SlideShare ist ein Scribd-Unternehmen logo
1 von 17
Autonomous  Ground Vehicles: the DARPA Grand Challenge MAE593 Class Presentation Xiaobo Zhou   Tomasz Lewczyk
Outline ,[object Object],[object Object],[object Object],[object Object],[object Object]
Overview of DARPA Grand Challenge   ,[object Object],[object Object]
What the challenges are: ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
They made it ,[object Object],[object Object]
2005 Champion Stanley details ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Resources From Stanford Racing Team
Stanley’s software flowchart
Laser Terrain Mapping ,[object Object],[object Object],[object Object]
A single line scanner, 3-D point cloud, Small errors in pose estimation and Terrain labeling for parameter tuning
Cont. ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Other challenges ,[object Object],[object Object],[object Object],[object Object]
Adaptive Vision This figure illustrates the processing stages of the computer vision system: (a) a raw image; (b) the processed image with the laser quadrilateral and a pixel classification; (c) the pixel classification before thresholding; and (d) horizon detection for sky removal.
Adaptive Vision These images illustrate the rapid adaptation of Stanley’s computer vision routines. When the laser predominately screens the paved surface, the grass is not classified as drivable. As Stanley moves into the grass area, the classification changes.
Path planning ,[object Object],[object Object],[object Object]
Vehicle Control ,[object Object]
The Future… ,[object Object],[object Object],[object Object],[object Object],[object Object]
References ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

Weitere ähnliche Inhalte

Was ist angesagt?

Optimal and robust controllers based design of quarter car active suspension ...
Optimal and robust controllers based design of quarter car active suspension ...Optimal and robust controllers based design of quarter car active suspension ...
Optimal and robust controllers based design of quarter car active suspension ...
Mustefa Jibril
 
Quarter car active suspension systemdesign using optimal and robust control m...
Quarter car active suspension systemdesign using optimal and robust control m...Quarter car active suspension systemdesign using optimal and robust control m...
Quarter car active suspension systemdesign using optimal and robust control m...
Mustefa Jibril
 
12 sems - road transport and high-speed railway
12   sems - road transport and high-speed railway12   sems - road transport and high-speed railway
12 sems - road transport and high-speed railway
Miguel Cabral Martín
 
FEAS_Poster_2016_WNCS_Tina
FEAS_Poster_2016_WNCS_TinaFEAS_Poster_2016_WNCS_Tina
FEAS_Poster_2016_WNCS_Tina
Tina Mirfakhraie
 

Was ist angesagt? (18)

Optimal and robust controllers based design of quarter car active suspension ...
Optimal and robust controllers based design of quarter car active suspension ...Optimal and robust controllers based design of quarter car active suspension ...
Optimal and robust controllers based design of quarter car active suspension ...
 
MERITA PROJECT:METHODOLOGY TO EVALUATE RADIATED EMISSION FROM HIGH DENSITY MU...
MERITA PROJECT:METHODOLOGY TO EVALUATE RADIATED EMISSION FROM HIGH DENSITY MU...MERITA PROJECT:METHODOLOGY TO EVALUATE RADIATED EMISSION FROM HIGH DENSITY MU...
MERITA PROJECT:METHODOLOGY TO EVALUATE RADIATED EMISSION FROM HIGH DENSITY MU...
 
IRJET- Influence of Tire Parameters of a Semi-Trailer Truck on Road Surfa...
IRJET-  	  Influence of Tire Parameters of a Semi-Trailer Truck on Road Surfa...IRJET-  	  Influence of Tire Parameters of a Semi-Trailer Truck on Road Surfa...
IRJET- Influence of Tire Parameters of a Semi-Trailer Truck on Road Surfa...
 
Quarter car active suspension systemdesign using optimal and robust control m...
Quarter car active suspension systemdesign using optimal and robust control m...Quarter car active suspension systemdesign using optimal and robust control m...
Quarter car active suspension systemdesign using optimal and robust control m...
 
