From Modeling to Sensing of Micro-Doppler in Radio Communications

The Doppler effect in radio systems has been widely explored by the radio communication community. However, these studies have been limited to simple motion such as linear translation. This paper presents a model for the Doppler modulation effect, i.e., the effect of complex movement on the received...

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Published inRemote sensing (Basel, Switzerland) Vol. 14; no. 24; p. 6310
Main Authors Morge-Rollet, Louis, Le Jeune, Denis, Le Roy, Frédéric, Canaff, Charles, Gautier, Roland
Format Journal Article
LanguageEnglish
Published Basel MDPI AG 01.12.2022
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Abstract The Doppler effect in radio systems has been widely explored by the radio communication community. However, these studies have been limited to simple motion such as linear translation. This paper presents a model for the Doppler modulation effect, i.e., the effect of complex movement on the received signal, using a geometrical approach. Particularly, we focused on studying micro-Doppler in radio communications produced by vibrations. Exploiting this phenomenon would allow the performance of passive micro-Doppler effect sensing based on communication. In this paper, we also propose signal processing techniques to detect the presence of the micro-Doppler effect and to estimate its parameters. Then, we present some experiments which highlight the micro-Doppler effect in a radio communication context. Finally, the end of the paper discusses some potential applications that exploit this phenomenon.
AbstractList The Doppler effect in radio systems has been widely explored by the radio communication community. However, these studies have been limited to simple motion such as linear translation. This paper presents a model for the Doppler modulation effect, i.e., the effect of complex movement on the received signal, using a geometrical approach. Particularly, we focused on studying micro-Doppler in radio communications produced by vibrations. Exploiting this phenomenon would allow the performance of passive micro-Doppler effect sensing based on communication. In this paper, we also propose signal processing techniques to detect the presence of the micro-Doppler effect and to estimate its parameters. Then, we present some experiments which highlight the micro-Doppler effect in a radio communication context. Finally, the end of the paper discusses some potential applications that exploit this phenomenon.
Author Le Roy, Frédéric
Le Jeune, Denis
Morge-Rollet, Louis
Canaff, Charles
Gautier, Roland
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Cites_doi 10.1109/OJCOMS.2020.2984312
10.1006/mssp.1997.0148
10.1109/DYSPAN.2007.35
10.1109/IGARSS.2019.8899900
10.1109/TAES.2006.1603402
10.1109/TAES.2013.120018
10.1145/3081333.3081354
10.1109/78.258082
10.1109/MCOM.2018.1700424
10.1017/CBO9780511807213
10.1145/1409944.1409959
10.1109/TCOMM.2019.2912193
10.1016/j.ymssp.2017.01.011
10.1002/j.1538-7305.1968.tb00069.x
10.1109/ICIST.2012.6221669
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Issue 24
Keywords micro-Doppler
passive micro-Doppler sensing
communication signal cancellation
signal detection
signal parameter estimation
RF fingerprinting
Language English
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References Mallat (ref_33) 1993; 41
Doppler (ref_7) 1842; 465
Basnayaka (ref_14) 2019; 67
ref_13
ref_34
ref_11
ref_10
ref_32
ref_30
ref_19
ref_18
ref_16
McCormick (ref_21) 1998; 12
Chen (ref_9) 2006; 42
Fu (ref_15) 2018; 56
ref_25
ref_24
ref_23
ref_22
ref_20
Sun (ref_12) 2020; 4
ref_1
ref_3
Clarke (ref_4) 1968; 47
Mototolea (ref_31) 2020; 1
Brossier (ref_2) 1994; 11
ref_29
ref_28
ref_26
Antoni (ref_27) 2017; 92
ref_8
ref_5
Clemente (ref_17) 2014; 50
ref_6
References_xml – ident: ref_28
– volume: 1
  start-page: 401
  year: 2020
  ident: ref_31
  article-title: Non-cooperative low-complexity detection approach for FHSS-GFSK drone control signals
  publication-title: IEEE Open J. Commun. Soc.
  doi: 10.1109/OJCOMS.2020.2984312
  contributor:
    fullname: Mototolea
– ident: ref_5
– ident: ref_32
– ident: ref_3
– volume: 12
  start-page: 225
  year: 1998
  ident: ref_21
  article-title: Cyclostionarity in Rotating Machine Vibrations
  publication-title: Mech. Syst. Signal Process.
