Unique Solvability and Optimal Error Analysis of the Lagrange Multiplier Approach for Gradient Flows

The unique solvability of the nonlinear algebraic equation arising from the original Lagrange multiplier approach for gradient flows is established under a necessary and sufficient condition. A modified Lagrange multiplier approach is proposed to handle cases where the condition is not satisfied. Optimal error estimates are derived for the modified scheme.