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MapReduce is designed for batch parallel data processing such as log analysis and text processing.
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It distributes computation load over multiple processors so that each processor constructs subtrees on each subproblem within a batch in parallel.
The procedure is based on the optimized arrangement of parallel batch columns.
This paper studies the scheduling problem of uniform parallel batch processing machines with arbitrary job sizes.
Shahidi Zadeh investigated a comparison study for solving a bi-objective unrelated parallel batch processing machines scheduling problem [68].
Online algorithms are designed on m parallel batch machines to minimize the time by which all jobs have been delivered.
A parallel batch result showed that the free-cell Design I revealed only about half of the TPHd degradability.
For PMSP, Hulett focused on scheduling non-identical parallel batch processing machines to minimize total weighted tardiness and PSO was used to solve the problem [40].
A robotic liquid handling system was employed to carry out a parallel batch screen on a displacer library made up of analogous compounds.
Compared to continuous capture with two columns operated batch wise in parallel, a 2.5-fold higher capacity utilization was obtained for the same productivity and yield.
This work presents a set of improved MILP mathematical formulations for the scheduling of single-stage batch plants with parallel production lines.
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