Deep learning to detect gravitational waves from binary close encounters: Fast parameter estimation using normalizing flows

Federico De Santi, Massimiliano Razzano, Francesco Fidecaro +3

A yet undetected class of GW signals is represented by the close encounters between compact objects in highly-eccentric e~1 orbits, that can occur in binary systems formed in dense…