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Visualization is one technique which makes it easier for an engineer to understand the designs identified by an optimization tool.
So, in order to obtain the PEMFC actual performance, its parameters have to be identified by an optimization technique.
The Boolean dynamic models are identified by an optimization algorithm that searches through the space of Boolean dynamic models that approximate the given data and satisfy the constraints imposed by the prior biological information.
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The optimum level of interaction between the energy system components has been identified by employing an optimization algorithm seeking to minimize the overall cost of the energy system.
The enzymatic profile leading to such performance can be identified by solving an optimization problem where kinetic models, such as the Generalized Mass Action (GMA), allow to capture the intrinsic nonlinear behavior of metabolic processes.
Then an integrative network is obtained by further combining these two networks, and the most coherent subnetworks are identified by using an optimization model.
From that the parameters are identified by a simple linear least square optimization approach, relying on local information only.
A potent and selective inhibitor of Akt1 and Akt2 (AKTi-1/2; naphthyridinone) was prepared through optimization of leads identified by a high-throughput screen for inhibitors of purified activated Akt1, Akt2 and Akt3 kinases [21].
Based on the control-oriented dynamic thermal affine model identified by optimization algorithm, a novel variable structures control (VSC) with rapid-smooth reaching law (RSRL) and rapid-convergent sliding mode (FCSM) is presented for the temperature control system of PEMFC stack.
The quality of the identified partitions is evaluated using the optimization function modularity Q defined by Newman and Girvan52, which is commonly used to assess whether the partition identified by a community detection algorithm is better that what is expected at random.
In Figure 3, the intervention sets (U for the up-regulation set) identified by each optimization method are shown above their corresponding optimal target flux values.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com