[2] Univ Nova Lisboa, Dept Elect Engn, Fac Sci & Technol Quinta Torre, P-2829516 Caparica, Portugal
来源:
TECHNOLOGICAL INNOVATION FOR CYBER-PHYSICAL SYSTEMS
|
2016年
/
470卷
关键词:
Electric power systems;
Load forecasting;
Smart-grids;
Distribution systems;
Electric substations;
Artificial Neural Networks;
NEURAL-NETWORK;
DISTRIBUTION-SYSTEMS;
ALGORITHM;
ANN;
D O I:
10.1007/978-3-319-31165-4_33
中图分类号:
TP [自动化技术、计算机技术];
学科分类号:
0812 ;
摘要:
The importance of forecasting has become more evident with the appearance of the open electricity market and the restructuring of the national energy sector. This paper presents a new approach to load forecasting in the medium voltage distribution network in Portugal. The forecast horizon is short term, from 24 h up to a week. The forecast method is based on the combined use of a regression model and artificial neural networks (ANN). The study was done with the time series of telemetry data of the DSO (EDP Distribution) and climatic records from IPMA (Portuguese Institute of Sea and Atmosphere), applied for the urban area of Evora - one of the first Smart Cities in Portugal. The performance of the proposed methodology is illustrated by graphical results and evaluated with statistical indicators. The error (MAPE) was lower than 5 %, meaning that chosen methodology clearly validate the feasibility of the test.
机构:
State Grid Fujian Elect Power Co Ltd, Elect Power Res Inst, 48 Fuyuan Branch Rd, Fuzhou 350007, Fujian, Peoples R ChinaState Grid Fujian Elect Power Co Ltd, Elect Power Res Inst, 48 Fuyuan Branch Rd, Fuzhou 350007, Fujian, Peoples R China
Wang, Renshu
Zhao, Jing
论文数: 0引用数: 0
h-index: 0
机构:
State Grid Fujian Management Training Ctr, Management Training Dept, 19 Gongyuan West Rd, Fuzhou 350007, Fujian, Peoples R ChinaState Grid Fujian Elect Power Co Ltd, Elect Power Res Inst, 48 Fuyuan Branch Rd, Fuzhou 350007, Fujian, Peoples R China
机构:
Northeast Elect Power Univ, Dept Automat Engn, Jilin 132012, Peoples R ChinaNortheast Elect Power Univ, Dept Automat Engn, Jilin 132012, Peoples R China
Han, Lincheng
Zhang, Xiuyu
论文数: 0引用数: 0
h-index: 0
机构:
Northeast Elect Power Univ, Dept Automat Engn, Jilin 132012, Peoples R ChinaNortheast Elect Power Univ, Dept Automat Engn, Jilin 132012, Peoples R China
Zhang, Xiuyu
Wang, Yingzhou
论文数: 0引用数: 0
h-index: 0
机构:
Northeast Elect Power Univ, Dept Automat Engn, Jilin 132012, Peoples R ChinaNortheast Elect Power Univ, Dept Automat Engn, Jilin 132012, Peoples R China
Wang, Yingzhou
Zhang, Shude
论文数: 0引用数: 0
h-index: 0
机构:
Northeast Elect Power Univ, Dept Automat Engn, Jilin 132012, Peoples R ChinaNortheast Elect Power Univ, Dept Automat Engn, Jilin 132012, Peoples R China