Collaborative Innovation Center of Steel Technology of Science and Technology Beijing 100083;
Suzhou Baolian Heavy Industry Co. 215131;
machine learning; recurrent natural network; transfer learning; on-line prediction; deep drawing steel; mechanical properties;