Object classification technique for mmWave FMCW radars using range-FFT features

J Bhatia, A Dayal, A Jha… - 2021 International …, 2021 - ieeexplore.ieee.org
In this article, we present a novel target classification technique by mmWave frequency
modulated continuous wave (FMCW) Radars using the Machine Learning on raw data …

Classification of targets using statistical features from range fft of mmwave fmcw radars

J Bhatia, A Dayal, A Jha, SK Vishvakarma, S Joshi… - Electronics, 2021 - mdpi.com
Radars with mmWave frequency modulated continuous wave (FMCW) technology
accurately estimate the range and velocity of targets in their field of view (FoV). The targeted …

Target classification by mmWave FMCW radars using machine learning on range-angle images

S Gupta, PK Rai, A Kumar, PK Yalavarthy… - IEEE Sensors …, 2021 - ieeexplore.ieee.org
In this paper, we present a novel multiclass-target classification method for mmWave
frequency modulated continuous wave (FMCW) radar operating in the frequency range of 77 …

Single target recognition using a low-cost FMCW radar based on spectrum analysis

A Rizik, E Tavanti, R Vio, A Delucchi… - 2020 27th IEEE …, 2020 - ieeexplore.ieee.org
Radar Target classification has gained huge interest in many fields over the years in
applications like road surveillance, smart gates, and autonomous driving. This is …

Localization and activity classification of unmanned aerial vehicle using mmWave FMCW radars

PK Rai, H Idsøe, RR Yakkati, A Kumar… - IEEE Sensors …, 2021 - ieeexplore.ieee.org
In this article, we present a novel localization and activity classification method for aerial
vehicle using mmWave frequency modulated continuous wave (FMCW) Radar. The …

Learning approach to FMCW radar target classification with feature extraction from wave physics

K Tan, T Yin, H Ruan, S Balon… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Target classification is of great value when the number of transceivers in a sensing system is
relatively small. This article proposes a high-accuracy and efficient classification method …

Recent advances in mmWave-radar-based sensing, its applications, and machine learning techniques: A review

A Soumya, C Krishna Mohan, LR Cenkeramaddi - Sensors, 2023 - mdpi.com
Human gesture detection, obstacle detection, collision avoidance, parking aids, automotive
driving, medical, meteorological, industrial, agriculture, defense, space, and other relevant …

Ground target classification using mmWave radar with bidirectional long short-term memory networks

O Gunes, M Ege, Ö Morgül - Journal of Applied Remote …, 2022 - spiedigitallibrary.org
We propose an approach for millimeter wave radar targets classification based on the
concatenated spectrogram and range-Doppler features. A publicly available dataset that …

Millimeter wave fmcw radars for perception, recognition and localization in automotive applications: A survey

A Venon, Y Dupuis, P Vasseur… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
MmWave (millimeter wave) Frequency Modulated Continuous Waves (FMCW) RADARs are
sensors based on frequency-modulated electromagnetic which see their environment in 3D …

FMCW radar with enhanced resolution and processing time by beam switching

PDH Re, D Comite, SK Podilchak… - IEEE Open Journal …, 2021 - ieeexplore.ieee.org
We present the design of a novel K-band radar architecture for short-range target detection.
Applications include direction finding systems and automotive radar. The developed system …