Recent efforts on solving inverse problems in imaging via deep neural networks use architectures inspired by a fixed number of iterations an optimization method. The is typically quite small due to difficulties training corresponding more iterations; the resulting solvers cannot be run for at test time without incurring significant errors. This paper describes alternative approach infinite iter...

In a forward chemical equilibrium problem (FCEP), the state of minimum Gibbs energy for system is sought, in which temperature, pressure, elemental amounts, and thermodynamic model parameters are prescribed. We herein present mathematical framework characterizing solving inverse problems (ICEP), class one or more those prescribed conditions FCEP unknown advance. an ICEP, complementary must be i...