The invention relates to the technical field of mine intelligent ventilation and poison
filtration, and discloses a mine intelligent ventilation and poison
filtration dynamic regulation and control method and
system.The mine intelligent ventilation and poison
filtration dynamic regulation and control method comprises the steps that a neural physical
hybrid model is constructed, physical constraint conditions are combined with a deep neural network, and mine
airflow field distribution is predicted; decomposing the neural physical
hybrid model into three hierarchical sub-models, and deploying the three hierarchical sub-models to corresponding computing nodes to realize a hierarchical computing architecture; establishing a multi-level cooperation
mechanism based on federal learning, and realizing distributed model training and optimization; constructing a task allocation
decision model, and dynamically determining an optimal execution hierarchy of an
airflow field calculation task according to task characteristics, resource states and real-time requirements; dynamically adjusting the precision and performance balance of
airflow field calculation; according to the method, the key technical problems in the mine ventilation and poison filtration
system are solved through the neural physical
hybrid model, the multi-level
distributed computing architecture and the federal learning
collaboration mechanism.