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Model predictive control-based energy management system for an isolated electro-thermal microgrid in the Amazon region of Ecuador

亚马逊雨林 微电网 模型预测控制 热的 能量(信号处理) 热能 电子设备和系统的热管理 控制(管理) 环境科学 工程类 计算机科学 可再生能源 地理 电气工程 机械工程 物理 生物 生态学 热力学 气象学 量子力学 人工智能
作者
Diego Arcos–Aviles,Antonio Salazar,Mauricio Rodríguez,Wilmar Martínez,F. Guinjoan
出处
期刊:Energy Conversion and Management [Elsevier BV]
卷期号:310: 118479-118479
标识
DOI:10.1016/j.enconman.2024.118479
摘要

Access to electricity is a fundamental key to developing countries' growth. Microgrids (MG) have become potential solutions to provide energy to isolated rural areas in a safe and environmentally friendly way. Therefore, proposals for alternative solutions to bridge the electrification gap in the Ecuadorian Amazon – which has the most significant percentage of its population without access to electricity – are of significant interest. Consequently, this paper presents the design of an Energy Management System (EMS) based on Model Predictive Control (MPC) for an isolated electro-thermal microgrid comprising a photovoltaic generator, a diesel generator, a lithium-ion battery Energy Storage System (ESS), electrical loads, and a domestic hot water system. The EMS aims to supply energy reliably and safely, minimize the MG's operation costs, and extend the ESS's useful life while satisfying the end users' comfort. This study includes an estimated degradation model for the ESS's State of Health (SOH), an essential parameter contributing to reducing the microgrid's operating costs in the long term. Simulation results using one-year data present the influence of the prediction horizon on the MG's scheduling. In addition, the benefits of the proposed EMS are highlighted by comparing it with the results achieved by a Unit Commitment approach, where it is demonstrated that the proposed EMS presents a reduction in MG operating costs and greenhouse gas emissions while maximizing the utilization of renewable energy and extending the lifespan of the ESS. Finally, an experimental validation, using a Typhoon Hardware-in-the-loop HIL-402 device in real-time operation, stands out the effectiveness and feasibility of the proposed MPC-based EMS.

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