The applicability of the thermodynamic integration method to determine the excess chemical potential in dense complex systems by performing a single Monte Carlo simulation is examined. The method is coupled with the separation-shifted potential scaling approach and an adaptive sampling technique. The simple and robust procedure is applied here to a challenging adsorption problem. (C) 2007 Elsevier B.V. All rights reserved.