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This uneven behavior suggests that an asymmetric layout may be the optimum approach from a computational efficiency's point of view.
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The sequential Monte Carlo (SMC) implementation of the probability hypothesis density (PHD) filter suffers from low computational efficiency since a large number of particles are often required, especially when there are a large number of targets and dense clutter.
The variance reduction, achieved by simulating only the deviation from equilibrium, results in a significant computational efficiency advantage for low-signal flows (e.g. low flow speed) compared to traditional particle methods such as DSMC.
We describe a number of techniques that span the range of tradeoffs from maximum computational efficiency with straight CI to maximum estimation efficiency with the maintenance of all correlation information.
Intel's new chip design certainly looks to be an improvement over existing ones but it is still orders of magnitude away from the computational efficiency that real neurons achieve.
Aside from its computational efficiency, the analytical features of the framework allows the assessment of uncertainty arising from the hydrogeological parameters.
The scheme combines the Finite Integration Technique (FIT) and the Finite Volume Method (FVM) in order to profit from the computational efficiency of the FIT while taking advantage of the superior dispersive properties of the FVM.
Future research into human coastal systems can benefit from decades of interdisciplinary work on the complex dynamics of common-pool resources, from computational efficiency and new techniques in numerical modeling, and from the growing catalog of high-resolution geospatial data for natural and developed coastlines around the world.
These methods benefit from computational efficiency as only the initial and final states of the system are evaluated, yet there remains a need for strengthening their theoretical foundation.
This method is straightforward and has a high computational efficiency.
It can be concluded from these observations that the proposed method shows an obvious computational efficiency advantage over the standard MUSIC.
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