Propose a method based on excitation-response to characterize the bolt looseness. Use 20 mixed-domain features to construct high-dimensional looseness feature set. Propose an algorithm of looseness sensitivity index to select the sensitive feature. Introduce ONPE and WKNNC for dimension reduction and looseness recognition. Verify the effectiveness proposed method by connecting bolt looseness diagnosis.