Abstract: In recent days, the usage of wireless networks is huge in all the environments. But the developments of routing protocols for wireless networks are not saturated till date. Even though researchers are having more number of routing protocols, the end user is not satisfied in all the solutions. The research directions where user’s satisfaction lies in battery life optimization power during heavy data transfer and delay due to the dynamics on the environment. In this study, researchers propose a solution for maintaining the battery life of the node using parameters such as initial energy, transmission power and reception power. The parameters are combined with a back propagation methodology. The proposed solution may be applicable for all the protocols independent of their usage.