TY - JOUR
T1 - Millimeter Wave Sensing: A Review of Application Pipelines and Building Blocks
AU - van Berlo, B.R.D.
AU - Elkelany, Amany
AU - Özçelebi, Tanir
AU - Meratnia, Nirvana
PY - 2021/5/1
Y1 - 2021/5/1
N2 - The increasing bandwidth requirement of new wireless applications has lead to standardization of the millimeter wave spectrum for high-speed wireless communication. The millimeter wave spectrum is part of 5G and covers frequencies between 30 and 300 GHz that correspond to wavelengths ranging from 10 to 1 mm. Although millimeter wave is often considered as a communication medium, it has also proved to be an excellent ‘sensor’, thanks to its narrow beams, operation across a wide bandwidth, and interaction with atmospheric constituents. In this paper, which is to the best of our knowledge the first review that completely covers millimeter wave sensing application pipelines, we provide a comprehensive overview and analysis of different basic application pipeline building blocks, including hardware, algorithms, analytical models, and model evaluation techniques. The review also provides a taxonomy that highlights different millimeter wave sensing application domains. By performing a thorough analysis, complying with the systematic literature review methodology and reviewing 165 papers, we not only extend previous investigations focused only on communication aspects of the millimeter wave technology and using millimeter wave technology for active imaging, but also highlight scientific and technological challenges and trends, and provide a future perspective for applications of millimeter wave as a sensing technology.
AB - The increasing bandwidth requirement of new wireless applications has lead to standardization of the millimeter wave spectrum for high-speed wireless communication. The millimeter wave spectrum is part of 5G and covers frequencies between 30 and 300 GHz that correspond to wavelengths ranging from 10 to 1 mm. Although millimeter wave is often considered as a communication medium, it has also proved to be an excellent ‘sensor’, thanks to its narrow beams, operation across a wide bandwidth, and interaction with atmospheric constituents. In this paper, which is to the best of our knowledge the first review that completely covers millimeter wave sensing application pipelines, we provide a comprehensive overview and analysis of different basic application pipeline building blocks, including hardware, algorithms, analytical models, and model evaluation techniques. The review also provides a taxonomy that highlights different millimeter wave sensing application domains. By performing a thorough analysis, complying with the systematic literature review methodology and reviewing 165 papers, we not only extend previous investigations focused only on communication aspects of the millimeter wave technology and using millimeter wave technology for active imaging, but also highlight scientific and technological challenges and trends, and provide a future perspective for applications of millimeter wave as a sensing technology.
KW - 5G
KW - Analytical models
KW - Data models
KW - Millimeter wave communication
KW - Millimeter wave measurements
KW - Millimeter wave radar
KW - Pipelines
KW - Sensors
KW - analytical modeling
KW - millimeter wave
KW - millimeter wave sensing application pipeline
KW - radar
KW - systematic literature review
UR - http://www.scopus.com/inward/record.url?scp=85101440629&partnerID=8YFLogxK
U2 - 10.1109/JSEN.2021.3057450
DO - 10.1109/JSEN.2021.3057450
M3 - Review article
SN - 1530-437X
VL - 21
SP - 10332
EP - 10368
JO - IEEE Sensors Journal
JF - IEEE Sensors Journal
IS - 9
M1 - 9348922
ER -