
Cooperative game‐based method to determine the weights of load forecasting solution incorporated with various algorithms
Author(s) -
Ngo VietCuong,
Wu Wenchuan,
Yang Yi,
Zhang Boming
Publication year - 2017
Publication title -
the journal of engineering
Language(s) - English
Resource type - Journals
ISSN - 2051-3305
DOI - 10.1049/joe.2017.0541
Subject(s) - computer science , algorithm
Ultra‐short‐term load forecasting is one of the core techniques for distribution networks operation. Since individual load in distribution networks is small and with strong randomness, single prediction model cannot guarantee the forecasting accuracy and combined forecasting solution is usually used. In such forecasting scheme, how to weight the different forecasting model is a challenge. By introducing the concept of cooperative game, the weight of every algorithm can be determined according to the error distribution. The proposed method has been tested for a real distribution networks and the results show this scheme has good prediction precision, and can control the error distribution at the inflection points.