Flowchart of improved FOX optimization algorithm. حسب Mahmood A. Jumaah (22272371)

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Flowchart of a single epoch in the FOX optimization algorithm [10]. حسب Mahmood A. Jumaah (22272371)

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Adaptive exploration and exploitation method of Improved FOX optimization algorithm. حسب Mahmood A. Jumaah (22272371)

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Summary of recent and state-of-the-art optimization algorithms. حسب Mahmood A. Jumaah (22272371)

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Wilcoxon signed-rank test results comparing IFOX with other optimization algorithms across CL, C17, C19, C21, C22, and RWPs. حسب Mahmood A. Jumaah (22272371)

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Friedman test average rankings of IFOX and competing optimization algorithms across CL, C17, C19, C21, C22, and RWPs. The “Position” column indicates the overall rank based on the... حسب Mahmood A. Jumaah (22272371)

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Average Friedman test ranks (left) and pairwise average Wilcoxon signed-rank test p-values (right) for all compared optimization algorithms across CL, C17, C19, C21, C22, and RWPs. حسب Mahmood A. Jumaah (22272371)

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Convergence curves on the functions C19F2, C19F3, C19F5, C19F6, C19F10, C21F2, C21F3, C21F9, and C21F10. حسب Mahmood A. Jumaah (22272371)

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General parameters setting. حسب Mahmood A. Jumaah (22272371)

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Convergence curves on the functions C17F5, C17F7, C17F8, C17F9, C17F11, C17F19, C17F20, C17F22, and C17F27. حسب Mahmood A. Jumaah (22272371)

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Raw results. حسب Mahmood A. Jumaah (22272371)

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Scalability of the proposed IFOX on C17F8 with the following metrics: Runtime (seconds), Memory usage (MB), and Relative error across problem dimensions (10, 30, 50, 100) and epoch... حسب Mahmood A. Jumaah (22272371)

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Summary of classical and CEC-based benchmark test functions used in this study. حسب Mahmood A. Jumaah (22272371)

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The performance results on benchmark test functions and real-world problems. حسب Mahmood A. Jumaah (22272371)

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3D visualization of the Rastrigin function from the CEC 2019 benchmark test functions. حسب Mahmood A. Jumaah (22272371)

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Convergence curves on the functions CL4, CL11, CL13, CL14, CL18, CL19, C17F1, C17F2, and C17F4. حسب Mahmood A. Jumaah (22272371)

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Scalability of IFOX on C17F8: (a) average memory usage, (b) average runtime, and (c) average relative error across epochs (50–1000) for dimensions 10, 30, 50, and 100. حسب Mahmood A. Jumaah (22272371)

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Convergence curves on the functions C22F1, C22F4, C22F5, C22F9, C22F10, C22F12, CBP, CSP, and TCP. حسب Mahmood A. Jumaah (22272371)

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The GOR4 and SOPMA algorithm findings. حسب Ahmad Abdullah Mahdeen (19704401)

Optimization results of ZOA, OOA, and FFO for case 3. حسب Mohammed Alqahtani (2049139)

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