A New Wave in Robotics: Survey on Recent MmWave Radar Applications in Robotics

被引:8
|
作者
Harlow, Kyle [1 ]
Jang, Hyesu [2 ]
Barfoot, Timothy D. [3 ]
Kim, Ayoung [2 ]
Heckman, Christoffer [1 ]
机构
[1] Univ Colorado Boulder, Autonomous Robot & Percept Grp, Boulder, CO 80309 USA
[2] Seoul Natl Univ, Robust Percept & Mobile Robot Lab, Seoul 08826, South Korea
[3] Univ Toronto, Autonomous Space Robot Lab, Toronto, ON M5S 1A1, Canada
基金
美国国家科学基金会;
关键词
Radar; Sensors; Robots; Robot sensing systems; Radar antennas; Laser radar; Radar cross-sections; Autonomous robots; millimeter wave radar; radar applications; state estimation; EGO-MOTION ESTIMATION; NAVIGATION; SEGMENTATION; CALIBRATION; LIGHTWEIGHT; SENSORS; CLUTTER; VISION;
D O I
10.1109/TRO.2024.3463504
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
We survey the current state of millimeter-wave (mmWave) radar applications in robotics with a focus on unique capabilities, and discuss future opportunities based on the state of the art. Frequency modulated continuous wave mmWave radars operating in the 76-81 GHz range are an appealing alternative to lidars, cameras, and other sensors operating in the near-visual spectrum. Radar has been made more widely available in new packaging classes, more convenient for robotics and its longer wavelengths have the ability to bypass visual clutter, such as fog, dust, and smoke. We begin by covering radar principles as they relate to robotics. We then review the relevant new research across a broad spectrum of robotics applications beginning with motion estimation, localization, and mapping. We then cover object detection and classification, and then close with an analysis of current datasets and calibration techniques that provide entry points into radar research.
引用
收藏
页码:4544 / 4560
页数:17
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