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Micro Doppler Estimation
RV College of
Engineering
Go, change the
world
Broadband Wireless -LTE 4G
(16EC72)
Sl No. Name USN
1. PAVAN HK 1RV18EC416
2. Sainath Urankar 1RV18EC422
Presented by,
• A moving target introduces a frequency shift in the radar return due to
Doppler effect.
• However, because most targets are not rigid bodies, there are often
other vibrations and rotations in different parts of the target in addition
to the platform movement.
• For example, when a helicopter flies, its blades rotate, or when a person
walks, their arms swing naturally.
• These micro scale movements produce additional Doppler shifts, referred
to as micro-Doppler effects, which are useful in identifying target
features.
RV College of
Engineering
Introduction
Go, change the world
• Understanding the Micro Doppler effects with reference to
LTE and wireless communication.
• To identify a pedestrian in an Automotive radar using Micro
Doppler Signatures in MATLAB.
RV College of
Engineering
Objectives:
Go, change the world
• Considering an ego car with an FMCW automotive radar
system whose bandwidth is 250 MHz and operates at 24
GHz.
• The ego car is traveling along the road. Along the way,
there is a car parked on the side of street and a human
is walking out behind the car. The scene is illustrated in
the following diagram.
RV College of
Engineering
Pedestrian Identification in Automotive Radar
Go, change the world
Ego Car
Parked Car
Pedestrian
• The following figure shows the
range-Doppler map generated from
the ego car's radar over time.
Because the parked car is a much
stronger target than the pedestrian,
the pedestrian is easily shadowed by
the parked car in the range-Doppler
map.
• As a result, the map always shows a
single target.
RV College of
Engineering
Pedestrian Identification in Automotive Radar
Go, change the world
• This means that conventional processing cannot satisfy our needs under
this situation.
• Micro-Doppler effect in time frequency domain can be a good candidate to
identify if there is pedestrian signature embedded in the radar signal.
RV College of
Engineering
Pedestrian Identification in Automotive Radar
Go, change the world
• As an example, we are simulating
the radar return for 2.5 seconds.
• If we generate a spectrogram using
only the return of the pedestrian, we
obtain a plot shown in fig.
• Note that the swing of arms and legs
produces many parabolic curves in
the time frequency domain along
the way. Therefore such features
can be used to determine whether a
pedestrian exists in the scene.
RV College of
Engineering
Pedestrian Identification in Automotive Radar
Go, change the world
• When we generate a spectrogram directly from
the total return, we get the following plot.
• What we observe is that the parked car's return
continue dominating the return, even in the
time frequency domain. Therefore the time
frequency response shows only the Doppler
relative to the parked car. The drop of the
Doppler frequency is due to the ego car getting
closer to the parked car and the relative speed
drops towards 0.
• To see if there is a return hidden behind the
strong return, we can use the singular value
decomposition.
RV College of
Engineering
Pedestrian Identification in Automotive Radar
Go, change the world
• From the curve, it is clear that there are
approximately four regions. The region A
represents the most significant contribution to
the signal, which is the parked car.
• The region D represents the noise. Therefore, the
region B and C are due to the mix of parked car
return and the pedestrian return. Because the
return from the pedestrian is much weaker than
the return from the parked car.
• In region B, it can still be masked by the residue of
the return from the parked car. Therefore, we
pick the region C to reconstruct the signal, and
then plot the time frequency response again.
RV College of
Engineering
Pedestrian Identification in Automotive Radar
Go, change the world
• With the return from the car
successfully filtered, the
micro-Doppler signature from
the pedestrian appears.
• Therefore, we can conclude
that there is pedestrian in the
scene and act accordingly to
avoid an accident.
RV College of
Engineering
Pedestrian Identification in Automotive Radar
Go, change the world
RV College of
Engineering
THANK YOU
Go, change the world

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Micro doppler estimation

  • 1. Micro Doppler Estimation RV College of Engineering Go, change the world Broadband Wireless -LTE 4G (16EC72) Sl No. Name USN 1. PAVAN HK 1RV18EC416 2. Sainath Urankar 1RV18EC422 Presented by,
  • 2. • A moving target introduces a frequency shift in the radar return due to Doppler effect. • However, because most targets are not rigid bodies, there are often other vibrations and rotations in different parts of the target in addition to the platform movement. • For example, when a helicopter flies, its blades rotate, or when a person walks, their arms swing naturally. • These micro scale movements produce additional Doppler shifts, referred to as micro-Doppler effects, which are useful in identifying target features. RV College of Engineering Introduction Go, change the world
  • 3. • Understanding the Micro Doppler effects with reference to LTE and wireless communication. • To identify a pedestrian in an Automotive radar using Micro Doppler Signatures in MATLAB. RV College of Engineering Objectives: Go, change the world
  • 4. • Considering an ego car with an FMCW automotive radar system whose bandwidth is 250 MHz and operates at 24 GHz. • The ego car is traveling along the road. Along the way, there is a car parked on the side of street and a human is walking out behind the car. The scene is illustrated in the following diagram. RV College of Engineering Pedestrian Identification in Automotive Radar Go, change the world Ego Car Parked Car Pedestrian
  • 5. • The following figure shows the range-Doppler map generated from the ego car's radar over time. Because the parked car is a much stronger target than the pedestrian, the pedestrian is easily shadowed by the parked car in the range-Doppler map. • As a result, the map always shows a single target. RV College of Engineering Pedestrian Identification in Automotive Radar Go, change the world
  • 6. • This means that conventional processing cannot satisfy our needs under this situation. • Micro-Doppler effect in time frequency domain can be a good candidate to identify if there is pedestrian signature embedded in the radar signal. RV College of Engineering Pedestrian Identification in Automotive Radar Go, change the world
  • 7. • As an example, we are simulating the radar return for 2.5 seconds. • If we generate a spectrogram using only the return of the pedestrian, we obtain a plot shown in fig. • Note that the swing of arms and legs produces many parabolic curves in the time frequency domain along the way. Therefore such features can be used to determine whether a pedestrian exists in the scene. RV College of Engineering Pedestrian Identification in Automotive Radar Go, change the world
  • 8. • When we generate a spectrogram directly from the total return, we get the following plot. • What we observe is that the parked car's return continue dominating the return, even in the time frequency domain. Therefore the time frequency response shows only the Doppler relative to the parked car. The drop of the Doppler frequency is due to the ego car getting closer to the parked car and the relative speed drops towards 0. • To see if there is a return hidden behind the strong return, we can use the singular value decomposition. RV College of Engineering Pedestrian Identification in Automotive Radar Go, change the world
  • 9. • From the curve, it is clear that there are approximately four regions. The region A represents the most significant contribution to the signal, which is the parked car. • The region D represents the noise. Therefore, the region B and C are due to the mix of parked car return and the pedestrian return. Because the return from the pedestrian is much weaker than the return from the parked car. • In region B, it can still be masked by the residue of the return from the parked car. Therefore, we pick the region C to reconstruct the signal, and then plot the time frequency response again. RV College of Engineering Pedestrian Identification in Automotive Radar Go, change the world
  • 10. • With the return from the car successfully filtered, the micro-Doppler signature from the pedestrian appears. • Therefore, we can conclude that there is pedestrian in the scene and act accordingly to avoid an accident. RV College of Engineering Pedestrian Identification in Automotive Radar Go, change the world
  • 11. RV College of Engineering THANK YOU Go, change the world