{"title":"气象变量对巴利阿里群岛实时短期负荷预测的影响分析","authors":"M. López, S. Valero, C. Senabre, A. Gabaldón","doi":"10.1109/CPE.2017.7915137","DOIUrl":null,"url":null,"abstract":"Short-Term Load Forecasting (STLF) has been a relevant research topic for over two decades now. However, it is an ongoing process since the behavior of consumers and producers continue changing as new technologies and new policies become available. This paper presents the results of a research study for the Spanish Transport System Operator (REE) with the objective of improving the forecasting accuracy in the Balearic Islands. Specifically, this paper will focus on the introduction of meteorological variables other than temperature to reduce forecasting error. The forecasted variables of solar radiation, cloudiness and wind velocity are included in the proposed forecasting model and their effect is analyzed in terms of overall accuracy. Also, a brief analysis of which type of days are actually improved by the use of this new information is presented and used to provide new research guidelines.","PeriodicalId":259750,"journal":{"name":"2017 11th IEEE International Conference on Compatibility, Power Electronics and Power Engineering (CPE-POWERENG)","volume":"27 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2017-04-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"8","resultStr":"{\"title\":\"Analysis of the influence of meteorological variables on real-time Short-Term Load Forecasting in Balearic Islands\",\"authors\":\"M. López, S. Valero, C. Senabre, A. Gabaldón\",\"doi\":\"10.1109/CPE.2017.7915137\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Short-Term Load Forecasting (STLF) has been a relevant research topic for over two decades now. However, it is an ongoing process since the behavior of consumers and producers continue changing as new technologies and new policies become available. This paper presents the results of a research study for the Spanish Transport System Operator (REE) with the objective of improving the forecasting accuracy in the Balearic Islands. Specifically, this paper will focus on the introduction of meteorological variables other than temperature to reduce forecasting error. The forecasted variables of solar radiation, cloudiness and wind velocity are included in the proposed forecasting model and their effect is analyzed in terms of overall accuracy. Also, a brief analysis of which type of days are actually improved by the use of this new information is presented and used to provide new research guidelines.\",\"PeriodicalId\":259750,\"journal\":{\"name\":\"2017 11th IEEE International Conference on Compatibility, Power Electronics and Power Engineering (CPE-POWERENG)\",\"volume\":\"27 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2017-04-04\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"8\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2017 11th IEEE International Conference on Compatibility, Power Electronics and Power Engineering (CPE-POWERENG)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/CPE.2017.7915137\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2017 11th IEEE International Conference on Compatibility, Power Electronics and Power Engineering (CPE-POWERENG)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CPE.2017.7915137","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Analysis of the influence of meteorological variables on real-time Short-Term Load Forecasting in Balearic Islands
Short-Term Load Forecasting (STLF) has been a relevant research topic for over two decades now. However, it is an ongoing process since the behavior of consumers and producers continue changing as new technologies and new policies become available. This paper presents the results of a research study for the Spanish Transport System Operator (REE) with the objective of improving the forecasting accuracy in the Balearic Islands. Specifically, this paper will focus on the introduction of meteorological variables other than temperature to reduce forecasting error. The forecasted variables of solar radiation, cloudiness and wind velocity are included in the proposed forecasting model and their effect is analyzed in terms of overall accuracy. Also, a brief analysis of which type of days are actually improved by the use of this new information is presented and used to provide new research guidelines.