This paper presents an artificial neural network model for daily peak load forecasting. The input variables of the model have been selected based on their correlation coefficients. The model uses only three input variables. In addition, a new technique for selecting the training vectors is introduced. Moreover, The model presents a unique adjustment algorithm to compensate the negative impact of holidays' forecasts. Also, the model uses an adjustment technique for Sundays and Mondays forecasts as these two days showed higher error than the rest of weekdays. Nevertheless, the model is simple, fast, and accurate. The mean percent relative error of the model over a period of one year is 2.066% including holidays.
机构:
Virginia Polytech Inst & State Univ, Ctr Energy & Global Environm, Blacksburg, VA 24061 USAVirginia Polytech Inst & State Univ, Ctr Energy & Global Environm, Blacksburg, VA 24061 USA
Drezga, I
Rahman, S
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Polytech Inst & State Univ, Ctr Energy & Global Environm, Blacksburg, VA 24061 USAVirginia Polytech Inst & State Univ, Ctr Energy & Global Environm, Blacksburg, VA 24061 USA
机构:
Virginia Polytech Inst & State Univ, Ctr Energy & Global Environm, Blacksburg, VA 24061 USAVirginia Polytech Inst & State Univ, Ctr Energy & Global Environm, Blacksburg, VA 24061 USA
Drezga, I
Rahman, S
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Polytech Inst & State Univ, Ctr Energy & Global Environm, Blacksburg, VA 24061 USAVirginia Polytech Inst & State Univ, Ctr Energy & Global Environm, Blacksburg, VA 24061 USA
机构:
Virginia Polytech Inst & State Univ, Ctr Energy & Global Environm, Blacksburg, VA 24061 USAVirginia Polytech Inst & State Univ, Ctr Energy & Global Environm, Blacksburg, VA 24061 USA
Drezga, I
Rahman, S
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Polytech Inst & State Univ, Ctr Energy & Global Environm, Blacksburg, VA 24061 USAVirginia Polytech Inst & State Univ, Ctr Energy & Global Environm, Blacksburg, VA 24061 USA
机构:
Virginia Polytech Inst & State Univ, Ctr Energy & Global Environm, Blacksburg, VA 24061 USAVirginia Polytech Inst & State Univ, Ctr Energy & Global Environm, Blacksburg, VA 24061 USA
Drezga, I
Rahman, S
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Polytech Inst & State Univ, Ctr Energy & Global Environm, Blacksburg, VA 24061 USAVirginia Polytech Inst & State Univ, Ctr Energy & Global Environm, Blacksburg, VA 24061 USA