Tensor train solution to uncertain optimization problems with shared sparsity penalty

Harbir Antil, Sergey Dolgov, Akwum Onwunta

We develop both first and second order numerical optimization methods to solve non-smooth optimization problems featuring a shared sparsity penalty, constrained by differential equ…