Technology of locating loose particles inside sealed electronic equipment based on Parameter-Optimized Random Forest

•Solve the loose particle localization problem by applying classification algorithms.•Optimize the multi-channel signal synchronous acquisition circuit.•Design two signal preprocessing methods for pulse regularization.•Extract and select features that can reflect the locations of loose particles.•Obtain the localization model based on parameter-optimized Random Forest.