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For load balancing in a heterogeneous environment the important decision parameters are granularity of sub-task, application requirements, computation, communication resources available and task dependency.
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It drastically reduces the chance of convergence to a local minimum, computer storage requirements and computation time.
If there are higher resolution application requirements, the computation time could be reduced using a more powerful computer system (the performance of the computer we used is low, which can guarantee low power consumption and long-term use at sea).
This also minimizes sensor requirements and computation costs versus conventional hydraulic motion controllers.
Motion estimation and compensation are crucial for multimedia coding characterized by high memory requirements and computation complexity.
Hence, in the proposed system, a suitable number of HMM states and component Gaussians should be chosen based on availability of training material and requirements of computation time.
Among all methods for the unconstrained optimization problems, the conjugate gradient method is regarded as one of the most powerful approaches due to its smaller storage requirements and computation cost.
So, from the viewpoint of smaller storage requirements and computation cost, the methods mentioned above must not be most suitable for solving the problem (1.5) if is a dense matrix.
Dividing each chromosome into several segments would further increase these numbers and the memory requirements for computation.
The memory requirements and computation time increases dramatically as the dataset size increases with the complexity being proportional to the square of the dataset size.
This information can then be used to generate a fine-grained energy-efficient schedule for execution of the computations – as well as a schedule of frequency changes on a per-core basis – while satisfying performance requirements of computations.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com