Vasileios Balafas, Leonidas Zouloumis, N. Ploskas, G. Panaras
{"title":"A Decision Support System for Monitoring and Control of Thermal Substations in District Heating Networks","authors":"Vasileios Balafas, Leonidas Zouloumis, N. Ploskas, G. Panaras","doi":"10.1109/SEEDA-CECNSM57760.2022.9932970","DOIUrl":null,"url":null,"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.","PeriodicalId":68279,"journal":{"name":"计算机工程与设计","volume":"41 1","pages":"1-6"},"PeriodicalIF":0.0000,"publicationDate":"2022-09-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"计算机工程与设计","FirstCategoryId":"1093","ListUrlMain":"https://doi.org/10.1109/SEEDA-CECNSM57760.2022.9932970","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
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.
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.