We next evaluate the accuracy of the ANN potential by predicting the configuration and surface adsorption energy of CH X (X = 1 -4) and H atom on graphene. . Comparing our results with other reported values in literature shows there is agreement between our findings and those values. After geometrical analysis, we evaluated the adsorption energies (E ads ) of each species using the equation: