The invention discloses a limited space operation early warning method,
system, equipment and medium, and the method comprises the steps: obtaining real-time
monitoring data of an operation environment of a target limited space, inputting the real-time
monitoring data into a pre-trained multi-
source data fusion
network model, obtaining data features corresponding to the real-time
monitoring data, and carrying out the early warning of the operation environment of the target limited space; inputting the data features into a pre-trained
risk assessment model, generating an operation
risk level of the target limited space, judging whether the current operation environment is in a dangerous state or not according to the operation
risk level, and if the current operation environment is judged to be in the dangerous state, identifying the
risk source of the target limited space through a
Bayesian network-based dangerous source identification model. According to real-time monitoring data, a
hazard source is identified, the
hazard source and data features are input into an early warning value generation model based on deep
reinforcement learning, an early warning value is generated, an early warning strategy for a target limited space is determined according to the early warning value and the
hazard source, and the flexibility of limited space operation early warning is improved.