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The algorithm that optimizes the solution iteratively in Subsection 5.1 is based on the gradient descent method.
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The grid resolution is analyzed to determine an appropriate grid size that will optimize the solution accuracy and time.
Based on the model, this paper transforms the resource reservation problem into a multiple-knapsack problem and proposes a bat algorithm to optimize the solution.
As the proposed gradient pre-processing stage presents promising performances, we intend to further optimize the solution for hardware real-time application.
The photoelectrochemical (PEC) cell based on ZnO nanosheet film/ITO photoelectrode was also fabricated and its performance was improved by optimizing the solution concentration.
Through optimizing the solution content and spray operation, accurate nanoscale patterns consisting of silver nanoparticles with a square resistance lower than 1 Ω /cm2 were obtained.
Different tests and reports on this multi-fluid microgrid on Semakau Island will enable us to optimize the solution to be suitable for the tropical conditions of South-East Asia, thus promoting the integration of renewable energy for all.
In the second level, during the time elapsed between a request and the following, and after a reshuffling of the order of the incoming accepted requests, the same heuristic works for the whole set of accepted requests, trying to optimize the solution.
The constrained least-squares approach (Matlab® [ 26] function lsqlin) was used to solve b. lsqlin optimized the solution with objective function (Eq. 4) with additional constraints that all parameter values have to be positive.
Initial fitting does not have to be as accurate as in the L-Q method, but the rate at which the solution converges to a minimum in the L-M method strongly depends on the character of the function and its use is recommended in the "final" stage of the process in order to optimize the solution.
By utilizing the defined state evaluation function, knowledge-based rules and strategies, a heuristic searching method is developed to optimize the solutions iteratively.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com