Cramer-Rao Bounds for Road Profile Estimation
3rd IEEE Colombian Conference on Automatic Control (CCAC), Cartagena, Colombia, 18 - 20 October 2017, (Full Text)
- Publication Type: Conference Paper / Full Text
- Doi Number: 10.1109/ccac.2017.8276423
- City: Cartagena
- Country: Colombia
- Keywords: road profile, road roughness, power spectral density, identification, Cramer-Rao lower bound, FREQUENCY-DOMAIN, COHERENCE FUNCTION, POWER SPECTRA, CAR MODEL, ROUGHNESS, IDENTIFICATION
- Anadolu University Affiliated: Yes
Abstract
In this paper, we study estimator accuracy in road profile identification. We derive a Cramer-Rao lower bound on the variances of all unbiased waviness parameter estimators for an ISO 8608 road profile, widely used in vehicle simulation and suspension control system designs. This bound explains how an estimator variance at best changes as frequency and the value of the waviness parameter change.