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This paper proposes a new method, which is a layer construction of Modular Fuzzy Neural Network according to the mechanism and characteristic of Aluminum Electrolysis Fault Diagnosis. 目的針對鋁電解故障發生機理及特點，提出採用層次模塊化模糊神經網絡實現對鋁電解故障快速、有傚檢測的新方法。