According to some embodiments, a plurality of monitoring nodes each generate a series of current monitoring node values over time that represent a current operation of a wind turbine. An abnormality detection computer platform may receive the series of current monitoring node values and generate a set of current feature vectors. The abnormality detection computer platform may also access an abnormality detection model having a plurality of decision boundaries created using wind information (e.g., wind speed and/or acceleration) along with at least one of a set of normal feature vectors and a set of abnormal feature vectors. The abnormality detection computer platform may then select one of the decision boundaries based on current wind information associated with the wind turbine and execute the abnormality detection model and transmit an abnormality alert signal based on the set of current feature vectors and the selected decision boundary.