The present invention relates to the field of sound collection, and specifically discloses a prison
inspection method and device. It includes constructing a prison space coordinate
system by modeling the prison structure, locating the relative position of the
microphone in the prison space coordinate
system, obtaining the sound
signal collected by the
microphone and performing first-order filtering and
noise reduction
processing to obtain the
noise-reduced sound
signal, extracting MFCC features from the
noise-reduced sound
signal, and analyzing through CNN model
processing to obtain separated human voice signals and / or environmental sound signals and
sound classification results. If there is a human voice in the
sound classification result, voiceprint recognition is performed to obtain a suspicious person, and the sound source is located according to the relative position of the
microphone, the separated human voice signal and / or environmental sound signal, the sound source position is determined, and the timeline and event line are connected in series to generate the prison events of the day and output an automated inspection report. The present invention accurately locates, predicts and traces back, and improves the efficiency of prison discipline inspection.