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Fourth, reducing the evolution generation and input variables are unable to avoid the over-learning at the model level.
When the specified number of evolution generation is reached, the chromosome whose objective function value is minimal in the whole population is output as the global optimal solution.
As for 69 nodes system, it takes 6.22 times of average evolution generation and 0.534 s to find the optimal solution, much better than the results of [8].
After specified number of evolution generation, the individual whose objective value is minimal in the whole population (not in subpopulation) is output as the optimal solution.
From Table 1, we can see that the network coverage rate of IGA-BACA is greater than that of GA in the same evolution generation condition.
Moreover, the working set node number of IGA-BACA is smaller than that of GA in the same evolution generation condition.
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Where f t is the average of the fitness values of all the individuals in the first front; tmax is the maximum number of evolution generations.
We repeated this evolution process, generation after generation.
Table 1 Stent evolution 1st Generation (1977) Balloon Angioplasty 2nd Generation (1980's) Bare metal stents 3rd Generation (2002) Drug-eluting stents (permanent) 4th Generation (2016) Drug-eluting stents (bioresorbable).
What a remarkable evolution: one generation's sympathetic underdog is another generation's villain.
The next phase of this evolution, the Generation III+ Advanced CANDU Reactor™ (ACR™), continues the strategy of basing next generation technology on existing CANDU reactors.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com