Recently, researchers on survey sampling have proposed new methods for the estimation of parameters in the presence of auxiliary information. Theses new methodologies have the main advantage of a substantial gain in accuracy in comparison with traditional estimation techniques. One of these methods is the pseudo empirical likelihood method, which has been adapted to different sampling designs and has been applied to other important scenarios