Exact(1)
In terms of numerical stability and computational cost, the developed learning strategy is designed to provide computational performance improvements, which aim at making possible the real time implementations of optimal control design methodology based upon actor-critic reinforcement learning paradigms.
Similar(59)
We also provide computational results illustrating the performance of our approach for different types of metrics, including l1-distances and two-decomposable metrics for which it is provably possible to find optimal realizations in their tight spans.
Graphical processing units (GPU) are now increasingly viewed as data parallel compute coprocessors that can provide significant computational performance at low price.
Specifically, the software is designed to provide optimal computational performance for multiscale problems, which require highly stable, implicit, time-stepping schemes combined with a parallel implementation of adaptivity in both space and time.
The method provides high computational performance based on an efficient separation of scales.
The Cortex-M3 processor provides outstanding computational performance and exceptional system response to interrupts while meeting low cost requirements through small core footprint, industry leading code density enabling smaller memories, reduced pin count and low power consumption.
D.B. provided computational tools and design.
TL provided computational infrastructure.
S. O'Reilly provided computational resources.
A number of numerical results are provided to illustrate the computational performance of the method in this paper.
In order to utilise GPU architectures effectively the paper describes an approach for graph traversal of neighbouring information which is vital to providing high levels of computational performance.
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