Information associated with a plurality of constraints for well placement is received. For each of the plurality of constraints, information associated with the constraint is converted into a binary matrix. An overall constraint matrix is determined by convolving the binary matrices associated with the plurality of constraints. Feasible regions are determined based on the overall constraint matrix. Optimal well locations are determined within the feasible regions. The optimal well locations and a number of the optimal wells are output.