Legal status (The legal standing is an assumption and is not a authorized conclusion. Current Assignee (The listed assignees could also be inaccurate. Priority date (The precedence date is an assumption and iTagPro official is not a legal conclusion. The invention relates to an intelligent monitoring and calibrating methodology and machine for a collected knowledge matrix, which contains the following steps: acquiring various interference factors influencing the sampling data of the battery equipment