The problem of determining the local continuity(connection)direction and of the route of the complicated geometrical body formed by characteristics of the same type things in high dimension space

and the problem of finding a satisfactory cover for this complicated geometrical body and deciding whether or not a high dimension point is within the cover are problems difficult to solve within the framework of the traditional mathematical analysis.This paper provides an effective method for the solution to the key technical problems of the above two biomimetics pattern recognition by use of high dimension point distribution analysis method.This technical method is capable of grouping similar samples of the same type in one connected geometrical body

and similar samples of different types in different geometrical bodies

thus achieving the precise recognition of concrete things.