A decision-making design approach to optimize the hole arrangement of effusion cooling plates under non-uniform heat load conditions

•Effusion cooling arrangement is formulated as a Markov decision process.•The proposed method can improve the cooling performance by 20%.•The designed hole arrangements are more in line with physical priors.•A generalizable correlation for the hole arrangement design is developed.