The accuracy of the particle-based discretization schemes for the Laplacian is verified. Numerical test shows that some schemes are convergent and others are divergent. New scheme for the Laplacian is proposed to enhance accuracy and computational efficiency. An application of new discretization scheme for the Poisson equation is demonstrated.