Sentence examples for based on predicted workload from inspiring English sources

The algorithm determines whether new resources need to be acquired or not, based on predicted workload.

Second, based on the predicted workload, v-TerraFly can automatically estimate the resource demands of its various tiers based on performance profiles created using machine learning techniques.

Based on the predicted workload, the Reader profile and Loader profile which are trained offline are used to estimate their resource demands for time t + 1, denoted by rR(t + 1) and rL(t + 1) respectively.

As discussed in Section Performance profiling, based on the predicted workload, the v-TerraFly resource management system automatically allocates resources to the Reader and Loader Tier s in order to optimize the QoS.

Jeff Greenberg, a Ford senior technical leader, said in an interview that his research team had built models that predicted workload based on information from data points relative to time.

The second approach is to utilize a prediction mechanism that relies on performing an analysis of past workload to determine the future resource demands and the necessity of scaling resources based on the predicted future workload.

The reason for having two values for broker profit is that the proposed system has a prediction stage in which resources are auto-scaled based on the predicted profit from a future workload.

Based on standardised predicted FEV1 values.

In addition, a Kalman filtering based approach is employed to predict workload in the next control period for which voltage-frequency pairs must be selected.

For each workload pattern, the prediction models are trained and tested based on 10 workload trace files and their accuracy is measured by MAE and RMSE metrics.

DM uses the fourth component known as Machine Learning Engine (MLE), to predict future requests based on past workloads.