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  Introduces a novel DE-based linearization method for photovoltaic models.
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  Utilizes multiple linear regression to extract photovoltaic parameters.
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  Implements an adaptive scheme to enhance the DE algorithm’s crossover operator.
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  Integrates multiple regression with DE to balance exploration and exploitation.

    差分进化算法融合了多元线性回归方法并结合问题特征设计了新型优化策略，获得了比较稳定的结果