New Simulation Systems installed by Transnet
New Simulation Systems installed by TransnetNew Simulation Systems installed by Transnet
New Simulation Systems installed by Transnet
 
Lane detection sensors
Lane detection sensorsLane detection sensors
Lane detection sensors
 
12 sems - road transport and high-speed railway
12   sems - road transport and high-speed railway12   sems - road transport and high-speed railway
12 sems - road transport and high-speed railway
 
Metro train prototype
Metro train prototypeMetro train prototype
Metro train prototype
 
ROBOT HYBRID AND FORCE CONTROL IN MULTI-MICROPROCESSOR SYSTEM
ROBOT HYBRID AND FORCE CONTROL IN MULTI-MICROPROCESSOR SYSTEM ROBOT HYBRID AND FORCE CONTROL IN MULTI-MICROPROCESSOR SYSTEM
ROBOT HYBRID AND FORCE CONTROL IN MULTI-MICROPROCESSOR SYSTEM
 
Lcd and plasma
Lcd and plasmaLcd and plasma
Lcd and plasma
 
REINFORCEMENT LEARNING: MDP APPLIED TO AUTONOMOUS NAVIGATION
REINFORCEMENT LEARNING: MDP APPLIED TO AUTONOMOUS NAVIGATIONREINFORCEMENT LEARNING: MDP APPLIED TO AUTONOMOUS NAVIGATION
REINFORCEMENT LEARNING: MDP APPLIED TO AUTONOMOUS NAVIGATION
 
Autonomous Parallel Parking Methodology for Ackerman Configured Vehicles
Autonomous Parallel Parking Methodology for Ackerman Configured VehiclesAutonomous Parallel Parking Methodology for Ackerman Configured Vehicles
Autonomous Parallel Parking Methodology for Ackerman Configured Vehicles
 
HIGH RESOLUTION SATELLITE SYSTEM
HIGH RESOLUTION SATELLITE SYSTEMHIGH RESOLUTION SATELLITE SYSTEM
HIGH RESOLUTION SATELLITE SYSTEM
 
Cathode ray tube
Cathode ray tubeCathode ray tube
Cathode ray tube
 
Traffic simulation and modelling
Traffic simulation and modellingTraffic simulation and modelling
Traffic simulation and modelling
 
IRJET- Business Scaling and Rebalancing in Shared Bicycle Systems
IRJET- Business Scaling and Rebalancing in Shared Bicycle SystemsIRJET- Business Scaling and Rebalancing in Shared Bicycle Systems
IRJET- Business Scaling and Rebalancing in Shared Bicycle Systems
 
FEAS_Poster_2016_WNCS_Tina
FEAS_Poster_2016_WNCS_TinaFEAS_Poster_2016_WNCS_Tina
FEAS_Poster_2016_WNCS_Tina
 
Implementation of a lane-tracking system for autonomous driving using Kalman ...
Implementation of a lane-tracking system for autonomous driving using Kalman ...Implementation of a lane-tracking system for autonomous driving using Kalman ...
Implementation of a lane-tracking system for autonomous driving using Kalman ...
 

Andere mochten auch

Vehicle dynamics - Chapter 2 (Road Loads)
Vehicle dynamics - Chapter 2 (Road Loads)Vehicle dynamics - Chapter 2 (Road Loads)
Vehicle dynamics - Chapter 2 (Road Loads)
Nizam Anuar
 
Pressure Measurement
Pressure MeasurementPressure Measurement
Pressure Measurement
Living Online
 

Andere mochten auch (16)

4th International Conference Advanced Suspension Systems
4th International Conference Advanced Suspension Systems4th International Conference Advanced Suspension Systems
4th International Conference Advanced Suspension Systems
 
Discharge Dampeners for Pulsation Control
Discharge Dampeners for Pulsation ControlDischarge Dampeners for Pulsation Control
Discharge Dampeners for Pulsation Control
 
Suction Stabilizers for Pulsation Control
Suction Stabilizers for Pulsation ControlSuction Stabilizers for Pulsation Control
Suction Stabilizers for Pulsation Control
 
Jeep liberty 2002 2005 steering
Jeep liberty 2002 2005 steeringJeep liberty 2002 2005 steering
Jeep liberty 2002 2005 steering
 
Pumps
PumpsPumps
Pumps
 
VEHICLE ROLLOVER ANALYSIS
VEHICLE ROLLOVER ANALYSISVEHICLE ROLLOVER ANALYSIS
VEHICLE ROLLOVER ANALYSIS
 
Electro mechanical steering system- most advance technology
Electro mechanical steering system- most advance technologyElectro mechanical steering system- most advance technology
Electro mechanical steering system- most advance technology
 
