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Magnetotactic bacteriaoptimization algorithm (MBOA) is a new optimization algorithm inspired by thecharacteristics of magnetotactic bacteria, which is a kind of polyphyleticgroup of prokaryotes with the characteristics of magnetotaxis that make them orientand swim along geomagnetic field lines. The original Magnetotactic BacteriaOptimization Algorithm (MBOA) and several new variants of MBOA mimics the interactionenergy between magnetosomes chains to obtain moments for solving problems. Inthis paper, Magnetotactic Bacteria Optimization Algorithm with the Best Individual-guidedDifferential Interaction Energy (MBOA-BIDE) is proposed. We improvedinteraction energy calculation by using the best individual-guided differential interaction energy formation. We focus on analyzing the performance of differentparameters settings. The experiment results show that the proposed algorithm issensitive to parameters settings on some functions.

Performance Research on Magnetotactic Bacteria Optimization Algorithm with the Best Individual-Guided Differential Interaction Energy