This paper present a Non-dominated Sorting based Multi Objective A* Search (NSMOA* ) algorithm for multi-objective search problem. It is an extension of the New Approach for Multi Objective A* Search (NAMOA*). This study aims to improve the selection phase of the NAMOA* algorithm which can affect the performance of the algorithm considerably, especially when the number of non-dominated solutions increases to a large number during the search. This research proposes a new sorting method that allows selection and expansion of the partial solutions be carried out more efficiently. The results demonstrate that our algorithm expands fewer nodes and explores a smaller region of solution space using the same heuristic.