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A novel inverse procedure via creating tubenet with constraint autoencoder for feature-space dimension-reduction. International Journal of Applied Mechanics, 2021.Duan Shuyong, Zhang Zhanming, Wei Kai, Wang Fang, Han Xu. Theoretical study and physical tests of circular hole-edge stress concentration in long glass fiber reinforced polypropylene composite. Composite Structures, 2020. Duan Shuyong, Zhang Jialin, Ouyang Heng, Han Xu, Liu Guirong. A novel on-site-real-time method for identifying characteristic parameters via ultrasonic first echo and neural network. Chinese Journal of Mechanical Engineering, 2023.kfN(u, kimN, e, Ng fm, 'k3a, NgPN, RBhc. :ghVNsQ^~'`idd!jWsQ.SpeSBl. 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