SlideShare a Scribd company logo
1 of 11
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

More Related Content

Similar to Micro doppler estimation

Tracking Pedestrians using Extended and Unscented Kalman Filters in a Sensor ...
Tracking Pedestrians using Extended and Unscented Kalman Filters in a Sensor ...Tracking Pedestrians using Extended and Unscented Kalman Filters in a Sensor ...
Tracking Pedestrians using Extended and Unscented Kalman Filters in a Sensor ...Kaustav Mondal
 
Autonomous Ground Vehicles The Darpa Grand Challenge
Autonomous Ground Vehicles The Darpa Grand ChallengeAutonomous Ground Vehicles The Darpa Grand Challenge
Autonomous Ground Vehicles The Darpa Grand Challengexzhou
 
Deep Learning’s Application in Radar Signal Data
Deep Learning’s Application in Radar Signal DataDeep Learning’s Application in Radar Signal Data
Deep Learning’s Application in Radar Signal DataYu Huang
 
Lane Detection and Obstacle Aviodance
Lane Detection and Obstacle AviodanceLane Detection and Obstacle Aviodance
Lane Detection and Obstacle AviodanceNishanth Sriramoju
 
Visual odometry & slam utilizing indoor structured environments
Visual odometry & slam utilizing indoor structured environmentsVisual odometry & slam utilizing indoor structured environments
Visual odometry & slam utilizing indoor structured environmentsNAVER Engineering
 
Lane Detection and Obstacle Aviodance Revised
Lane Detection and Obstacle Aviodance RevisedLane Detection and Obstacle Aviodance Revised
Lane Detection and Obstacle Aviodance RevisedPhanindra Amaradhi
 
Wireless Rash Driving Detection System
Wireless Rash Driving Detection SystemWireless Rash Driving Detection System
Wireless Rash Driving Detection SystemKamlesh Mishra
 
Adaptive cruise control
Adaptive cruise controlAdaptive cruise control
Adaptive cruise controlVIBHOR RATHI
 
Implementation of Doppler Radar Based Vehicle Speed Detection System
Implementation of Doppler Radar Based Vehicle Speed Detection SystemImplementation of Doppler Radar Based Vehicle Speed Detection System
Implementation of Doppler Radar Based Vehicle Speed Detection Systemijtsrd
 
speed detection camera
speed detection cameraspeed detection camera
speed detection cameraAkhil Kc
 
PRM-RL: Long-range Robotics Navigation Tasks by Combining Reinforcement Learn...
PRM-RL: Long-range Robotics Navigation Tasks by Combining Reinforcement Learn...PRM-RL: Long-range Robotics Navigation Tasks by Combining Reinforcement Learn...
PRM-RL: Long-range Robotics Navigation Tasks by Combining Reinforcement Learn...Dongmin Lee
 
Driving Behavior for ADAS and Autonomous Driving V
Driving Behavior for ADAS and Autonomous Driving VDriving Behavior for ADAS and Autonomous Driving V
Driving Behavior for ADAS and Autonomous Driving VYu Huang
 
Masters Report.PDF
Masters Report.PDFMasters Report.PDF
Masters Report.PDFDon W. Lewis
 
James Tate - DMUG 2014
James Tate -  DMUG 2014James Tate -  DMUG 2014
James Tate - DMUG 2014IES / IAQM
 
Cruise control devices
Cruise control devicesCruise control devices
Cruise control devicesPrashant Kumar
 
ION GNSS+ 2017 A5 Korogodin
ION GNSS+ 2017 A5 KorogodinION GNSS+ 2017 A5 Korogodin
ION GNSS+ 2017 A5 KorogodinIlya Korogodin
 

Similar to Micro doppler estimation (20)

Tracking Pedestrians using Extended and Unscented Kalman Filters in a Sensor ...
Tracking Pedestrians using Extended and Unscented Kalman Filters in a Sensor ...Tracking Pedestrians using Extended and Unscented Kalman Filters in a Sensor ...
Tracking Pedestrians using Extended and Unscented Kalman Filters in a Sensor ...
 
Autonomous Ground Vehicles The Darpa Grand Challenge
Autonomous Ground Vehicles The Darpa Grand ChallengeAutonomous Ground Vehicles The Darpa Grand Challenge
Autonomous Ground Vehicles The Darpa Grand Challenge
 
Seminar koushlendra saini
Seminar koushlendra sainiSeminar koushlendra saini
Seminar koushlendra saini
 
Deep Learning’s Application in Radar Signal Data
Deep Learning’s Application in Radar Signal DataDeep Learning’s Application in Radar Signal Data
Deep Learning’s Application in Radar Signal Data
 
Lane Detection and Obstacle Aviodance
Lane Detection and Obstacle AviodanceLane Detection and Obstacle Aviodance
Lane Detection and Obstacle Aviodance
 
Model autonomous car
Model autonomous carModel autonomous car
Model autonomous car
 
Visual odometry & slam utilizing indoor structured environments
Visual odometry & slam utilizing indoor structured environmentsVisual odometry & slam utilizing indoor structured environments
Visual odometry & slam utilizing indoor structured environments
 
Lane Detection and Obstacle Aviodance Revised
Lane Detection and Obstacle Aviodance RevisedLane Detection and Obstacle Aviodance Revised
Lane Detection and Obstacle Aviodance Revised
 
adaptivecruisecontrol-Abhi ppt1
adaptivecruisecontrol-Abhi ppt1adaptivecruisecontrol-Abhi ppt1
adaptivecruisecontrol-Abhi ppt1
 
Speed cameras ppt full ...
Speed cameras ppt full ...Speed cameras ppt full ...
Speed cameras ppt full ...
 
