We study the multiple minima problem for Lennard-Jones clusters using an effective potential which is a function of the mean position (x) over bar and fluctuation a at finite temperature. It is shown that this method smooths the potential energy hypersurface and facilitates the search for the global minimum. The method is applied to small Lennard-Jones clusters from 2 to 19 atoms and is shown to give accurate results.