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The strategy of varying system design and configuration variables together for overall system optimization proved to be the most energy efficient.
As emerges from results obtained HRS optimization proved to be an efficient tool in data mining, it could complement and systematize the information originated from ANNs and reveals the generalization ability of ANNs.
The fabrication optimization proved that the best hybridization results would be obtained by spotting N. gonorrhoeae probe at a position near the side of the fluorescently labeled reverse primer within its target gene and spotting each probe at a concentration of 50 μM onto the aldehyde-derived glass slides using spotting solution S1 and using hybridization solution H2 for hybridization.
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In particular, we leverage on reliable system order identification of subspace methods to build input-output relationship in terms of transfer function coefficients, and exploit L1-norm optimization proven to be able to produce robust sparse solutions [9] to estimate these coefficients.
For both cases, the separation of sub-channel input distribution optimization and sub-channel selection policy optimization is proved.
Surrogate-assisted evolutionary optimization has proved to be effective in reducing optimization time, as surrogates, or meta-models can approximate expensive fitness functions in the optimization run.
The comparison between the results of different optimization algorithms proved that for the presented case the application of particle swarm optimization is more appropriate than simulated annealing.
Moreover, the proposed algorithm, although relying on an iterative optimization scheme, proved efficient enough for real-time operation.
These actual experimental results are in good agreement with the simulation results and the significance of this optimization is proved.
The comparison of the results derived from the laboratory experiments and the optimization process proved the validity of the obtained models.
The design workflow including the mathematical model and the optimization tool proved to be a cheap and reliable solution for an initial design of light redirecting panels.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com