Self-adaptive optimization regulation and control method for performance of aero-engine combustion chamber

The invention discloses an aero-engine combustion chamber performance self-adaptive optimization regulation and control method, which belongs to the technical field of aero-engines, and comprises the following steps: determining multi-dimensional fuel regulation and control parameters of an aero-engine combustion chamber and incoming flow parameters of an aero-engine; constructing a high-dimensional sample space, and obtaining sample input parameters; constructing a sample data set for multi-source data fusion; constructing a combustion chamber performance agent model; a deep learning method is adopted to construct a combustion chamber combustion instability prediction model; and a combustion chamber performance self-adaptive optimization regulation and control rule system is constructed, a combustion chamber performance agent model is embedded, and the combustion chamber combustion performance change is predicted in real time according to the decision action of the reinforcement learning agent module. The pe