We follow the mathematical framework proposed by Bouchut in 2003 in order to derive equilibrium functions for D1Q3 lattice Boltzmann simulations of the Burgers equation. When a particular convexity property is satisfied, we observe for strong nonlinear shocks and rarefactions that the resulting scheme is numerically stable.