Method for avoiding irregular shutoff of production equipment and system for avoiding irregular shutoff

A system for avoiding irregular shutoff of a production equipment, comprising:

• a production chamber performing a production process of the production equipment;
• a rotary machine processing a load of the production process;
• sensors measuring time-series data of characteristics of the rotary machine and outputting the time-series data in real time;
• a real-time failure diagnosis module configured to perform a first real-time analysis on the time-series data so as to obtain first failure diagnosis data, to perform a second real-time analysis on the first failure diagnosis data so as to obtain second failure diagnosis data, and to predict future status of production equipment based upon the second failure diagnosis data;
• and
• a real-time controller configured to perform and control the production process, and to direct the production equipment to introduce a purge gas if the real-time failure diagnosis module determines that during the production process the production equipment may have an irregular shutoff.