If you are running your RDR on batteries you should update the firmware to V1.4.2 or newer.
Other reasons why the battery may drain faster than planned:
- Device is not registered to a LoRaWAN yet. In this case RDR will re-join the network over and over again
- Poor LoRaWAN coverage forcing the device sending in a low data rate