Risk control method for failure of irregular cigarette sorting equipment with time window

The irregular sorting equipment for cigarettes relies on empirical sorting fault control requirements, resulting in high sorting error rates. A risk control method is proposed for the malfunction of irregular cigarette sorting equipment with time windows. According to the requirements of irregular sorting, this paper designs an adaptive fault control standard for irregular sorting based on a time window, and uses CNN algorithm to calculate the optimal risk control scheme within the feasible operation range of irregular cigarette sorting equipment, so as to complete the fault risk control of irregular cigarette sorting equipment. The experimental results show that the proposed method stabilizes the failure rate of irregular sorting equipment at around 1.5%, with a sorting error rate of 0.2% and a completion time of 8 minutes. It can effectively control the risk of equipment failure and improve the reliability and efficiency of irregular cigarette sorting.