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Decentralized computation method for robust operation of multi-area joint regional-district integrated energy systems with uncertain wind power

机译:具有不确定风力的多区联合区域区集群综合能源系统鲁棒操作的分散计算方法

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摘要

Large-scale integrated energy systems often encompass several subsystems divided by geographic areas. Coordinated operation of multi-area integrated energy systems can enhance operational flexibility, which is crucial for systems with high wind power penetration. Traditional centralized methods have some inherent defects, such as privacy protection, communication burden, and computational capability, etc. To address such challenges, this paper proposes a decentralized computation method for the robust operation of multi-area joint regional-district integrated energy systems with uncertain wind power. The interconnected multiple areas can cooperate for improved system flexibility and wind power integration capability. Using the decentralized method, the area operator optimizes its operation decisions independently without transferring its dispatch rights. The shared information is limited to exchanged energy flows. The proprietary information is thus preserved while the communication burden is significantly reduced. To solve the robust operation problem distributedly, the decentralized method is enhanced to cope with both deterministic and robust problems. A tri-level algorithm composed of the iterative alternating direction multiplier method and the column constraints generation method is utilized to realize the decentralized optimization. Numerical results for three test systems show the effectiveness, computational quality, and scalability of the proposed method. Compared to the isolated method, the proposed method fully utilizes the coordination effect of multi-area RD-IES and has obvious economic advantages, especially in scenarios with high wind power penetration levels. The proposed method brings a 12.4% cost reduction in the two-area system and a 22.4% cost reduction in the eight-area system.
机译:大规模集成能源系统通常包括几个子系统,由地理区域除以。多面积综合能源系统的协调运行可以提高运行灵活性,这对于具有高风力渗透的系统至关重要。传统的集中方法具有一些固有的缺陷,如隐私保护,通信负担和计算能力等,以解决此类挑战,提出了一种分散的计算方法,用于多区联合区域区综合能源系统的鲁棒运行风能不确定。互联的多个区域可以协作改进的系统灵活性和风力电力集成能力。使用分散的方法,区域操作员独立优化其运行决策,而不会转移其派遣权。共享信息仅限于交换能量流动。因此,在沟通负担显着降低,因此保留了专有信息。为了解决稳健的运行问题,分散的方法增强了应对确定性和强大的问题。利用由迭代交替方向乘法器方法和列约束生成方法组成的三级算法来实现分散的优化。三个测试系统的数值结果显示了所提出的方法的有效性,计算质量和可扩展性。与隔离方法相比,该方法充分利用了多区RD-IE的协调效果,具有明显的经济优势,特别是在具有高风电渗透水平的情况下。该方法在两区域系统中降低了12.4%的成本降低,八个区域系统的成本降低了22.4%。

著录项

  • 来源
    《Applied Energy》 |2021年第15期|117280.1-117280.13|共13页
  • 作者单位

    Huazhong Univ Sci & Technol Sch Elect & Elect Engn State Key Lab Adv Electromagnet Engn & Technol Wuhan 430074 Peoples R China;

    IIT Elect & Comp Engn Dept Chicago IL 60616 USA;

    Huazhong Univ Sci & Technol Sch Elect & Elect Engn State Key Lab Adv Electromagnet Engn & Technol Wuhan 430074 Peoples R China;

    China Elect Power Res Inst Beijing 100192 Peoples R China;

    Huazhong Univ Sci & Technol Sch Elect & Elect Engn State Key Lab Adv Electromagnet Engn & Technol Wuhan 430074 Peoples R China;

    Huazhong Univ Sci & Technol Sch Elect & Elect Engn State Key Lab Adv Electromagnet Engn & Technol Wuhan 430074 Peoples R China;

    Huazhong Univ Sci & Technol Sch Elect & Elect Engn State Key Lab Adv Electromagnet Engn & Technol Wuhan 430074 Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Integrated energy systems; Robust optimization; Decentralized optimization; Wind power; Column constraints generation; Alternating direction multiplier method;

    机译:综合能源系统;稳健优化;分散优化;风力;列约束生成;交替方向乘法器方法;

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