Work

Dynamic inverse problems: Online regularisation theory

Year: 2026
Type: preprint
Abstract: We develop regularisation theory for dynamic inverse problems, solved using online methods with an infinite time horizon. Using concepts of subregularity to treat nonsmooth regularisers, we prove that time-averaged reconstruction errors converge to zero as noise, algorithmic errors, and regularisation vanish as the horizon grows. We illustrate the theory numerically with a dynamic electrical impedance tomography example.
Language: English
Open Access status: green
OpenAlex ID: W7162400615
Cites: 15
Cited by: 1
Related to: 10