Distillation-enhanced fast neural architecture search method for edge-side fault diagnosis of wind turbine gearboxes

Expert Systems with Applications(2022)

引用 11|浏览13
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摘要
•Automatic model design is sped up using a multibranch neural architecture search.•Lightweight and accurate searched models are balanced by auto-distillation.•Lightweight requirements for edge devices are met by the designed models.•The effectiveness was verified using simulated and measured cases.
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关键词
Fault diagnosis,Lightweight model,Knowledge distillation,Neural architecture search,Wind turbine gearboxes,Edge devices
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