error in ANN load forecasting NARX

I am getting higher error during the initial time stemps after training testing of ANN NARX load forecasting model.

I can I remove the higher error during initial timestemps in ANN code.

I attached foeasted load for 48 timestamps of a day, as you can see high error till 10th timestamps. sample code is also attached herewith

thanks