Web24 mar. 2024 · We develop an incremental learning-based multi-task shared classifier (IL-MTSC) for bearing fault diagnosis. • IL-MTSC can continuously learn new tasks with data under various conditions. • We compare performance of our method with several salient models on a benchmark dataset. • IL-MTSC exhibits superior effectiveness and accuracy. WebThese two characteristics of mtSC are of great potential utility when much more sequencing data on different species have accumulated in the future. Workflow. mtSC comprises two main steps: model learning and cell assignment. (1) In the model learning process of mtSC, each dataset is considered a single task, and a corresponding loss is calculated.
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