An intelligent index-driven multiwavelet feature extraction method for mechanical fault diagnosis

•A novel feature extraction framework is proposed for inner product matching by intelligent index.•A specific intelligent index-driven multiwavelet feature extraction method is provided.•An intelligent index IWSES is designed as data-adapted guidance for specific methods.•It is applied to two experimental cases for detecting the bearing faults with comparisons.