Wireless Rash Driving Detection System
Wireless Rash Driving Detection SystemWireless Rash Driving Detection System
Wireless Rash Driving Detection System
 
Adaptive cruise control
Adaptive cruise controlAdaptive cruise control
Adaptive cruise control
 
Implementation of Doppler Radar Based Vehicle Speed Detection System
Implementation of Doppler Radar Based Vehicle Speed Detection SystemImplementation of Doppler Radar Based Vehicle Speed Detection System
Implementation of Doppler Radar Based Vehicle Speed Detection System
 
speed detection camera
speed detection cameraspeed detection camera
speed detection camera
 
PRM-RL: Long-range Robotics Navigation Tasks by Combining Reinforcement Learn...
PRM-RL: Long-range Robotics Navigation Tasks by Combining Reinforcement Learn...PRM-RL: Long-range Robotics Navigation Tasks by Combining Reinforcement Learn...
PRM-RL: Long-range Robotics Navigation Tasks by Combining Reinforcement Learn...
 
Driving Behavior for ADAS and Autonomous Driving V
Driving Behavior for ADAS and Autonomous Driving VDriving Behavior for ADAS and Autonomous Driving V
Driving Behavior for ADAS and Autonomous Driving V
 
Masters Report.PDF
Masters Report.PDFMasters Report.PDF
Masters Report.PDF
 
James Tate - DMUG 2014
James Tate -  DMUG 2014James Tate -  DMUG 2014
James Tate - DMUG 2014
 
Cruise control devices
Cruise control devicesCruise control devices
Cruise control devices
 
ION GNSS+ 2017 A5 Korogodin
ION GNSS+ 2017 A5 KorogodinION GNSS+ 2017 A5 Korogodin
ION GNSS+ 2017 A5 Korogodin
 

Recently uploaded

VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130Suhani Kapoor
 
SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )Tsuyoshi Horigome
 
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICSAPPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICSKurinjimalarL3
 
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINEMANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINESIVASHANKAR N
 
Extrusion Processes and Their Limitations
Extrusion Processes and Their LimitationsExtrusion Processes and Their Limitations
Extrusion Processes and Their Limitations120cr0395
 
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...Dr.Costas Sachpazis
 
Introduction and different types of Ethernet.pptx
Introduction and different types of Ethernet.pptxIntroduction and different types of Ethernet.pptx
Introduction and different types of Ethernet.pptxupamatechverse
 
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur Escorts
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur Suman Call 7001035870 Meet With Nagpur Escorts
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur High Profile
 
Porous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingPorous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingrakeshbaidya232001
 
Coefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxCoefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxAsutosh Ranjan
 
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxDecoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxJoão Esperancinha
 
GDSC ASEB Gen AI study jams presentation
GDSC ASEB Gen AI study jams presentationGDSC ASEB Gen AI study jams presentation
GDSC ASEB Gen AI study jams presentationGDSCAESB
 
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Dr.Costas Sachpazis
 
HARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICS
HARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICSHARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICS
HARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICSRajkumarAkumalla
 
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service NashikCollege Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service NashikCall Girls in Nagpur High Profile
 
main PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfidmain PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfidNikhilNagaraju
 
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur EscortsHigh Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escortsranjana rawat
 
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...ranjana rawat
 

Recently uploaded (20)

Call Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCR
Call Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCRCall Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCR
Call Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCR
 
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
 
SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )
 
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICSAPPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
 
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINEMANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
 
Extrusion Processes and Their Limitations
Extrusion Processes and Their LimitationsExtrusion Processes and Their Limitations
Extrusion Processes and Their Limitations
 
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
 
Introduction and different types of Ethernet.pptx
Introduction and different types of Ethernet.pptxIntroduction and different types of Ethernet.pptx
Introduction and different types of Ethernet.pptx
 
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur Escorts
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur Suman Call 7001035870 Meet With Nagpur Escorts
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur Escorts
 
Porous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingPorous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writing
 
Coefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxCoefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptx
 
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxDecoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
 
GDSC ASEB Gen AI study jams presentation
GDSC ASEB Gen AI study jams presentationGDSC ASEB Gen AI study jams presentation
GDSC ASEB Gen AI study jams presentation
 
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
 
HARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICS
HARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICSHARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICS
HARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICS
 
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service NashikCollege Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
 
main PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfidmain PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfid
 
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur EscortsHigh Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
 
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
 

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