Complex sentence: The reason is that the algorithm uses a random walk with local steps, i.e. the random walk only performs steps whose energy difference is of order 1.
Split into simpler sentences: The reason is that the algorithm uses a random walk with local steps. I.e. the random walk normally performs steps whose energy difference is of order 1.