Achieving an Optimal Decision for the Joint Planning of Renewable Power Supply and Energy Storage for Offshore Oil-Gas Platforms

被引:2
|
作者
Hu, Changbin [1 ]
Deng, Jufu [1 ]
Liu, Chao [2 ]
Luo, Shanna [1 ]
Li, Xuecheng [1 ]
Lu, Heng [3 ]
机构
[1] North China Univ Technol, Dept Elect Engn, Beijing 100144, Peoples R China
[2] Ming Dynasty Tombs Pumped Storage Power Stn, Beijing 102200, Peoples R China
[3] Univ Duisburg Essen, Inst Automat Control & Complex Syst, Univ Str 2, D-45141 Essen, Germany
来源
APPLIED SCIENCES-BASEL | 2023年 / 13卷 / 15期
关键词
siting and sizing; cluster division; sensitivity index; PSO; offshore oil-gas platforms; ALLOCATION;
D O I
10.3390/app13158833
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
To address the complexity of siting and sizing for the renewable energy and energy storage (ES) of offshore oil-gas platforms, as well as to enhance the utilization of renewable energy and to ensure the power-flow stability of offshore oil-gas platforms, this paper proposes a hierarchical clustering-and-planning method for wind turbine (WT)/photovoltaic (PV) ES. The proposed strategy consists of three stages. First, the WT/PV power generation is forecast by a LightGBM model. The WT/PV siting and sizing at each node of the distribution network is optimized with a particle swarm optimization (PSO) algorithm, with the objectives of economy and stability. In the second stage, the distribution network is partitioned into sub-clusters, based on a voltage and loss-sensitivity index. Finally, the ES siting and sizing is optimized with PSO to minimize the line loss and the voltage fluctuation for each sub-cluster. The relationship between the economic and stability indicators is conducted quantitatively in the joint-planning approach. Considering the 10 kV distribution network of an oil-gas platform in the Bohai Sea of China as an example, our experiments demonstrated that by adjusting the WT/PV ES capacity for different gas-turbine power outputs, line losses can be reduced by 55-66% and voltage fluctuations can be reduced by 30.4-47.5%.
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页数:23
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