Robust Transmission Expansion Planning Based on Adaptive Uncertainty Set Optimization Under High-Penetration Wind Power Generation
被引:41
作者:
Liang, Zipeng
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机构:
South China Univ Technol, Sch Elect Power, Guangzhou 510640, Peoples R ChinaSouth China Univ Technol, Sch Elect Power, Guangzhou 510640, Peoples R China
Liang, Zipeng
[1
]
Chen, Haoyong
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h-index: 0
机构:
South China Univ Technol, Sch Elect Power, Guangzhou 510640, Peoples R ChinaSouth China Univ Technol, Sch Elect Power, Guangzhou 510640, Peoples R China
Chen, Haoyong
[1
]
Chen, Simin
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h-index: 0
机构:
South China Univ Technol, Sch Elect Power, Guangzhou 510640, Peoples R ChinaSouth China Univ Technol, Sch Elect Power, Guangzhou 510640, Peoples R China
Chen, Simin
[1
]
Wang, Yongchao
论文数: 0引用数: 0
h-index: 0
机构:
Guangdong Power Grid Corp, Power Dispatching Control Ctr, Guangzhou 510640, Peoples R ChinaSouth China Univ Technol, Sch Elect Power, Guangzhou 510640, Peoples R China
Wang, Yongchao
[2
]
Zhang, Cong
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h-index: 0
机构:
Hunan Univ, Sch Elect & Informat Engn, Changsha 410082, Peoples R ChinaSouth China Univ Technol, Sch Elect Power, Guangzhou 510640, Peoples R China
Zhang, Cong
[3
]
Kang, Chongqing
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h-index: 0
机构:
Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R ChinaSouth China Univ Technol, Sch Elect Power, Guangzhou 510640, Peoples R China
Kang, Chongqing
[4
]
机构:
[1] South China Univ Technol, Sch Elect Power, Guangzhou 510640, Peoples R China
[2] Guangdong Power Grid Corp, Power Dispatching Control Ctr, Guangzhou 510640, Peoples R China
[3] Hunan Univ, Sch Elect & Informat Engn, Changsha 410082, Peoples R China
[4] Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Uncertainty;
Wind farms;
Wind power generation;
Investment;
Robustness;
Wind forecasting;
Planning;
High wind power penetration;
robust optimization method;
transmission expansion planning;
uncertainty;
STOCHASTIC SECURITY;
UNIT COMMITMENT;
SYSTEMS;
D O I:
10.1109/TPWRS.2020.3045229
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:
Previous robust transmission expansion planning (RTEP) studies have rarely considered the important question of how large the uncertainty set should be, and hence, how the uncertainty budget can be determined objectively. This study addresses this issue by proposing a novel adaptive optimization method that optimizes the value of the uncertainty budget to minimize the size of the uncertainty set while considering the underlying risk for wind power generation (WPG) fluctuations residing outside of the proposed uncertainty set. As such, the proposed method ensures a good tradeoff between the robustness and costs of RTEP solutions. In addition, the proposed method optimizes investment strategies under forecasted WPG scenarios, while providing a security guarantee under extreme WPG scenarios. The variable-limit integral terms introduced by the proposed method are addressed in the solution process by applying the piecewise linearization approximation method combined with the quadratic Newton-Gregory interpolating polynomial technique, which allows the solution process to be cast as a mixed integer linear programming problem. The good performance and effectiveness of the proposed adaptive uncertainty set optimization method are verified by numerical results.
引用
收藏
页码:2798 / 2814
页数:17
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Univ Pretoria, Dept Mech & Aeronaut Engn, Pretoria, South Africa
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Rehman, S.
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Alam, Md. Mahbub
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S China Univ Technol, Sch Elect Power, Guangzhou 510641, Guangdong, Peoples R China
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S China Univ Technol, Sch Elect Power, Guangzhou 510641, Guangdong, Peoples R ChinaS China Univ Technol, Sch Elect Power, Guangzhou 510641, Guangdong, Peoples R China
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Univ Pretoria, Dept Mech & Aeronaut Engn, Pretoria, South Africa
Jubail Ind Coll, Dept Mech & Mfg Engn Technol, Jubail Ind City, Saudi ArabiaUniv Pretoria, Dept Mech & Aeronaut Engn, Pretoria, South Africa
Baseer, M. A.
;
Meyer, J. P.
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h-index: 0
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Univ Pretoria, Dept Mech & Aeronaut Engn, Pretoria, South AfricaUniv Pretoria, Dept Mech & Aeronaut Engn, Pretoria, South Africa
Meyer, J. P.
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Rehman, S.
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Univ Pretoria, Dept Mech & Aeronaut Engn, Pretoria, South Africa
King Fahd Univ Petr & Minerals, Res Inst, Engn Res Ctr, Dhahran 31261, Saudi ArabiaUniv Pretoria, Dept Mech & Aeronaut Engn, Pretoria, South Africa
Rehman, S.
;
Alam, Md. Mahbub
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pretoria, Dept Mech & Aeronaut Engn, Pretoria, South Africa
Harbin Inst Technol, Shenzhen Grad Sch, Inst Turbulence Noise Vibrat Interact & Control, Shenzhen 518055, Peoples R ChinaUniv Pretoria, Dept Mech & Aeronaut Engn, Pretoria, South Africa
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S China Univ Technol, Sch Elect Power, Guangzhou 510641, Guangdong, Peoples R China
Asia Pacific Res Inst Smart Grid & Renewable Ener, Hong Kong, Hong Kong, Peoples R ChinaS China Univ Technol, Sch Elect Power, Guangzhou 510641, Guangdong, Peoples R China
Chen, Haoyong
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Xuan, Peizheng
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h-index: 0
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S China Univ Technol, Sch Elect Power, Guangzhou 510641, Guangdong, Peoples R ChinaS China Univ Technol, Sch Elect Power, Guangzhou 510641, Guangdong, Peoples R China
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Wang, Yongchao
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h-index: 0
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S China Univ Technol, Sch Elect Power, Guangzhou 510641, Guangdong, Peoples R ChinaS China Univ Technol, Sch Elect Power, Guangzhou 510641, Guangdong, Peoples R China
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S China Univ Technol, Sch Elect Power, Guangzhou 510641, Guangdong, Peoples R ChinaS China Univ Technol, Sch Elect Power, Guangzhou 510641, Guangdong, Peoples R China
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Elect Power Res Inst China Southern Power Grid, Guangzhou 510080, Guangdong, Peoples R ChinaS China Univ Technol, Sch Elect Power, Guangzhou 510641, Guangdong, Peoples R China