Develop a new tool to adaptively map machine vibration data to symbolic sequences. Pioneer SLA in exploring dynamics hidden in binary symbolic sequences. Define a weighted similarity measure(WSM) to detect a change of machine conditions. Propose a novel method for condition monitoring of machines based on SLA and WSM.