The following problem
is a concave maximization problem, and thus can be numerically solved by convex optimization methods. The optimal solution may be .
However, I want to derive the solution analytically. I tried the following approach, for example, by taking partial derivative,
And there exists no solution that makes both partial derivative to be 0.