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A multi-ship power sharing strategy: Using two-stage robust optimization and Shapley value approach

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  • Yang, Jie
  • Zhang, Zhengxu
  • Ma, Kai
  • Yang, Kun
  • Guo, Shiliang
  • Li, Haibin

Abstract

In recent years, the use of cold ironing (CI) has effectively reduced the carbon emissions of ships in port areas. However, due to the limitation of port CI quantity and power supply capacity, the power demand of some ships cannot be met. To solve this problem, this paper proposes a multi-ship power sharing strategy based on two-stage robust optimization and improved Shapley value method. Firstly, considering the uncertainty of ship photovoltaic power generation, a multi-ship power sharing model based on two-stage robust optimization is established. This model is a three-level optimization model with mixed integer variables, which is a NP-hard problem. In this paper, the nested column-and-constraint generation algorithm combined with duality theory and big-M method is used to obtain the optimal scheduling strategy of ship shared power, CI power and load demand response power. Secondly, an improved Shapley value method considering berth and remaining berthing time is proposed to realize the cost allocation in the process of ship power sharing. Finally, the effectiveness of the multi-ship power sharing strategy in reducing berthing costs and carbon emissions is verified by simulation. This method is expected to provide a new idea for the development of green ports.

Suggested Citation

  • Yang, Jie & Zhang, Zhengxu & Ma, Kai & Yang, Kun & Guo, Shiliang & Li, Haibin, 2024. "A multi-ship power sharing strategy: Using two-stage robust optimization and Shapley value approach," Renewable Energy, Elsevier, vol. 232(C).
  • Handle: RePEc:eee:renene:v:232:y:2024:i:c:s0960148124011145
    DOI: 10.1016/j.renene.2024.121046
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    References listed on IDEAS

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    1. Zheng, Xiao-Xue & Li, Deng-Feng & Liu, Zhi & Jia, Fu & Sheu, Jiuh-Biing, 2019. "Coordinating a closed-loop supply chain with fairness concerns through variable-weighted Shapley values," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 126(C), pages 227-253.
    2. Zhou, Dezhi & Wu, Chuantao & Sui, Quan & Lin, Xiangning & Li, Zhengtian, 2022. "A novel all-electric-ship-integrated energy cooperation coalition for multi-island microgrids," Applied Energy, Elsevier, vol. 320(C).
    3. Song, Tiewei & Fu, Lijun & Zhong, Linlin & Fan, Yaxiang & Shang, Qianyi, 2024. "HP3O algorithm-based all electric ship energy management strategy integrating demand-side adjustment," Energy, Elsevier, vol. 295(C).
    4. Tang, Ruoli & Li, Xin & Lai, Jingang, 2018. "A novel optimal energy-management strategy for a maritime hybrid energy system based on large-scale global optimization," Applied Energy, Elsevier, vol. 228(C), pages 254-264.
    5. Xiao-Tong Wang & Huan Liu & Zhao-Feng Lv & Fan-Yuan Deng & Hai-Lian Xu & Li-Juan Qi & Meng-Shuang Shi & Jun-Chao Zhao & Song-Xin Zheng & Han-Yang Man & Ke-Bin He, 2021. "Trade-linked shipping CO2 emissions," Nature Climate Change, Nature, vol. 11(11), pages 945-951, November.
    6. Luo, Jianing & Yuan, Yanping & Joybari, Mahmood Mastani & Cao, Xiaoling, 2024. "Development of a prediction-based scheduling control strategy with V2B mode for PV-building-EV integrated systems," Renewable Energy, Elsevier, vol. 224(C).
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