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The best intensified system has a TAC of 11.98% lower than the optimized reference case.
The presented implementation is compared with an optimized reference software-based solution.
In order to reduce the oscillations of the optimized reference position, a fuzzy scaling machine is included in the force control strategy.
The potential of different reaction concepts including innovative process intensification alternatives can easily be determined by comparison with an optimized reference case.
Applying this innovative reaction concept, the production costs of an average sized plant are reduced by 1.35 Mio $/a, and the CO2 emissions are decreased by 2.7104 t/a compared to an optimized reference case.
While the controller network is initialized by means of multiple conventional linear quadratic regulator designs, the plant model network is trained to predict future states, thus deviations from an optimized reference path.
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With the optimization procedure, the relative lichenysin yield expressed as the critical micelle dilution (CMD) was fourfold higher than that obtained in the non-optimized reference medium.
It was learned that coefficient of power (CP) for various configurations is different and can be optimized with reference to Tip Speed Ratio.
The main deposition parameters, such as dc power (W), sputtering pressure (Pa), substrate temperature (°C) and deposition time (min), were optimized, with reference to the structure and photocatalytic characteristics of TiO2.
For comparison, the solar cell adopting traditional P3HT molecules as donor was also fabricated and optimized as reference (named P3HT CdSe NTs); its photovoltaic performance was also given in Fig. 3d.
These prior distributions are optimized with reference to the data, and thus they are no longer priors in the strict sense and instead become part of a hierarchical probabilistic model.
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