[Objective] High-efficiency film cooling technology is an important means of increasing the turbine inlet temperature of gas turbines

and how to obtain the optimal film cooling hole and flow channel geometries has become a critical engineering issue to enhance the film cooling effectiveness of hot-section components in gas turbines. [Methods] In this study

the hole geometry of film cooling holes was parameterized

wherein relative coordinates and angles were adopted as the input parameters. Sampling was performed within the selected ranges of input parameters

and parameter optimization was conducted by coupling the BP neural network with the genetic algorithm

with the objective of maximizing the film cooling effectiveness of the film cooling holes. The influences of the shape and inclination angle of the film cooling hole channel on the film cooling effectiveness were investigated. [Results] Compared with cylindrical holes

the film cooling hole with the optimal configuration has a bigger spanwise width

smaller edge expansion angles on both spanwise sides

the same streamwise length as the cylindrical hole

and small-angle protrusion at the trailing edge. Under the condition of the same spanwise width and smooth flow channel

the area-averaged film cooling effectiveness of the optimal configuration is 18.28% higher than that of the dustpan-shaped hole. For the optimal configuration

the area-averaged film cooling effectiveness of the smooth flow channel is 5.3% higher than that of the unsmooth case. The optimized film cooling hole suppresses the trend of the mainstream entraining the cooling flow from both sides below

and alters the rotation direction of the kidney vortex pairs. Specifically

under the condition of the blowing ratio of 1 and hole inclination angles of 30°

45° and 60° respectively

the area-averaged film cooling effectiveness of this configuration is 814.6%

1 002.4% and 772.7% higher than that of the cylindrical hole. [Conclusion] The novel film cooling holes finally optimized in this study can reduce the intensity of kidney vortex pairs

enhance the wall adherence of coolant

and simultaneously delay the damping of film cooling effectiveness on the flat plate downstream of the film cooling hole. The optimized configuration maintains high film cooling effectiveness on the flat plate wall even in case of an increasing hole inclination angle

thus exhibiting broader adaptability to hole inclination angles. The optimal configuration with a smooth flow channel obtained in this study has certain engineering reference value.