A two-stage model for asynchronously scheduling offshore wind farm maintenance tasks and power productions
被引:18
作者:
Zhang, Bingying
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机构:
City Univ Hong Kong, Sch Data Sci, 83 Tat Chee Ave, Hong Kong, Peoples R ChinaCity Univ Hong Kong, Sch Data Sci, 83 Tat Chee Ave, Hong Kong, Peoples R China
Zhang, Bingying
[1
]
Zhang, Zijun
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机构:
City Univ Hong Kong, Sch Data Sci, 83 Tat Chee Ave, Hong Kong, Peoples R ChinaCity Univ Hong Kong, Sch Data Sci, 83 Tat Chee Ave, Hong Kong, Peoples R China
Zhang, Zijun
[1
]
机构:
[1] City Univ Hong Kong, Sch Data Sci, 83 Tat Chee Ave, Hong Kong, Peoples R China
Wind farms;
Power production;
Robust optimization;
Scheduling model;
Operations and maintenance;
ROBUST OPTIMIZATION;
DECISION-SUPPORT;
VESSEL FLEET;
OPERATIONS;
COST;
RISK;
D O I:
10.1016/j.ijepes.2021.107013
中图分类号:
TM [电工技术];
TN [电子技术、通信技术];
学科分类号:
0808 ;
0809 ;
摘要:
This paper studies the model for scheduling both offshore wind farm maintenance tasks and power productions in consideration of their distinct scheduling timescales and the wind power uncertainty. A two-stage adaptive robust optimization model is formulated to derive the optimal schedule, which well handles wind turbine maintenance tasks and maximizes wind farm power productions by anticipating the worst wind power output scenario based on a wind power uncertainty set and a set of metocean conditions. In two decision stages, we schedule maintenance tasks daily and power productions hourly respectively. The proposed model is equivalently transformed to a form which can be efficiently solved by the column-and-constraint generation algorithm. Numerical experiments demonstrate the effectiveness and applicability of the proposed model considering wind farms of different large sizes. Results show that the developed model can maximize the total power production of the wind farm and enhance the robustness of obtained maintenance schedules against the wind power uncertainty.
机构:
Georgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USAGeorgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USA
Basciftci, Beste
Ahmed, Shabbir
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机构:
Georgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USAGeorgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USA
Ahmed, Shabbir
Gebraeel, Nagi Z.
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h-index: 0
机构:
Georgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USAGeorgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USA
Gebraeel, Nagi Z.
Yildirim, Murat
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h-index: 0
机构:
Georgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USAGeorgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USA
机构:
MIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
MIT, Ctr Operat Res, Cambridge, MA 02139 USAMIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
Bertsimas, Dimitris
Litvinov, Eugene
论文数: 0引用数: 0
h-index: 0
机构:
ISO New England, Dept Business Architecture& Technol, Holyoke, MA 01040 USAMIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
Litvinov, Eugene
Sun, Xu Andy
论文数: 0引用数: 0
h-index: 0
机构:
Georgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USAMIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
Sun, Xu Andy
Zhao, Jinye
论文数: 0引用数: 0
h-index: 0
机构:
ISO New England, Dept Business Architecture& Technol, Holyoke, MA 01040 USAMIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
Zhao, Jinye
Zheng, Tongxin
论文数: 0引用数: 0
h-index: 0
机构:
ISO New England, Dept Business Architecture& Technol, Holyoke, MA 01040 USAMIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
机构:
MIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
MIT, Ctr Operat Res, Cambridge, MA 02139 USAMIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
Bertsimas, Dimitris
Brown, David B.
论文数: 0引用数: 0
h-index: 0
机构:
Duke Univ, Fuqua Sch Business, Durham, NC 27708 USAMIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
Brown, David B.
Caramanis, Constantine
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Austin, Dept Elect & Comp Engn, Austin, TX 78712 USAMIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
机构:
Georgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USAGeorgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USA
Basciftci, Beste
Ahmed, Shabbir
论文数: 0引用数: 0
h-index: 0
机构:
Georgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USAGeorgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USA
Ahmed, Shabbir
Gebraeel, Nagi Z.
论文数: 0引用数: 0
h-index: 0
机构:
Georgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USAGeorgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USA
Gebraeel, Nagi Z.
Yildirim, Murat
论文数: 0引用数: 0
h-index: 0
机构:
Georgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USAGeorgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USA
机构:
MIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
MIT, Ctr Operat Res, Cambridge, MA 02139 USAMIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
Bertsimas, Dimitris
Litvinov, Eugene
论文数: 0引用数: 0
h-index: 0
机构:
ISO New England, Dept Business Architecture& Technol, Holyoke, MA 01040 USAMIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
Litvinov, Eugene
Sun, Xu Andy
论文数: 0引用数: 0
h-index: 0
机构:
Georgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USAMIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
Sun, Xu Andy
Zhao, Jinye
论文数: 0引用数: 0
h-index: 0
机构:
ISO New England, Dept Business Architecture& Technol, Holyoke, MA 01040 USAMIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
Zhao, Jinye
Zheng, Tongxin
论文数: 0引用数: 0
h-index: 0
机构:
ISO New England, Dept Business Architecture& Technol, Holyoke, MA 01040 USAMIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
机构:
MIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
MIT, Ctr Operat Res, Cambridge, MA 02139 USAMIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
Bertsimas, Dimitris
Brown, David B.
论文数: 0引用数: 0
h-index: 0
机构:
Duke Univ, Fuqua Sch Business, Durham, NC 27708 USAMIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
Brown, David B.
Caramanis, Constantine
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Austin, Dept Elect & Comp Engn, Austin, TX 78712 USAMIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA