Dynamics of COVID-19 pandemic at constant and time-dependent contact rates Marek Kochańczyk, Frederic Grabowski and Tomasz Lipniacki Math. Model. Nat. Phenom., 15 (2020) 28 Published online: 21 April 2020 DOI: 10.1051/mmnp/2020011