journal article·2023Open access

Double-Layer-Optimizing Method of Hybrid Energy Storage Microgrid Based on Improved Grey Wolf Optimization

Xianjing Zhong, Xianbo Sun, Yuhan Wu

Computers, Materials & Continua· Volume 76· Issue 2

Abstract

To reduce the comprehensive costs of the construction and operation of microgrids and to minimize the power fluctuations caused by randomness and intermittency in distributed generation, a double-layer optimizing configuration method of hybrid energy storage microgrid based on improved grey wolf optimization (IGWO) is proposed. Firstly, building a microgrid system containing a wind-solar power station and electric-hydrogen coupling hybrid energy storage system. Secondly, the minimum comprehensive cost of the construction and operation of the microgrid is taken as the outer objective function, and the minimum peak-to-valley of the microgrid’s daily output is taken as the inner objective function. By iterating through the outer and inner layers, the system improves operational stability while achieving economic configuration. Then, using the energy-self-smoothness of the microgrid as the evaluation index, a double-layer optimizing configuration method of the microgrid is constructed. Finally, to improve the disadvantages of grey wolf optimization (GWO), such as slow convergence in the later period and easy falling into local optima, by introducing the convergence factor nonlinear adjustment strategy and Cauchy mutation operator, an IGWO with excellent global performance is proposed. After testing with the typical test functions, the superiority of IGWO is verified. Next, using IGWO to solve the double-layer model. The case analysis shows that compared to GWO and particle swarm optimization (PSO), the IGWO reduced the comprehensive cost by 15.6% and 18.8%, respectively. Therefore, the proposed double-layer optimization method of capacity configuration of microgrid with wind-solar-hybrid energy storage based on IGWO could effectively improve the independence and stability of the microgrid and significantly reduce the comprehensive cost.
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Research context

OpenAlex topics: Microgrid Control and Optimization · Hybrid Renewable Energy Systems · Smart Grid Energy Management

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References (33)

Show source-provided references
1. Optimization models under uncertainty in distributed generation systems: A review10.3390/en15051932 ↗
2. Development and assessment of a novel hydrogen storage unit combined with compressed air energy storage10.1016/j.applthermaleng.2022.119524 ↗
3. Optimization and sustainability analysis of a hybrid diesel-solar-battery energy storage structure for zero energy buildings at various reliability conditions10.1016/j.seta.2022.102913 ↗
4. Day-ahead scheduling strategy of Wind-PV-CSP hybrid power generation system by considering PDR
5. A two-layer optimization model for energy storage system configuration considering life cycle cost
6. Day-ahead economic dispatch model of park integrated energy system considering reserve allocation of energy storage
7. Novel designs of hybrid thermal energy storage system and operation strategies for concentrated solar power plant10.1016/j.energy.2020.119281 ↗
8. Modeling of hydrogen and electrical energy storages in Wind/PV energy system on the Lake Baikal coast10.1016/j.ijhydene.2017.02.076 ↗
9. Seasonal thermal energy storage in smart energy systems: District-level applications and modelling approaches10.1016/j.rser.2022.112760 ↗
10. Energy management control strategy of hybrid energy storage system based on second-order filtering
11. Optimal planning and cost-benefit analysis of long-duration energy storage for low-carbon electric power system
12. Distributionally robust optimal allocation for capacity distribution of photovoltaic and energy storage units in standalone microgrid based on generative adversarial network
13. Optimal capacity design of battery and hydrogen system for the DC grid with photovoltaic power generation based on the rapid estimation of grid dependency10.1016/j.ijepes.2016.12.012 ↗
14. Capacity optimization of CHP microgrid based on hydrogen energy storage
15. Optimal capacity configuration of Hydro-Wind-PV hybrid system and its coordinative operation rules considering the UHV transmission and reservoir operation requirements10.1016/j.renene.2022.08.048 ↗
16. Two-stage robust optimal scheduling of wind power-photovoltaic-thermal power-pumped storage combined system
17. Stochastic analysis of DSS queries for a distributed database design10.5120/14447-2608 ↗
18. Applications of artificial intelligence in agriculture: A review10.48084/etasr.2756 ↗
19. A comprehensive analysis of nature-inspired meta-heuristic techniques for feature selection problem10.1007/s11831-020-09412-6 ↗
20. Collaborative optimization planning of an AC/DC hybrid distribution network frame and distributed power generation considering reliability
21. Capacity configuration method of flywheel storage system for suppressing power fluctuation of wind farm
22. Optimal configuration optimization of islanded microgrid using improved grey wolf optimizer algorithm
23. Optimal allocation of a hybrid photovoltaic biogas energy system using multi-objective feasibility enhanced particle swarm algorithm10.3390/su14020685 ↗
24. Bi-level optimal configuration strategy of community integrated energy system with coordinated planning and operation10.1016/j.energy.2021.121539 ↗
25. Two-stage stochastic framework for energy hubs planning considering demand response programs10.1016/j.energy.2020.118124 ↗
26. Optimal configuration of energy storage in a microgrid based on improved multi-objective particle swarm optimization
27. Double-layer capacity configuration method of hybrid energy storage in microgrid considering three states of wind turbines and photovoltaic units
29. Alkaline water electrolysis powered by renewable energy: A review10.3390/pr8020248 ↗
30. Double-layer optimization study of virtual power plants with source-load-storage
31. A transformer fault diagnosis method based on hybrid improved grey wolf optimization and least squares-support vector machine10.1049/gtd2.12405 ↗
32. https://www.elia.be/
33. A capacity optimization method for a hybrid energy storage microgrid system based on an augmented ε-constraint method10.3390/en15207593 ↗