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Power efficiency investigation has been required in each level of a High Performance Computing (HPC) system because of the increasing computation demands of scientific and engineering applications.
In order to reduce the computation demands, the PHEEMD algorithm is proposed.
"The conversation changed in 2013 when we projected that DNNs could become so popular that they might double computation demands on our data centers, which would be very expensive to satisfy with conventional CPUs," the authors of Google's paper write.
Inspiring the separation between the communication and the computation demands as well as providing the flexible topology configurations, makes wireless-based NoC a promising future MCSoC architecture.
To reduce computation demands in calculating the seismic response variation, design parameters that have a negligible effect on seismic response are first eliminated through sensitivity analysis.
They demonstrate many features of the synthesized communication architectures and show that our method and related framework are able to efficiently synthesize well scalable communication architectures even for the high-end massively parallel multi-processors that have to satisfy extremely stringent computation demands.
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Since the computation involves to only several additions and multiplications, the computation is not computation demanding (that requires high-end computing powers).
The study also found that the execution speed and task success rate were dependent on task computation demand, cloudlet access probability, and cloudlet computing speed.
These massively parallel architectures have been used to significantly accelerate many computation demanding tasks.
The computation demand on each node is appropriate for routing on-demand since only simple vector-related calculation is needed.
The MMSE estimator involves highly nonlinear numerical evaluations, like the Q-function, which are computation demanding and costly for implementation.
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