Digging further I have discovered where the problem lies, but I need a little help to understand the issue.
It all comes from the derivation of the Euler-Lagrange equation.
We define the Lagrangian as a function given by ##L(x,t,u,u_x,u_t,\alpha) = L(x,t,u,u_x,u_t)+\alpha\eta(x,t)##. We have...