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Short-Range Millimeter-Wave Radar Perception in a Polar Environment

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TLDR
In this paper, the utility of millimeter-wave radar as a robotic sensor for obstacle avoidance and navigation in polar settings is discussed. But the authors focus on short-range radar perception for a mobile robot in an Antarctic environment.
Abstract
Autonomous vehicle operations in Antarctica challenge robotic perception. Flying ice and snow, changing illumination due to low sun angles and lack of contrast degrade stereo and laser sensing. Millimeter-wave radar offers remarkable advantages as a robotic perception modality because it is not as sensitive to the aforementioned conditions. Experiments with millimeter-wave radar in an Antarctic environment show minimal degradation of millimeter-wave sensing capabilities under blowing-snow conditions, as well as backscatter obtained from polar-terrain surfaces at grazing angles and detection of obstacles commonly found in polar areas. This paper presents issues relevant to short-range radar perception for a mobile robot in an Antarctic environment. The article describes the experiments and data-analysis procedures, and draws conclusions on the utility of millimeter-wave radar as a robotic sensor for obstacle avoidance and navigation in polar settings. Keywords–Millimeter-wave radar, millimeter-wave imaging, radar scattering, mobile robots, robot sensing.

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Citations
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Journal ArticleDOI

Radar Sensing for Intelligent Vehicles in Urban Environments.

TL;DR: A novel method for ground and obstacle segmentation based on radar sensing that operates directly in the sensor frame, without the need for a separate synchronised navigation source, calibration parameters describing the location of the radar in the vehicle frame, or the geometric restrictions made in the previous main method in the field is presented.
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Obstacle detection in a greenhouse environment using the Kinect sensor

TL;DR: This study presents an approach to obstacle detection in a greenhouse environment using the Kinect 3D sensor, which provides synchronized color and depth information and shows that the system produces satisfactory results and is fast enough to run on a limited computer.
Journal ArticleDOI

Radar-based perception for autonomous outdoor vehicles

TL;DR: A novel method for ground segmentation using a millimeter-wave radar mounted on a ground vehicle is presented and conclusions are drawn on the utility of millimeters-wave Radar as a robotic sensor for persistent and accurate perception in natural scenarios.
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3D Point Cloud Generation with Millimeter-Wave Radar

TL;DR: Zhang et al. as mentioned in this paper introduced a practical system that advances the radar sensing capability to generate 3D point clouds, which can solve the unique problem of specular reflection by properly focusing on the targets with post imaging processing.
Journal ArticleDOI

Self-learning classification of radar features for scene understanding

TL;DR: The use of millimeter-wave radar is proposed as a possible solution for all-weather off-road perception and a self-learning approach is developed to train a classifier for radar image interpretation and autonomous navigation.
References
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Book

Principles and applications of millimeter-wave radar

TL;DR: In this paper, the advantages of MMW radar and pitfalls which should be avoided are discussed and a detailed treatment of the advantages and pitfalls of using them is provided. -- American Meteorological Society
Journal ArticleDOI

Millimeter‐wave radar scattering from snow 1. Radiative transfer model

TL;DR: In this paper, the authors present a model for MMW scattering from snow using the vector radiative transfer theory and a Mie phase function, assuming snow to consist of randomly distributed spherical particles embedded in a mixture of air and water.
Journal ArticleDOI

94 GHz three-dimensional imaging radar sensor for autonomous vehicles

TL;DR: The authors report on using millimeter-wave images for real-time vehicle guidance and system design and imaging results of a multitask 94-GHz pulse Doppler radar with 25-cm radial and 1.5 degrees angular resolution.
Journal ArticleDOI

95-GHz scattering by terrain at near-grazing incidence

TL;DR: In this article, the authors examined the millimeter-wave backscattering behavior of terrain at incidence angles extending between 70 and 90/spl deg, corresponding to grazing angles of 20/spl degrees to 0/spl degree.
Journal ArticleDOI

Millimeter‐wave radar scattering from snow: 2. Comparison of theory with experimental observations

TL;DR: In this article, a hybrid first-order numerical solution is proposed to evaluate the radar response to incidence angle, surface roughness, and liquid water content in a variety of snow conditions.
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