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In this paper, we proposed a new approach for multiple faults detection and isolation (FDI). This FDI method combines the variable-structure interacting multiple-model (VSIMM) method with expected mode augmentation (EMA). In this approach, the model set is composed of a basic model set and an adaptive EMA set. The EMA set is generated from the basic models based on their predicted probabilities. This...
The solution of multi-output LS-SVR machines follows from solving a set of linear equations. Compared with ε-intensive SVR, it loses the advantage of a sparse decomposition. In order to limit the number of support vectors and reduce the computation cost, this paper presents a decremental recursive algorithm for multi-output LS-SVR machines. This algorithm removes one sample one time and large-scale...
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