In various examples, the AVM controller may generate an analysis model associated with power transmissions from the DC power source to the RRU over a predetermined time interval. The predetermined time interval may be 30 days, six months, one year, or five years, however, any predetermined time interval is possible. The analysis model may be developed based at least in part on historical power transmission data. The historical power transmission data may include indications of the voltage output from the DC power source, voltage loss that occurs during power transmissions to the RRU, the voltage of power transmissions at the RRU, corresponding QoS parameters associated with signal data transmitted by the RF antennas, or any combination thereof. The QoS parameters may relate to data packet loss, data latency, jitter, echo, downlink throughput, uplink throughout, or any combination thereof.

The analysis model may further correlate historical power transmission data with corresponding historical instances of environmental metadata. In this way, the analysis model may provide the AVM controller with a platform to infer a voltage modification based at least in part on a correlation of current environmental metadata and historical environmental metadata that is represented within the analysis model. Stated another way, the analysis model may receive an input of current environmental metadata and output an inferred voltage modification that is most similar to past events (i.e. historical instances of environmental data).