Vehicle dynamics - Chapter 2 (Road Loads)
Vehicle dynamics - Chapter 2 (Road Loads)Vehicle dynamics - Chapter 2 (Road Loads)
Vehicle dynamics - Chapter 2 (Road Loads)
 
Electrical power steering
Electrical power steeringElectrical power steering
Electrical power steering
 
Rhode Island Innovates
Rhode Island InnovatesRhode Island Innovates
Rhode Island Innovates
 
A Web based Co-creation and Open Innovation platform for business
A Web based Co-creation and Open Innovation platform for businessA Web based Co-creation and Open Innovation platform for business
A Web based Co-creation and Open Innovation platform for business
 
Simplicity
SimplicitySimplicity
Simplicity
 
Siemens PLM Connection Europe - Helmuth Ludwig
Siemens PLM Connection Europe - Helmuth LudwigSiemens PLM Connection Europe - Helmuth Ludwig
Siemens PLM Connection Europe - Helmuth Ludwig
 
Pressure Measurement
Pressure MeasurementPressure Measurement
Pressure Measurement
 
Imaging beyond the visible - An Overview of Short-Wave Infrared (SWIR) Techno...
Imaging beyond the visible - An Overview of Short-Wave Infrared (SWIR) Techno...Imaging beyond the visible - An Overview of Short-Wave Infrared (SWIR) Techno...
Imaging beyond the visible - An Overview of Short-Wave Infrared (SWIR) Techno...
 
Age loc me-science
Age loc me-scienceAge loc me-science
Age loc me-science
 

Ähnlich wie Autonomous Ground Vehicles The Darpa Grand Challenge

Self-Driving Cars With Convolutional Neural Networks (CNN.pptx
Self-Driving Cars With Convolutional Neural Networks (CNN.pptxSelf-Driving Cars With Convolutional Neural Networks (CNN.pptx
Self-Driving Cars With Convolutional Neural Networks (CNN.pptx
ssuserf79e761
 
WIESZOK Zygfryd 244366 Poster 2015-16
WIESZOK Zygfryd 244366 Poster 2015-16WIESZOK Zygfryd 244366 Poster 2015-16
WIESZOK Zygfryd 244366 Poster 2015-16
Zygfryd Wieszok
 
Lane Detection and Obstacle Aviodance Revised
Lane Detection and Obstacle Aviodance RevisedLane Detection and Obstacle Aviodance Revised
Lane Detection and Obstacle Aviodance Revised
Phanindra Amaradhi
 
Lane Detection and Obstacle Aviodance
Lane Detection and Obstacle AviodanceLane Detection and Obstacle Aviodance
Lane Detection and Obstacle Aviodance
Nishanth Sriramoju
 

Ähnlich wie Autonomous Ground Vehicles The Darpa Grand Challenge (20)

LANE CHANGE DETECTION AND TRACKING FOR A SAFE-LANE APPROACH IN REAL TIME VISI...
LANE CHANGE DETECTION AND TRACKING FOR A SAFE-LANE APPROACH IN REAL TIME VISI...LANE CHANGE DETECTION AND TRACKING FOR A SAFE-LANE APPROACH IN REAL TIME VISI...
LANE CHANGE DETECTION AND TRACKING FOR A SAFE-LANE APPROACH IN REAL TIME VISI...
 
Identification of critical cases in lane changing
Identification of critical cases in lane changingIdentification of critical cases in lane changing
Identification of critical cases in lane changing
 
Self-Driving Cars With Convolutional Neural Networks (CNN.pptx
Self-Driving Cars With Convolutional Neural Networks (CNN.pptxSelf-Driving Cars With Convolutional Neural Networks (CNN.pptx
Self-Driving Cars With Convolutional Neural Networks (CNN.pptx
 
Model autonomous car
Model autonomous carModel autonomous car
Model autonomous car
 
WIESZOK Zygfryd 244366 Poster 2015-16
WIESZOK Zygfryd 244366 Poster 2015-16WIESZOK Zygfryd 244366 Poster 2015-16
WIESZOK Zygfryd 244366 Poster 2015-16
 
