The second objective is to minimize the workload imbalances among cells.
Objective function of moves The objective of the partitioning problem is to minimize the workload of the system.
Because the objective function of the partitioning procedure is to minimize the workload, the positive values represent improvements obtained.
The objectives of the proposed model was to minimize the different costs of the DCMS, increase the manpower utilization, and also minimize the workload variance between cells.
We keep increasing the jobs' slots trying to minimize the workload's makespan until we have not exceeded the available user's budget (i.e., BudgetMax metric).
We introduce the design and implementation of a novel Pareto-based scheduler that, given a user's MapReduce workload and budget range, detects map/reduce slot allocations that minimize the workload's makespan without overcharging the user.
The problem we solve in this work is how to appropriately allocate map/reduce slots to a user's jobs in order to minimize the workload's makespan and at the same time minimize the user's spending budget.
More specifically, in [23], they minimize the workload's makespan while in [24], they focus on maximizing a profit metric which depends on the amount of jobs that satisfy their execution time deadlines.
The key contributions of our work are as follows: We introduce the design and implementation of a novel Pareto-based scheduler that, given a user's MapReduce workload and budget range, detects map/reduce slot allocations that minimize the workload's makespan without overcharging the user.
To minimize the workload and to standardize the process, we provided the societies with preformatted letters containing the web survey links.
To minimize the workload of daily clinical practice and to maintain the standard protocol of protective ventilation, we introduce automatic control of ventilation as a concept for the treatment.
