Real-time techno-economical operation of preserving microgrids via optimal NLMPC considering uncertainties

IF 5.1 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Engineering Science and Technology-An International Journal-Jestech Pub Date : 2024-09-01 DOI:10.1016/j.jestch.2024.101823
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Abstract

In the modern era, managing optimal real-time control of microgrids during the operation phase has been a significant challenge, requiring careful consideration of both technical and economic factors. This paper introduces a framework for the real-time control of islanded microgrids using a preserving network. This structure incorporates various distributed generation sources, including rotating and non-rotating resources, along with energy storage systems. The optimization function within model predictive control (MPC) manages essential network parameters, such as frequency and voltage, while addressing real-time economic and technical objectives. To enhance precision and account for uncertainties in generation and consumption parameters, the integration of continuous power flow and the preserving network model is employed. This approach aims to create a model that closely mirrors real-world conditions, ensuring a more accurate representation of microgrid dynamics. The proposed structure demonstrates significant improvements in both technical and economic performance compared to Standard MPC and Adaptive MPC, highlighting its potential for more efficient islanded microgrid management. The proposed framework achieves notable reductions in total voltage deviation of 85.87% and 87.62% compared to Standard MPC and Adaptive MPC, respectively. Additionally, it delivers impressive enhancements in frequency deviation of 99.46% and 96.62% compared to Standard MPC and Adaptive MPC, respectively. Economically, the proposed framework significantly outperforms both, reducing costs by 39.29% compared to Standard MPC and by 28.12% compared to Adaptive MPC.

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通过考虑不确定性的最优 NLMPC 实现保存型微电网的实时技术经济运行
在当今时代,如何在运行阶段对微电网进行最佳实时控制一直是一项重大挑战,需要仔细考虑技术和经济因素。本文介绍了一种利用保存网络对孤岛微电网进行实时控制的框架。该结构包含各种分布式发电资源,包括旋转和非旋转资源,以及储能系统。模型预测控制(MPC)中的优化功能可管理频率和电压等基本网络参数,同时实现实时经济和技术目标。为提高精确度并考虑发电和用电参数的不确定性,采用了连续电力流与保留网络模型的整合。这种方法旨在创建一个与现实条件密切相关的模型,确保更准确地反映微电网动态。与标准 MPC 和自适应 MPC 相比,所提出的结构在技术和经济性能方面都有显著改善,凸显了其在更高效的孤岛微电网管理方面的潜力。与标准 MPC 和自适应 MPC 相比,拟议框架显著降低了总电压偏差,分别为 85.87% 和 87.62%。此外,与标准 MPC 和自适应 MPC 相比,频率偏差分别提高了 99.46% 和 96.62%,令人印象深刻。在经济上,所提出的框架明显优于标准 MPC 和自适应 MPC,与标准 MPC 相比,成本降低了 39.29%,与自适应 MPC 相比,成本降低了 28.12%。
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来源期刊
Engineering Science and Technology-An International Journal-Jestech
Engineering Science and Technology-An International Journal-Jestech Materials Science-Electronic, Optical and Magnetic Materials
CiteScore
11.20
自引率
3.50%
发文量
153
审稿时长
22 days
期刊介绍: Engineering Science and Technology, an International Journal (JESTECH) (formerly Technology), a peer-reviewed quarterly engineering journal, publishes both theoretical and experimental high quality papers of permanent interest, not previously published in journals, in the field of engineering and applied science which aims to promote the theory and practice of technology and engineering. In addition to peer-reviewed original research papers, the Editorial Board welcomes original research reports, state-of-the-art reviews and communications in the broadly defined field of engineering science and technology. The scope of JESTECH includes a wide spectrum of subjects including: -Electrical/Electronics and Computer Engineering (Biomedical Engineering and Instrumentation; Coding, Cryptography, and Information Protection; Communications, Networks, Mobile Computing and Distributed Systems; Compilers and Operating Systems; Computer Architecture, Parallel Processing, and Dependability; Computer Vision and Robotics; Control Theory; Electromagnetic Waves, Microwave Techniques and Antennas; Embedded Systems; Integrated Circuits, VLSI Design, Testing, and CAD; Microelectromechanical Systems; Microelectronics, and Electronic Devices and Circuits; Power, Energy and Energy Conversion Systems; Signal, Image, and Speech Processing) -Mechanical and Civil Engineering (Automotive Technologies; Biomechanics; Construction Materials; Design and Manufacturing; Dynamics and Control; Energy Generation, Utilization, Conversion, and Storage; Fluid Mechanics and Hydraulics; Heat and Mass Transfer; Micro-Nano Sciences; Renewable and Sustainable Energy Technologies; Robotics and Mechatronics; Solid Mechanics and Structure; Thermal Sciences) -Metallurgical and Materials Engineering (Advanced Materials Science; Biomaterials; Ceramic and Inorgnanic Materials; Electronic-Magnetic Materials; Energy and Environment; Materials Characterizastion; Metallurgy; Polymers and Nanocomposites)
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