This invention relates to the field of
intelligent control technology and discloses an automated
intelligent control system for industrial production lines, comprising: a surface
data acquisition module for real-time acquisition of
surface roughness data and surface image data of workpieces of the same type; a
data processing and analysis module for preprocessing and
feature extraction of the acquired data, calculating comprehensive
surface roughness indices and dynamic defect indices, and simultaneously acquiring process health scores fed back by quality inspection of workpieces of the same type; and an evaluation model construction module for constructing an evaluation model based on comprehensive
surface roughness indices of workpieces of the same type in a historical
database. This invention, by establishing a complete "
perception-analysis-decision-control"
closed loop, achieves real-time monitoring and automatic adjustment of the
production line's process status, significantly improving the
automation level and response efficiency of
process control, reducing reliance on human experience, and effectively reducing the defect rate and production interruption risk caused by process fluctuations.