mech Engn, Lexington, KY 40506 USA
Al-Ghussain, Loiy
;
Samu, Remember
论文数: 0引用数: 0
h-index: 0
机构:
Murdoch Univ, Coll Sci Hlth Engn & Educ, Discipline Engn & Energy, South St, Murdoch, WA 6150, AustraliaUniv Kentucky, Dept Mech Engn, Lexington, KY 40506 USA
Samu, Remember
;
Taylan, Onur
论文数: 0引用数: 0
h-index: 0
机构:
Middle East Tech Univ, Mech Engn Program, Northern Cyprus Campus,Guzelyurt Via Mersin 10, TR-99738 Kalkanli, Turkey
Middle East Tech Univ, Ctr Solar Energy Res & Applicat GUNAM, TR-06800 Ankara, TurkeyUniv Kentucky, Dept Mech Engn, Lexington, KY 40506 USA
Taylan, Onur
;
Fahrioglu, Murat
论文数: 0引用数: 0
h-index: 0
机构:
Middle East Tech Univ, Elect & Elect Engn Program, Northern Cyprus Campus,Guzelyurt Via Mersin 10, TR-99738 Kalkanli, Turkey
Middle East Tech Univ, Ctr Solar Energy Res & Applicat GUNAM, TR-06800 Ankara, TurkeyUniv Kentucky, Dept Mech Engn, Lexington, KY 40506 USA
机构:
Mississippi State Univ, Dept Elect & Comp Engn, Mississippi State, MS 39762 USA
Yanbu Ind Coll, Dept Elect & Elect Engn Technol, Yanbu Ind, Jubail Ind City, Saudi ArabiaMississippi State Univ, Dept Elect & Comp Engn, Mississippi State, MS 39762 USA
Batiyah, Salem
;
Sharma, Roshan
论文数: 0引用数: 0
h-index: 0
机构:
Mississippi State Univ, Dept Elect & Comp Engn, Mississippi State, MS 39762 USAMississippi State Univ, Dept Elect & Comp Engn, Mississippi State, MS 39762 USA
Sharma, Roshan
;
论文数: 引用数:
h-index:
机构:
Abdelwahed, Sherif
;
Zohrabi, Nasibeh
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Commonwealth Univ, Dept Elect & Comp Engn, Richmond, VA 23284 USAMississippi State Univ, Dept Elect & Comp Engn, Mississippi State, MS 39762 USA