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Since it is difficult to solve this non-convex optimization model by optimization algorithm, we use a relaxation method with matrix operations to transform this non-convex optimization model to be a convex optimization model.
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"Model 2" is an extension of Model 1, in which some parameters are unknown and estimated in modeling by optimization, while the others are fixed.
In order to obtain the optimized resources sliced to each content, the optimization problem is formulated to minimize the system cost to get the content required by users in a known network architecture under ER model and BA model by an optimization algorithm called content-centric slicing optimization algorithm (CCSOA).
The SBO approach replaces direct optimization of the high fidelity (accurate but computationally expensive) model by iterative optimization of a properly corrected low fidelity model obtained from low fidelity CFD simulations.
The residence time distributions were evaluated by a backflow cascade model by nonlinear optimization.
Modeling followed by optimization of such amplifier is a great concern for researchers at present.
The model was parameterized by optimization of model estimates for arsenite (iAsIII), monomethylated (MMA) and dimethylated (DMA) arsenicals concentrations with time-course experimental data in human hepatocytes for a time span of 48 hours, and dose-response data at 24 hours for a range of arsenite concentrations from 0.1 to 10 μM.
And the CPLEX is used to solve the operational optimization model by using the optimization interface (OPTI) of the MATLAB toolbox.
From the experimental data, seven parameters of the model were fitted by optimization in two different steps.
As a result, the model parameters obtained by optimization are σ, ε/k, and m.
To further illustrate the usefulness of the AVC algorithm, shape optimizations at the maximum stress constraint are also conducted on the smooth structural models by both optimization approaches on an identical problem set.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com