Model Predictive Control of Smart Districts With Fifth Generation Heating and Cooling Networks

模型预测控制 可再生能源 灵活性(工程) 背景(考古学) 热能储存 控制器(灌溉) 计算机科学 需求响应 储能 控制工程 工程类 控制(管理) 电气工程 古生物学 功率(物理) 人工智能 农学 物理 统计 生物 量子力学 数学 生态学
作者
Michael Taylor,S.A. Long,Ognjen Marjanović,Alessandra Parisio
出处
期刊:IEEE Transactions on Energy Conversion [Institute of Electrical and Electronics Engineers]
卷期号:36 (4): 2659-2669 被引量:12
标识
DOI:10.1109/tec.2021.3082405
摘要

Fifth Generation District Heating and Cooling (5GDHC) networks, in which low temperature water is distributed to water-source heat pumps (WSHPs) in order to meet thermal demands, are expected to have a significant impact on the decarbonisation of energy supply. Thermal storage installed in these networks offers operational flexibility that can be leveraged to integrate renewable electrical and thermal energy sources. Thus, when considered as part of a smart multi-energy district, 5GDHC substation devices (e.g., WSHPs, storage) may be optimally operated using Model Predictive Control (MPC) in order to match demand with low-cost supply of electricity. However, the application of MPC requires the ability to model 5GDHC networks within the context of a multi-energy system. Hence, this paper extends an existing, generalised control-oriented modelling framework for multi-energy systems to accommodate 5GDHC networks. Additions include the ability to represent hydraulic pumps, thermodynamic cycle devices (such as WSHPs) and multi-energy networks within the framework. Furthermore, an economic MPC (eMPC) scheme is proposed for energy management of 5GDHC-based smart districts. Finally, a case study is presented in which the proposed eMPC controller is compared with rule-based control for economic operation of a smart district.
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