Level Crossing protection integration into connected car tecnologies
Level Crossing protection integration into connected car tecnologiesLevel Crossing protection integration into connected car tecnologies
Level Crossing protection integration into connected car tecnologies
 
AUTONOMOUS VEHICLES 2.pdf
AUTONOMOUS VEHICLES 2.pdfAUTONOMOUS VEHICLES 2.pdf
AUTONOMOUS VEHICLES 2.pdf
 
Embedded ppt
Embedded pptEmbedded ppt
Embedded ppt
 
final_report
final_reportfinal_report
final_report
 
Lane Detection and Obstacle Aviodance Revised
Lane Detection and Obstacle Aviodance RevisedLane Detection and Obstacle Aviodance Revised
Lane Detection and Obstacle Aviodance Revised
 
Lane Detection and Obstacle Aviodance
Lane Detection and Obstacle AviodanceLane Detection and Obstacle Aviodance
Lane Detection and Obstacle Aviodance
 
Ijett v5 n1p108
Ijett v5 n1p108Ijett v5 n1p108
Ijett v5 n1p108
 
License plate extraction of overspeeding vehicles
License plate extraction of overspeeding vehiclesLicense plate extraction of overspeeding vehicles
License plate extraction of overspeeding vehicles
 
A0140109
A0140109A0140109
A0140109
 
Google's Driverless Car
Google's Driverless CarGoogle's Driverless Car
Google's Driverless Car
 
Don Talend Geospatial Technology-Miami Ohio Robot
Don Talend Geospatial Technology-Miami Ohio RobotDon Talend Geospatial Technology-Miami Ohio Robot
Don Talend Geospatial Technology-Miami Ohio Robot
 
Driving Behavior for ADAS and Autonomous Driving II
Driving Behavior for ADAS and Autonomous Driving IIDriving Behavior for ADAS and Autonomous Driving II
Driving Behavior for ADAS and Autonomous Driving II
 
16 channels velodyne versus planar lidars based perception system for large s...
16 channels velodyne versus planar lidars based perception system for large s...16 channels velodyne versus planar lidars based perception system for large s...
16 channels velodyne versus planar lidars based perception system for large s...
 
TRAFFIC MANAGEMENT THROUGH SATELLITE IMAGING-- Part 3
TRAFFIC MANAGEMENT THROUGH SATELLITE IMAGING-- Part 3TRAFFIC MANAGEMENT THROUGH SATELLITE IMAGING-- Part 3
TRAFFIC MANAGEMENT THROUGH SATELLITE IMAGING-- Part 3
 
self driving car nvidia whitepaper
self driving car nvidia whitepaperself driving car nvidia whitepaper
self driving car nvidia whitepaper
 

Kürzlich hochgeladen

Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Safe Software
 

Kürzlich hochgeladen (20)

Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin WoodPolkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024
 
GenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdfGenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdf
 
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organization
 
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century education
 
Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024
 
AWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of Terraform
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt Robison
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
 
Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...
 
Manulife - Insurer Innovation Award 2024
Manulife - Insurer Innovation Award 2024Manulife - Insurer Innovation Award 2024
Manulife - Insurer Innovation Award 2024
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
 
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live StreamsTop 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
 

Autonomous Ground Vehicles The Darpa Grand Challenge

  • 1. Autonomous Ground Vehicles: the DARPA Grand Challenge MAE593 Class Presentation Xiaobo Zhou Tomasz Lewczyk
  • 2.
  • 3.
  • 4.
  • 5.
  • 6.
  • 8.
  • 9. A single line scanner, 3-D point cloud, Small errors in pose estimation and Terrain labeling for parameter tuning
  • 10.
  • 11.
  • 12. Adaptive Vision This figure illustrates the processing stages of the computer vision system: (a) a raw image; (b) the processed image with the laser quadrilateral and a pixel classification; (c) the pixel classification before thresholding; and (d) horizon detection for sky removal.
  • 13. Adaptive Vision These images illustrate the rapid adaptation of Stanley’s computer vision routines. When the laser predominately screens the paved surface, the grass is not classified as drivable. As Stanley moves into the grass area, the classification changes.
  • 14.
  • 15.
  • 16.
  • 17.