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Fig 1.

Iterative foraging process of fruit flies.

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Fig 2.

The process of information diffusion among ring topological structures.

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Fig 3.

Segmentation of i th dimension.

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Table 1.

IEEE CEC 2017 benchmark function specifications.

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Table 2.

IEEE CEC 2022 benchmark function specifications.

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Table 3.

Ablation analysis.

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Table 4.

Scalability tests in three dimensions.

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Fig 4.

Scalability analysis on the IEEE CEC 2017 benchmark functions.

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Fig 5.

Evolutionary trajectory of MGFOA on the IEEE CEC 2017 benchmark functions.

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Table 5.

Experiments comparing MGFOA with alternative competing algorithms on the IEEE CEC 2017 benchmark functions.

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Table 6.

The p-values algorithm.

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Table 7.

The p-values of algorithm.

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Fig 6.

Performance comparisons of MGFOA with state-of-the-art competitors on the IEEE CEC 2017.

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Table 8.

Experiments comparing MGFOA with alternative competing algorithms at IEEE CEC 2022 benchmark functions.

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Fig 7.

Performance comparisons of MGFOA with state-of-the-art competitors on the IEEE CEC 2022 benchmark functions.

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Fig 8.

Log-permeability distribution of three-channel model.

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Fig 9.

NPV obtained by the algorithms with iteration.

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Fig 10.

The optimal water-injection rate obtained by each algorithm for the three-channel model.

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Fig 11.

The optimal liquid-production rate obtained by each algorithm for the three-channel model.

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