Systems and methods are described herein for defining and parameterizing signals or system responses with finite rate of innovation (FRI) signal processing. A delta-sigma modulator is used at a low sampling rate to digitize an analog signal for FRI processing. This allows for reduced or eliminated analog pre-filtering while still utilizing low sample rates for an overall reduction in circuit size and power dissipation over conventional FRI signal acquisition techniques.