You do not have to change anything, just install ShutApp
https://play.google.com/store/apps/details?id=com.yirga.shutapp&hl=en
It will keep all apps that you closed really closed,
e.g. after you close chrome, it will really not run and this way you will save on battery. You can setup any app...