TY - GEN
T1 - Vision-guided feedback control of a mobile robot with compressive measurements and side information
AU - Bhattacharya, Sourabh
AU - Warnell, Garrett
AU - Chellappa, Rama
AU - Başar, Tamer
PY - 2014
Y1 - 2014
N2 - In this work, we present feedback control laws for vision guided navigation of a mobile robot. The robot is modeled as a cart that can move along a straight line, and has two vision sensors onboard. The primary vision sensor is a high resolution single-pixel camera (SPC), based on principles of compressive sensing, for capturing images. Additionally, there is a low-resolution sensor that provides coarse measurements. In this work, we consider a simple scenario in which the target is modeled as a straight line segment on a plane. The main contribution of this work is the formulation of control laws directly from the compressed measurements, obtained from the SPC. Therefore, the reconstruction of the target image is sidestepped, leading to a reduction in the amount of data acquired for control.
AB - In this work, we present feedback control laws for vision guided navigation of a mobile robot. The robot is modeled as a cart that can move along a straight line, and has two vision sensors onboard. The primary vision sensor is a high resolution single-pixel camera (SPC), based on principles of compressive sensing, for capturing images. Additionally, there is a low-resolution sensor that provides coarse measurements. In this work, we consider a simple scenario in which the target is modeled as a straight line segment on a plane. The main contribution of this work is the formulation of control laws directly from the compressed measurements, obtained from the SPC. Therefore, the reconstruction of the target image is sidestepped, leading to a reduction in the amount of data acquired for control.
KW - Emerging control applications
KW - Emerging control theory
KW - Vision-based control
UR - http://www.scopus.com/inward/record.url?scp=84905680652&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84905680652&partnerID=8YFLogxK
U2 - 10.1109/ACC.2014.6859354
DO - 10.1109/ACC.2014.6859354
M3 - Conference contribution
AN - SCOPUS:84905680652
SN - 9781479932726
T3 - Proceedings of the American Control Conference
SP - 97
EP - 102
BT - 2014 American Control Conference, ACC 2014
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2014 American Control Conference, ACC 2014
Y2 - 4 June 2014 through 6 June 2014
ER -