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A novel data-driven prognostic approach for lithium-ion batteries remaining useful life (RUL) based on the Verhulst model, particle swarm optimization (PSO) and particle filter (PF) is proposed. First, the Verhulst model based on the capacity fade trends of lithium-ion batteries is proposed, which is used as the fitting model and predicting model, respectively. Second, the PSO is applied to improve...
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