Abstract: Time-series data are of growing importance in many new database applications,such as knowledge discovery or data warehousing.Several efforts have been developed to mine time series knowledge.While computing the distance of two time series is a crucial problem in many time-series knowledge discovery.With the technique of shape description of time-series representation with cloud model,a new distance computing method of time series is proposed based on Cloud-Sorted-Concept-Hierarchy-Tree.