Patent Document ID: 8639454
Application ID: 13043700
Patent Flag: 1

Claim One:
1. A method of efficacy anticipation and failure examination for a wind turbine, comprising the steps of: (1) collecting signal data: collecting a realistic input data and a realistic output data from an apparatus or a component of the apparatus; (2) establishing an evaluation datum; (3) deleting excess data that is substantially a dimension reduction process being performed when the volume of data containing in the realistic input data of step (1) is being determined to be too large; (4) establishing an anticipation model: defining and setting parameters to be used for establishing an anticipation model; (5) training the anticipation model: inputting the realistic input data and the realistic output data into the anticipation model for training the anticipation model; (6) setting a convergence time, by a computer to be defined as the operation time of the anticipation model, performing a process for selectively calibrating a condition of completion, which calculates an error value between a realistic data and an anticipated data, and if the error is smaller than a predefined error value, then proceeding to the step (7), if the error is larger than the predefined error value then proceeding to the step (5) and calibrating the anticipation model; and (7) outputting an estimation resulting from the operation of the anticipation model: inputting the realistic output data into the anticipation model so as to obtain an estimation value, and then comparing the estimation value with the evaluation datum for obtaining an estimation of efficacy anticipation and failure examination.