  doi: 10.1006/mssp.1997.0148
  contributor:
    fullname: McCormick
– ident: ref_26
– ident: ref_11
– ident: ref_16
– ident: ref_24
  doi: 10.1109/DYSPAN.2007.35
– ident: ref_18
  doi: 10.1109/IGARSS.2019.8899900
– ident: ref_23
– ident: ref_6
– ident: ref_8
– ident: ref_25
– volume: 465
  start-page: 482
  year: 1842
  ident: ref_7
  article-title: On the Coloured Light of the Binary Stars and Some Other Stars of the Heavens—Attempt at a General Theory including Bradley’s Theorem as an Integral Part
  publication-title: Proc. R. Bohemian Soc. Sci. Prague (Part V)
  contributor:
    fullname: Doppler
– ident: ref_29
– volume: 42
  start-page: 2
  year: 2006
  ident: ref_9
  article-title: Micro-Doppler Effect in Radar: Phenomenon, Model, and Simulation Study
  publication-title: IEEE Trans. Aerosp. Electron. Syst.
  doi: 10.1109/TAES.2006.1603402
  contributor:
    fullname: Chen
– volume: 50
  start-page: 491
  year: 2014
  ident: ref_17
  article-title: GNSS-Based Passive Bistatic Radar for Micro-Doppler Analysis of Helicopter Rotor Blades
  publication-title: IEEE Trans. Aerosp. Electron. Syst.
  doi: 10.1109/TAES.2013.120018
  contributor:
    fullname: Clemente
– ident: ref_13
  doi: 10.1145/3081333.3081354
– volume: 41
  start-page: 3397
  year: 1993
  ident: ref_33
  article-title: Matching pursuits with time-frequency dictionaries
  publication-title: IEEE Trans. Signal Process.
  doi: 10.1109/78.258082
  contributor:
    fullname: Mallat
– ident: ref_10
– volume: 56
  start-page: 112
  year: 2018
  ident: ref_15
  article-title: Low-Complexity Portable Passive Drone Surveillance via SDR-Based Signal Processing
  publication-title: IEEE Commun. Mag.
  doi: 10.1109/MCOM.2018.1700424
  contributor:
    fullname: Fu
– ident: ref_1
  doi: 10.1017/CBO9780511807213
– ident: ref_34
  doi: 10.1145/1409944.1409959
– volume: 67
  start-page: 5203
  year: 2019
  ident: ref_14
  article-title: Doppler Effect Assisted Wireless Communication for Interference Mitigation
  publication-title: IEEE Trans. Commun.
  doi: 10.1109/TCOMM.2019.2912193
  contributor:
    fullname: Basnayaka
– ident: ref_19
– volume: 92
  start-page: 248
  year: 2017
  ident: ref_27
  article-title: Fast Computation of the Spectral Correlation
  publication-title: Mech. Syst. Signal Process.
  doi: 10.1016/j.ymssp.2017.01.011
  contributor:
    fullname: Antoni
– volume: 47
  start-page: 957
  year: 1968
  ident: ref_4
  article-title: A statistical theory of mobile-radio reception
  publication-title: Bell Syst. Tech. J.
  doi: 10.1002/j.1538-7305.1968.tb00069.x
  contributor:
    fullname: Clarke
– ident: ref_30
  doi: 10.1109/ICIST.2012.6221669
– ident: ref_22
– ident: ref_20
– volume: 11
  start-page: 327
  year: 1994
  ident: ref_2
  article-title: Algorithmes Adaptatifs Auto-Optimisés Pour l’égalisation et la Récupération de Porteuse Application aux Transmissions Acoustiques Sous-Marines
  publication-title: Trait. Signal
  contributor:
    fullname: Brossier
– volume: 4
  start-page: 96
  year: 2020
  ident: ref_12
  article-title: VibroSense: Recognizing Home Activities by Deep Learning Subtle Vibrations on an Interior Surface of a House from a Single Point Using Laser Doppler Vibrometry
  publication-title: Proc. ACM Interact. Mobile Wearable Ubiquitous Technol.
  contributor:
    fullname: Sun
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StartPage 6310
SubjectTerms Antennas
Bandwidths
communication signal cancellation
Computer Science
Doppler effect
Electromagnetism
Engineering Sciences
Exploitation
Hypotheses
micro-Doppler
Networking and Internet Architecture
passive micro-Doppler sensing
Propagation
Radio communications
Receivers & amplifiers
Remote sensing
RF fingerprinting
Signal and Image Processing
signal detection
signal parameter estimation
Signal processing
Transmitters
Vibration
Vibrations
Wireless communications
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Title From Modeling to Sensing of Micro-Doppler in Radio Communications
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