Reversible computing is an emerging and promising technique due to its wide applications in quantum, optical and DNA computing and many more. Reversible circuit synthesis is a main focus for researchers as conventional synthesis techniques are not suitable for reversible circuits. Our work focuses on BDD based synthesis as it has capabilities of realizing circuit for large boolean functions unlike other reversible synthesis methods. Existing BDD based synthesis techniques rely on positive [1] and negative [2] controlled Toffoli gates. In this paper work we explore BDD based synthesis technique along with evolutionary computation method. We employed Fredkin and elementary CNOT gate library. Experimental results demonstrate that this approach reduces the gate count and quantum cost at the cost of increase in the number of lines.