{"title":"实时联合仿真平台的开发利用消费者能源的灵活性,通过聚合器提供电网支持","authors":"Noman Shabbir;Roya Ahmadiahangar;Argo Rosin;Jako Kilter;João Martins","doi":"10.1109/TCE.2024.3470241","DOIUrl":null,"url":null,"abstract":"The integration of renewable energy resources and nearly zero energy buildings (nZEBs) into the grid requires a balance between demand and supply, which makes energy flexibility (EF) very important. There is a lack of tools to fully characterize EF and evaluate its performance in power systems in real-time. This paper fills research gaps related to EF implementation and evaluation in a real-time scenario and proposes a co-simulation tool for characterizing EF. In this study, a co-simulation tool to evaluate the impact of consumers EF managed by an aggregator in real-time is developed. The aggregator utilizes a non-intrusive load monitoring (NILM) method and the XgBoost algorithm, extracting information about consumer device usage patterns in nZEBs and non-nZEBs to establish EF. The co-simulation tool connects the aggregator in MATLAB with the IEEE 13-bus distribution system implemented in RTDS for real-time analysis. The aggregator provides grid support by regulating the adjustment of the shiftable loads and maintaining the operating frequency and voltage of the network. The real-time simulation results demonstrate the aggregator’s ability to reduce frequency deviations and provide grid support.","PeriodicalId":13208,"journal":{"name":"IEEE Transactions on Consumer Electronics","volume":"70 4","pages":"6641-6652"},"PeriodicalIF":4.3000,"publicationDate":"2024-09-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10699401","citationCount":"0","resultStr":"{\"title\":\"Development of Realtime Co-Simulation Platform Harnessing Consumer Energy Flexibility Through an Aggregator to Provide Grid Support\",\"authors\":\"Noman Shabbir;Roya Ahmadiahangar;Argo Rosin;Jako Kilter;João Martins\",\"doi\":\"10.1109/TCE.2024.3470241\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The integration of renewable energy resources and nearly zero energy buildings (nZEBs) into the grid requires a balance between demand and supply, which makes energy flexibility (EF) very important. There is a lack of tools to fully characterize EF and evaluate its performance in power systems in real-time. This paper fills research gaps related to EF implementation and evaluation in a real-time scenario and proposes a co-simulation tool for characterizing EF. In this study, a co-simulation tool to evaluate the impact of consumers EF managed by an aggregator in real-time is developed. The aggregator utilizes a non-intrusive load monitoring (NILM) method and the XgBoost algorithm, extracting information about consumer device usage patterns in nZEBs and non-nZEBs to establish EF. The co-simulation tool connects the aggregator in MATLAB with the IEEE 13-bus distribution system implemented in RTDS for real-time analysis. The aggregator provides grid support by regulating the adjustment of the shiftable loads and maintaining the operating frequency and voltage of the network. The real-time simulation results demonstrate the aggregator’s ability to reduce frequency deviations and provide grid support.\",\"PeriodicalId\":13208,\"journal\":{\"name\":\"IEEE Transactions on Consumer Electronics\",\"volume\":\"70 4\",\"pages\":\"6641-6652\"},\"PeriodicalIF\":4.3000,\"publicationDate\":\"2024-09-30\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10699401\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"IEEE Transactions on Consumer Electronics\",\"FirstCategoryId\":\"94\",\"ListUrlMain\":\"https://ieeexplore.ieee.org/document/10699401/\",\"RegionNum\":2,\"RegionCategory\":\"计算机科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ENGINEERING, ELECTRICAL & ELECTRONIC\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Transactions on Consumer Electronics","FirstCategoryId":"94","ListUrlMain":"https://ieeexplore.ieee.org/document/10699401/","RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENGINEERING, ELECTRICAL & ELECTRONIC","Score":null,"Total":0}
Development of Realtime Co-Simulation Platform Harnessing Consumer Energy Flexibility Through an Aggregator to Provide Grid Support
The integration of renewable energy resources and nearly zero energy buildings (nZEBs) into the grid requires a balance between demand and supply, which makes energy flexibility (EF) very important. There is a lack of tools to fully characterize EF and evaluate its performance in power systems in real-time. This paper fills research gaps related to EF implementation and evaluation in a real-time scenario and proposes a co-simulation tool for characterizing EF. In this study, a co-simulation tool to evaluate the impact of consumers EF managed by an aggregator in real-time is developed. The aggregator utilizes a non-intrusive load monitoring (NILM) method and the XgBoost algorithm, extracting information about consumer device usage patterns in nZEBs and non-nZEBs to establish EF. The co-simulation tool connects the aggregator in MATLAB with the IEEE 13-bus distribution system implemented in RTDS for real-time analysis. The aggregator provides grid support by regulating the adjustment of the shiftable loads and maintaining the operating frequency and voltage of the network. The real-time simulation results demonstrate the aggregator’s ability to reduce frequency deviations and provide grid support.
期刊介绍:
The main focus for the IEEE Transactions on Consumer Electronics is the engineering and research aspects of the theory, design, construction, manufacture or end use of mass market electronics, systems, software and services for consumers.