error in ANN load forecasting NARX

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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

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