The invention discloses a panoramic
situation awareness and early warning method,
system, equipment and medium for real-time interaction between an
optical storage and charging micro-grid and a power distribution network, and belongs to the technical field of
situation awareness and early warning, and the method comprises the steps: building a data collection network covering the
optical storage and charging micro-grid and the power distribution network, obtaining electrical quantity, environmental quantity and
equipment state information, carrying out the preprocessing of the data, and carrying out the early warning of the real-time interaction of the
optical storage and charging micro-grid and the power distribution network; pre-processed multi-
source data is obtained; inputting the multi-source preprocessed data into an improved
Kalman filtering algorithm to obtain fused state data; constructing a panoramic situation vector of the optical storage and charging
microgrid and the power distribution network based on the fused state data, and obtaining a situation assessment result; inputting the situation assessment result into a
hybrid prediction model composed of a long short-
term memory network and a
Bayesian network to generate a
risk assessment result; constructing a multi-objective optimization model according to a
risk assessment result, and outputting an intervention
control signal; and performing operation monitoring and feedback updating based on the intervention
control signal. According to the invention, the accuracy and real-time performance of situation identification are improved.