Sentence examples for usage prediction from inspiring English sources

In particular, usage prediction is important for the efficient use of remaining battery capacity.

We demonstrate the accuracy of battery usage prediction using real traces of participants collected over a period of four weeks.

Power management in homes and offices requires appliance usage prediction when the future user requests are not available.

In this paper, an ensemble cloud resource usage prediction algorithm based on Learning Automata (LA) theory is proposed that combines state of the art prediction models, and it determines weights for individual constituent models.

Our approach also applies CPU usage prediction, but additionally considers prediction uncertainty and live migration penalties in decision making.

The PMAC and PCR-MAC presented channel selection mechanisms using EWMA-based historical usage prediction to enhance the opportunistic spectrum utilization; the PCR-MAC also exploits the concept of backup channel, adopted from SWITCH [17], to further optimize the spectrum utilization.

A more promising approach is to base live migration decisions on resource usage predictions several steps ahead in the future.

A novel approach based on long-term resource usage predictions is presented to detect when a host is overloaded or underloaded.

This approach represents detection based on short-term CPU usage predictions and is expected to be quite sensitive to short spikes of overload conditions.

In this paper, a new approach for host overload and underload detection is presented based on long-term resource usage predictions that take into account the prediction uncertainty and the live migration overhead.

The third approach called Long-Term Detection (LT-D) bases overload, underload and not-overload detections on long term CPU usage predictions of the next 7 control intervals into the future.