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The Binary Whale Optimization Algorithm (BWOA) for Residential Energy Management Systems (REMs) utilizes a population size of 50 whales, an exploration phase for random search, an exploitation phase using spiral updating, an encircling prey mechanism for position adjustment, a convergence mechanism to reduce exploration over time, and a cost function evaluating energy consumption and utility costs.

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