2021
DOI: 10.1016/j.engappai.2020.104056
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Hybrid evolutionary algorithms and Lagrangian relaxation for multi-period star hub median problem considering financial and service quality issues

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Cited by 9 publications
(6 citation statements)
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“…The SCGA benefits caching strategy, which leads to improve the run-time performance and accelerate the exploration process by storing repetitive solutions during the optimization process (Tikani et al 2020b). More precisely, once a repetitive genetic code is met, in subsequent generations, the related fitness is evoked from the provided cache memory.…”
Section: Hybrid Optimization Methods Using Caching Ga and Lsfsnmentioning
confidence: 99%
“…The SCGA benefits caching strategy, which leads to improve the run-time performance and accelerate the exploration process by storing repetitive solutions during the optimization process (Tikani et al 2020b). More precisely, once a repetitive genetic code is met, in subsequent generations, the related fitness is evoked from the provided cache memory.…”
Section: Hybrid Optimization Methods Using Caching Ga and Lsfsnmentioning
confidence: 99%
“…Using the immigration operator leads to producing new solutions, and in general, this operator helps to explore more parts of the search space (Tikani et al, 2021). The solutions added by immigration replace the low-quality solutions of the population.…”
Section: Competition Stagementioning
confidence: 99%
“…Using the immigration operator leads to producing new solutions, and in general, this operator helps to explore more parts of the search space (Tikani et al. , 2021).…”
Section: Solution Approachmentioning
confidence: 99%
“…Immigration operator is performed to escape local optima by exploring new solution space. To do this, a part of poor individuals at each generation is replaced with some new randomly created immigrants [31].…”
Section: Migration Operatormentioning
confidence: 99%