A Decision Support System for Monitoring and Control of Thermal Substations in District Heating Networks

Vasileios Balafas, Leonidas Zouloumis, N. Ploskas, G. Panaras
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Abstract

A remote control and monitoring system of thermal request profiles in buildings is crucial for the effective operation of thermal substations connected to a district heating network. The acquired data can be used to develop a dynamic thermal model describing the operation of a thermal substation coupled to a reference building using different surrogate approaches. This work presents a decision support system for predicting the thermal request profile at a building level and optimizing the substation operation. The equipment needed and the development of the remote control monitoring system is initially described. Then, the utilization of surrogate models for generating a dynamic thermal model is presented. Finally, we validate the proposed decision support system through the experimental analysis of an actual unit, serving a building of 6,000m2 in the district heating network of Kozani, Greece. Surrogate models are generated capable of predicting both the primary and the secondary source temperature. The presented methodology could be utilized in the context of a building model, incorporating the local thermal substation model. Results can be useful towards the optimization of the district heating operation, as well as towards the integration of alternative primary energy sources, potential renewable based ones, which is the case through the on-going decarbonization of the Greek electrical system.
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区域供热网热力分站监控决策支持系统
建筑物热需求剖面的远程控制和监测系统对于连接到区域供热网络的热变电站的有效运行至关重要。所获得的数据可用于开发动态热模型,该模型描述了使用不同替代方法与参考建筑耦合的热电偶的运行情况。本工作提出了一个决策支持系统,用于预测建筑物水平的热需求剖面并优化变电站的运行。本文对所需要的设备和远程控制监控系统的研制进行了初步的介绍。然后,介绍了利用代理模型生成动态热模型的方法。最后,我们通过对一个实际单元的实验分析来验证所提出的决策支持系统,该单元服务于希腊Kozani区域供热网络中6000平方米的建筑。生成的代理模型既能预测一次源温度,也能预测二次源温度。所提出的方法可以在建筑模型的背景下使用,结合当地的热电站模型。结果可用于区域供热操作的优化,以及替代一次能源的整合,潜在的可再生能源,这是通过正在进行的希腊电力系统脱碳的情况。
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期刊介绍: Computer Engineering and Design is supervised by China Aerospace Science and Industry Corporation and sponsored by the 706th Institute of the Second Academy of China Aerospace Science and Industry Corporation. It was founded in 1980. The purpose of the journal is to disseminate new technologies and promote academic exchanges. Since its inception, it has adhered to the principle of combining depth and breadth, theory and application, and focused on reporting cutting-edge and hot computer technologies. The journal accepts academic papers with innovative and independent academic insights, including papers on fund projects, award-winning research papers, outstanding papers at academic conferences, doctoral and master's theses, etc.
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