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Introducing a bias in the MU selection improves solutions compared to the conventional method (Method 1).
After exhaustive experiments, it has been concluded that: i) PPSO still improves solutions after many thousands of iterations, making prohibitive the efficient use of serial (non-parallel) PSO in such kind of real-world problems and ii) PPSO with more elaborated communication strategies demonstrated to be more efficient and robust than the master-slave model.
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Mass lumping improves solution convergence and stability behavior.
We also show that including the stage bypass variables and constraints improves solution quality and efficiency.
Furthermore, including additional depot arcs into the restricted arc set (beyond those selected by the sparsification method) improves solution quality.
The pitch adjustment is often used to improve solutions and to avoid local optima.
The paper presents an agent-supported framework for improving solutions for enterprise interoperability and enterprise collaboration.
The NEMO Basic Support (NEMO-BS) [10] and later proposed improved solutions [12, 22] provided possibility of seamless communications in vehicular environments.
The main goal of the project discussed here is to develop improved solutions to control this species.
A mixed integer programming solver and its built-in feasibility heuristics is used to search a neighborhood for improving solutions.
In the second stage, a local search and a simulated annealing algorithm are combined to improve solutions of the problem.
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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