The invention relates to an offshore wind
plant collaborative operation and maintenance method based on atmospheric marine environment
dynamic simulation, and is suitable for the field of
new energy. The method comprises the following steps: S1, performing
clock synchronization, coordinate conversion, exception
elimination, missing value repair and dimension
standardization processing on acquired multi-source heterogeneous data to generate a standardized
data set with a unified format; s2, constructing an atmospheric marine environment field dynamic model and an
equipment state evolution model, performing
coupling training on the two types of models through a multi-
scale space-time fusion
algorithm, generating an environment change
trend prediction result and an equipment operation
state prediction result, and dynamically correcting
model parameters according to prediction errors; and S3, carrying out quantitative grading on equipment fault early warning and environmental risks, carrying out matching scheduling in combination with a real-time operation and maintenance resource state, generating a collaborative operation and
maintenance plan through a space-time optimization
algorithm, executing the collaborative operation and
maintenance plan and feeding back an execution state in real time, and realizing iterative optimization of the operation and
maintenance plan.