Nowadays almost everyone has a smartphone which provides amazing features to users. A most common activity on smartphone is the web browsing which billion of users going to perform on daily basis. Web browsing using smartphone uses large amount of power and results in low battery. As downloading of webpage uses the features of 3G radio interface a lots of power get consumed. So battery utilization of smartphone must be noticed while browsing the web. In this paper, this power consumption issue is resolved using two different techniques. In first techniques, we change the computation sequence of web browser by separating computation which will generate new data transmission and remaining computation is executed later. In second technique, prediction of user reading time is performed using data mining techniques.

Keywords : Web Browser, Wireless Radio Interface, Gradient Boosted Regression Tree, Energy Consumption.