 This paper proposes a new algorithm which uses closed form expressions to approximate solutions to a perturbed constrained dynamic program. This allows for the optimization of dynamic systems with only minor changes in the objective function and constraints, reducing the computational burden compared to traditional methods. This article was authored by Abhishek Gupta, Shrestha Rajakumar Deshpande and Marcello Kanova.