It is significant for diagnosing the early faults of wind turbine planetary gearboxes. However. the weak transient feature generated by the early gear failure is often submerged in other vibration signals and noise. thus this paper discusses a new automatic sparse representation method for detecting weak transients. https://chefesquipmenters.shop/product-category/cleavers/