JointPS first minimizes the completion time of a single training epoch for each DML job via jointly optimizing the parameter server placement and flow scheduling, and predicts the number of remaining ...

Over the past three decades, the primary methods for managing complex chemical processes have predominantly relied on PI/PID controllers and model predictive controllers (MPCs). Despite their ...