First, based on convolutional neural networks and their variants such as VGG19 and ResNet, combined with continuous wavelet transform, a complete set of technical methods for complex multi-source vibration identification and traceability is proposed. Then, a TCN-GRU vibration prediction method based on recursive thinking is put forward, which is applied in complex multi-source vibration prediction, magnetorheological damper output, and micro-vibration active vibration control. Finally, a semi-active vibration control method for magnetorheological dampers based on DDPG-RL-Agent is proposed. This method searches for the stable state of magnetorheological damper vibration control by training the agent to achieve the effect of traditional semi-active control. This research will systematically introduce the applications of deep learning, reinforcement learning, agent and other technologies in engineering vibration identification, prediction and control.

Dr. Wei Huang is a professor-level senior engineer, and licensed structural engineer, and he serves as Deputy Director of the SINOMACH Research Center of Engineering Vibration Control Technology. He specializes in interdisciplinary research on artificial intelligence and engineering vibration/noise control, as well as strong/micro-vibration control technologies for heavy equipment, power machine foundations, precision engineering, building structure vibration isolation, and large scientific engineering projects, with research also covering secondary radiation noise control. He has been the Principal Investigator of 1 project funded by the Military Science and Technology Commission, 1 key project under the SINOMACH Youth Fund, 1 project under the SINOMACH Research Institute Youth Fund, and 4 additional research projects, while serving as Executive Leader of 2 major technical development projects of SINOMACH Group and participating in 2 National Key R&D Program projects. As a core contributor and chief compiler, he has participated in the formulation of 7 national standards and 6 association standards, and is the lead drafter of General Code for Engineering Vibration Control, China’s only full-text mandatory national standard in the field of engineering vibration. He has published over 40 papers as the first author in SCI/EI-indexed and core journals, and is the author/editor of 6 academic works. He holds 27 authorized invention patents, 6 utility model patents, and 6 software copyrights. His achievements have won the First Prize of Science and Technology Progress of China Metallurgical Group, the Third Prize of Mechanical Industry Science and Technology Award, the Special Prize for Innovative Construction Technology, the Second Prize of Excellent Patent of SINOMACH Group, and the "Outstanding Young Talent" in China Engineering Construction Standardization. In terms of professional appointments, he is Deputy Secretary-General of the Building Vibration Professional Committee of the China Engineering Construction Standardization Association, a member of the Cultural Relic Building Protection Branch of the China Engineering Construction Standardization Association, a member of the Vibration and Noise Control Committee of the Chinese Vibration Engineering Society, a member of the Architectural Acoustics Committee of the Chinese Acoustical Society, a member of the Human-Computer Engineering Committee of the Chinese Ergonomics Society, a member of the China Association for Disaster Prevention, and an expert member of the Building Environment Technology Committee of the China International Association for Science and Technology Promotion. He also serves as an Editorial Board Member of Acoustics and Vibration, a Young Editorial Board Member of Engineering Science and Technology (EI) and Journal of Artillery Launch & Control, and a reviewer for Journal of Sound and Vibration (SCI), Journal of Vibration, Measurement & Diagnosis (EI), Acta Armamentarii (EI), and Noise and Vibration Control.