**1.2 The study objectives**

The high consumption of power by modules of a cell site has impacted on the operations of the telecommunication company. This has necessitated the introduction of optimized energy efficiency through reduction of power consumption in a telecommunication base transceiver station (BTS) site using machine learning. The specific objectives are stated thus to


6.Develop a power consumption model for the network under study based on the result obtained when the algorithm is integrated in it.

Validate and justify the percentage improvement of energy efficiency in the cell site with and without the application of machine learning.
