TY - JOUR
T1 - Spatial environment perception and sensing in automated systems
T2 - a review
AU - Fei, Tai
AU - Mukhopadhyay, Subhas Chandra
AU - da Costa, João Paulo Javidi
AU - RoyChaudhuri, Chirasree
AU - Lan, Lan
AU - Demitri, Nevine
PY - 2024/7/15
Y1 - 2024/7/15
N2 - This article provides a concise yet comprehensive review of spatial environment sensing and perception (SESP) in automated systems, crucial for intelligent applications such as smart cities, smart homes, navigation, automated driving, and industry 4.0. With a focus on achieving dependable performance even in harsh environments and enabling affordable mass deployment, the review explores sensor technologies, calibration, diagnostics, performance degradation analysis, and machine-learning (ML)-based perception algorithms. Our contributions aim to deepen understanding and drive progress in automated systems, addressing challenges across diverse application scenarios. Through a meticulous analysis of the pros and cons of state-of-the-art technologies, this article sheds light on future trends in research and development. This work serves as a valuable resource for researchers, practitioners, and industry professionals seeking insights into the evolving landscape of SESP.[Graphic presents]
AB - This article provides a concise yet comprehensive review of spatial environment sensing and perception (SESP) in automated systems, crucial for intelligent applications such as smart cities, smart homes, navigation, automated driving, and industry 4.0. With a focus on achieving dependable performance even in harsh environments and enabling affordable mass deployment, the review explores sensor technologies, calibration, diagnostics, performance degradation analysis, and machine-learning (ML)-based perception algorithms. Our contributions aim to deepen understanding and drive progress in automated systems, addressing challenges across diverse application scenarios. Through a meticulous analysis of the pros and cons of state-of-the-art technologies, this article sheds light on future trends in research and development. This work serves as a valuable resource for researchers, practitioners, and industry professionals seeking insights into the evolving landscape of SESP.[Graphic presents]
UR - http://www.scopus.com/inward/record.url?scp=85189538819&partnerID=8YFLogxK
U2 - 10.1109/JSEN.2024.3379222
DO - 10.1109/JSEN.2024.3379222
M3 - Review article
AN - SCOPUS:85189538819
SN - 1530-437X
VL - 24
SP - 21813
EP - 21833
JO - IEEE Sensors Journal
JF - IEEE Sensors Journal
IS - 14
ER -