V. Kalinchyk, Mariia Buravliova, Vitalii Pobihailo, O. Borychenko, V. Kalinchyk
{"title":"可再生能源发电指标预测","authors":"V. Kalinchyk, Mariia Buravliova, Vitalii Pobihailo, O. Borychenko, V. Kalinchyk","doi":"10.1109/KhPIWeek53812.2021.9570019","DOIUrl":null,"url":null,"abstract":"The article investigates methods of forecasting in energy. It shows that forecasting in energy is one of the tasks of energy efficiency monitoring. It shows that forecasting in energy is one of the tasks of energy efficiency monitoring. Generation processes in the integrated power system (IPS) of Ukraine by various energy sources, both traditional and renewable, are analysed. It is shown that forecasting future values of a time series based on its historical values is the basis for financial planning, management and optimization of energy production and monitoring. Application of adaptive Holt - Winters models for forecasting generation indicators is substantiated. The results of forecasting electricity generation in the IPS of Ukraine by renewable energy sources (RES) according to the Holt - Winters model are presented.","PeriodicalId":365896,"journal":{"name":"2021 IEEE 2nd KhPI Week on Advanced Technology (KhPIWeek)","volume":"13 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-09-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Forecasting of RES Generation Indicators\",\"authors\":\"V. Kalinchyk, Mariia Buravliova, Vitalii Pobihailo, O. Borychenko, V. Kalinchyk\",\"doi\":\"10.1109/KhPIWeek53812.2021.9570019\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The article investigates methods of forecasting in energy. It shows that forecasting in energy is one of the tasks of energy efficiency monitoring. It shows that forecasting in energy is one of the tasks of energy efficiency monitoring. Generation processes in the integrated power system (IPS) of Ukraine by various energy sources, both traditional and renewable, are analysed. It is shown that forecasting future values of a time series based on its historical values is the basis for financial planning, management and optimization of energy production and monitoring. Application of adaptive Holt - Winters models for forecasting generation indicators is substantiated. The results of forecasting electricity generation in the IPS of Ukraine by renewable energy sources (RES) according to the Holt - Winters model are presented.\",\"PeriodicalId\":365896,\"journal\":{\"name\":\"2021 IEEE 2nd KhPI Week on Advanced Technology (KhPIWeek)\",\"volume\":\"13 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-09-13\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 IEEE 2nd KhPI Week on Advanced Technology (KhPIWeek)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/KhPIWeek53812.2021.9570019\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 IEEE 2nd KhPI Week on Advanced Technology (KhPIWeek)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/KhPIWeek53812.2021.9570019","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
The article investigates methods of forecasting in energy. It shows that forecasting in energy is one of the tasks of energy efficiency monitoring. It shows that forecasting in energy is one of the tasks of energy efficiency monitoring. Generation processes in the integrated power system (IPS) of Ukraine by various energy sources, both traditional and renewable, are analysed. It is shown that forecasting future values of a time series based on its historical values is the basis for financial planning, management and optimization of energy production and monitoring. Application of adaptive Holt - Winters models for forecasting generation indicators is substantiated. The results of forecasting electricity generation in the IPS of Ukraine by renewable energy sources (RES) according to the Holt - Winters model are presented.