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Both were "seeded" by the best solution found by using a set of fast greedy heuristics.
The best solution found was an hydraulic, linear and single acting actuator.
The results indicate the importance of constraint handling, and the best solution found exceeds previously published results.
In Phase two, initial particles in PSO are randomly generated according to the best solution found by CACO.
The results obtained show a better performance in terms of the best solution found for many instances, and an equivalent average performance.
For 2E-CVRP-E instances, the total cost of the best solution found by the matheuristic is smaller than that of the best-known 2E-CVRP solution with an average relative gap of 6.37%.
In the first model, Simulated Annealing (SA) algorithm is embedded in WOA algorithm, while it is used to improve the best solution found after each iteration of WOA algorithm in the second model.
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Furthermore, we employ the greedy mechanism to preserve the best solutions found at each generation.
The performances of the heuristic algorithms are evaluated by the comparison with the optimal solution or the best solutions found within the computational time limit by CPLEX.
The obtained results were compared with the best solutions found in the specialized literature in order to verify the efficiency of the proposed algorithms.
In absence of these operators, the evolution is guaranteed by the factorization of the probability distribution of the best solutions found in a generation of the search.
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the best bicluster found
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the best candidate found
the best method found
the best monomer found
the closest solution found
the best tree found
the best fitness found
the best topology found
the best model found
the smallest solution found
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the best solution information
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com