陆新江

教授 、研究生导师

单位:机电工程学院

入职时间:2011年05月01日

曾获荣誉:教育部新世纪人才
                上银优秀机械博士论文奖
                湖南省优秀硕士论文
                中南大学优秀硕士论文

学位:博士学位

专业:机械工程

毕业院校:City University of Hong Kong

电子邮件:

办公地点:机电楼A-327

研究领域

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研究方向一:鲁棒设计及其与控制集成

  Development of integrated approaches for robust design for both static and dynamic system under various uncertainties with help of  the perturbation theory, and control theory, which includes

q  Variable sensitivity robust design for unknown process;

q  Multi-objective optimization based robust design under model uncertainties;

q  Stability-based robust design for dynamic system under model uncertainty;

q  Intelligent integration of design and control for complex process



研究方向二:温度场(分布参数系统)建模与控制   

q  Development of novel spatiotemporal LS-SVM modeling approach for the nonlinear DPS;

q  Development of novel spatiotemporal ELM modeling approach and the adaptive KL-Fuzzy modeling approach for the time-varying DPS. 



研究方向三:数据学习与智能制造

q  Development of various LS-SVM method, including the probabilistic LS-SVM for distribution modeling, and robust LS-SVM for uncertain data, and the local LS-SVM modeling with the global regularization for nonlinearly distributed data;

q  Development of several ELM method, including the robust ELM method for uncertain data, and the online RELM with adaptive regulation factor for time-varying nonlinear system, and the online probabilistic ELM for distribution modeling of complex batch forging processes.



研究方向四:锻造过程建模与控制

q  Development of various modeling methods in order to represent the dynamics of forging process under different working conditions. The work involves the physical and data-driven modeling approaches.

q  Development of some control approaches based on the feature of the forging process, which are employed to satisfy the different forging requirements under different working conditions.