Abstract: Highlights•A new link layer is proposed to enhance temporal connections.•The antecedent and consequent layers are redesigned to improve the interpretability.•A new transformation layer is devised to address the vanished rule firing strength.•A two-stage self-organizing mechanism is developed to construct network.
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