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Usually, the optimisation studies of a hybrid system are being conducted through simple analytical modelling, coupled with a selected optimisation algorithm to seek the optimised solution.
In this case, it was discovered that the genetic algorithm results resembled the optimal solutions of other optimisation algorithms and thus provides an accurate optimised solution.
The concave global utility proposed in [9] is subject to convex constraints so it can be solved as a convex optimisation problem that produces a cross-layer optimised solution.
As a result, the computationally optimised solution often cannot be perfectly achieved within the manufacturing process.
Optimised results from earlier layers are tested as two-level variables in the top layer, where the low level is a non-optimised solution and the high level is the optimised solution.
It has been shown that the fracture strength optimised shape can be quite different from the corresponding stress optimised solution.
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These updating parameters are then evaluated by an iterative or a direct solution procedure, which gives optimised solutions in the least squares sense without requiring an optimisation technique.
The new design formulae can be used to achieve both safe and optimised solutions.
The optimised solutions are then applied to the real 3-D model and show a substantial improvement in the uniformity of the temperature field in the storage chamber.
In conclusion, this study facilitates the first steps of development and testing for a PAT that evaluate optimised solutions that minimise operational energy use, embodied CO2eq emissions and embodied energy.
In addition, a method using a genetic algorithm has been used to seek optimised solutions of NBI source locations and powers to attempt to synthesize a target total plasma driven-current profile.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com