Special Session 126: Machine Learning and New Framework for Solving Partial Differential Equations

Complex dualities and new solution frameworks

Shuo Zhang
Academy of Mathematics and Systems Science, Chinese Academy of Sciences
Peoples Rep of China
Co-Author(s):    
Abstract:
Once a series of operators with domain spaces formulate a complex, their respective adjoint operators formulate a complex simultaneously; such pairs of complexes are called complex dualities. New solution framework can be stimulated, with respect to both classical numerical methodologies and machine learning type methodologies, by revealing the structure of complex dualities at continuous or discrete levels. Novel neural network methods and finite element methods for certain model problems are presented for example.