How to understand the energy centralizes at low frequency after making DCT on an image?What does energy mean?
It's just a fancy way of saying "amplitude" or "signal strength".  The DCT splits the original signal into a bunch of outputs, each of which gives the amplitude for a particular frequency.  Add them all back together again, through an inverse DCT, and you get the original signal back.