Code smells are symptoms that something may be wrong with the app. Aiming at removing code smells and improving the maintainability and performance of the app, we may apply the refactoring technique, which could reduce hardware resource use, such as CPU and memory. However, a few studies have evaluated the impacts of the refactoring in Android. This paper presents a study to assess the effects of smartphone resource use caused by refactoring of 3 classic code smells: God Class, God Method, and Feature Envy. To this purpose, we selected 9 apps from GitHub. The results show that refactoring used in desktop software may not be appropriate for Android apps. For example, the refactoring of God Method had increased CPU consumption by more than 47%, while the refactoring of the 3 code smells reduced memory consumption in average 6.51%, 8.4%, and 6.37%, respectively, in one app. Our results can support the community in conducting research and future implementation of new tools. Also, it guides app developers in refactoring and thus improving the quality of their apps.