报告题目:Data-driven modeling for nonlinear dynamical systems

主讲嘉宾:同济大学姜立建教授

讲座时间:2022年10月21日上午9:30

讲座方式:腾讯会议(会议号:812-847-346)

邀请人:马玲玲

报告摘要:Data-driven discovery has become a very important paradigm for science and engineering. In this talk, I will present data-driven modeling for nonlinear dynamic systems using transfer operators. With time-series data, transfer operators are used to model deterministic dynamical systems and stochastic dynamical systems. The resultant data-driven models can be used to make state forecast and quantify models uncertainty.

专家简介:姜立建,同济大学数学科学学院教授,博士生导师,博士毕业于美国得克萨斯农工大学,主要从事多尺度计算方法、模型降阶和机器学习等方面的研究。曾获国家青年人才计划支持,在科学计算及其交叉学科一流期刊发表论文50余篇,现任Journal of Computational and Applied Mathematics(JCAM),Journal of Computational Mathematics and Data Science(JCMDS),《数值计算与计算机应用》等科学期刊的编委。