TY - GEN
T1 - Accelerating Multi-layer Perceptron based short term demand forecasting using Graphics Processing Units
AU - He, Ting
AU - Dong, Zhao Yang
AU - Meng, Ke
AU - Wang, Hua
AU - Oh, Y. T.
N1 - Publication details (e.g. title, author(s), publication statuses and dates) are captured on an “AS IS” and “AS AVAILABLE” basis at the time of record harvesting from the data source. Suggestions for further amendments or supplementary information can be sent to [email protected].
PY - 2009/12/16
Y1 - 2009/12/16
N2 - Load forecasting plays a vitally important role in the operation and planning of the power system in a deregulated electricity market. A large variety of methods have been proposed for load forecasting. In this paper, we introduce the Graphics Processing Units (GPU) based computing to accelerate the short term load forecasting with Multi-layer Perceptron (MLP). The proposed method is tested with the Queensland electricity market demand series. The result shows that the GPU based computing largely reduce the computational cost.
AB - Load forecasting plays a vitally important role in the operation and planning of the power system in a deregulated electricity market. A large variety of methods have been proposed for load forecasting. In this paper, we introduce the Graphics Processing Units (GPU) based computing to accelerate the short term load forecasting with Multi-layer Perceptron (MLP). The proposed method is tested with the Queensland electricity market demand series. The result shows that the GPU based computing largely reduce the computational cost.
KW - Gpu
KW - Load Forecasting
KW - Multi-Layer Perceptron
KW - Neural Network
UR - https://www.scopus.com/pages/publications/76249087378
UR - https://www.scopus.com/record/pubmetrics.uri?eid=2-s2.0-76249087378&origin=recordpage
U2 - 10.1109/TD-ASIA.2009.5356813
DO - 10.1109/TD-ASIA.2009.5356813
M3 - RGC 32 - Refereed conference paper (with host publication)
SN - 9781424452309
T3 - Transmission and Distribution Conference and Exposition: Asia and Pacific, T and D Asia 2009
BT - Transmission and Distribution Conference and Exposition: Asia and Pacific, T and D Asia 2009
T2 - Transmission and Distribution Conference and Exposition: Asia and Pacific, T and D Asia 2009
Y2 - 26 October 2009 through 30 October 2009
ER -