Network issues are probably at fault here. There's the problem of weak signal, but it's even true if you have a strong 4G (HSPA) signal and a just-barely-receivable LTE signal. Unless you disable LTE, the phone will keep trying to connect to that weak LTE signal, using up battery and generating heat.
The same is true if you have weak Wifi coverage.