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Low-Cost Centimeter-Accurate Mobile Positioning Todd Humphreys, Ken Pesyna Department of Aerospace Engineering and Engineering Mechanics University of Texas at Austin Better Streets | Oct. 26, 2015

Low-Cost Centimeter-Accurate Mobile Positioning · Low-Cost Centimeter-Accurate Mobile Positioning Todd Humphreys, Ken Pesyna Department of Aerospace Engineering and Engineering Mechanics

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Page 1: Low-Cost Centimeter-Accurate Mobile Positioning · Low-Cost Centimeter-Accurate Mobile Positioning Todd Humphreys, Ken Pesyna Department of Aerospace Engineering and Engineering Mechanics

Low-Cost Centimeter-Accurate Mobile Positioning

Todd Humphreys, Ken Pesyna

Department of Aerospace Engineering and Engineering Mechanics

University of Texas at Austin

Better Streets | Oct. 26, 2015

Page 2: Low-Cost Centimeter-Accurate Mobile Positioning · Low-Cost Centimeter-Accurate Mobile Positioning Todd Humphreys, Ken Pesyna Department of Aerospace Engineering and Engineering Mechanics

The Challenge of Autonomous Perception2

From Li, Qingquan, et al. "A sensor-fusion drivable-region and lane-detection system for autonomous vehicle navigation in challenging road scenarios." Vehicular Technology, IEEE Transactions on 63.2 (2014): 540-555.

Page 3: Low-Cost Centimeter-Accurate Mobile Positioning · Low-Cost Centimeter-Accurate Mobile Positioning Todd Humphreys, Ken Pesyna Department of Aerospace Engineering and Engineering Mechanics

Digital Maps: An Indispensable Additional Sensor3

HERE 360 Blog

Page 4: Low-Cost Centimeter-Accurate Mobile Positioning · Low-Cost Centimeter-Accurate Mobile Positioning Todd Humphreys, Ken Pesyna Department of Aerospace Engineering and Engineering Mechanics

Nokia HERE: Mapping and Location Intelligence 4

Page 5: Low-Cost Centimeter-Accurate Mobile Positioning · Low-Cost Centimeter-Accurate Mobile Positioning Todd Humphreys, Ken Pesyna Department of Aerospace Engineering and Engineering Mechanics

Google’s Autonomous Car Strategy: Also Map-Based5

Page 6: Low-Cost Centimeter-Accurate Mobile Positioning · Low-Cost Centimeter-Accurate Mobile Positioning Todd Humphreys, Ken Pesyna Department of Aerospace Engineering and Engineering Mechanics

GNSS Has Been Marginalized as Sensor for Autonomous Cars6

“... GPS has limited resolution ... the difficulty remains as the GPS isunavailable in many places.” -- Li, Qingquan, et al.

Organizers of the China Future Challenge 2010 (like DARPA Grand Challenge) forbade the use of GPS/GNSS

The first 8 finishers in the China Future Challenge 2014 all depended crucially on Velodyne’s 3D Lidar sensor

Google’s autonomous cars also use Velodyne sensors, along with cameras. They use nothing more than standard SPS L1 C/A GPS (a ublox unit) with 1-3 meter accuracy

Page 7: Low-Cost Centimeter-Accurate Mobile Positioning · Low-Cost Centimeter-Accurate Mobile Positioning Todd Humphreys, Ken Pesyna Department of Aerospace Engineering and Engineering Mechanics

Question to Daimler autonomy team rep. at ION GNSS+ 2015:

Q: “With such an emphasis on vision sensors for lane keeping, how will your cars react to snow-covered roads and heavy rain?”

7

A: “Our autonomy strategy does not cover these cases; the car will instruct the driver to take over.”

Page 8: Low-Cost Centimeter-Accurate Mobile Positioning · Low-Cost Centimeter-Accurate Mobile Positioning Todd Humphreys, Ken Pesyna Department of Aerospace Engineering and Engineering Mechanics
Page 9: Low-Cost Centimeter-Accurate Mobile Positioning · Low-Cost Centimeter-Accurate Mobile Positioning Todd Humphreys, Ken Pesyna Department of Aerospace Engineering and Engineering Mechanics

Sub-decimeter-accurate (1-sigma), low-cost GNSS positioning is key to improving the reliability and percent availability of autonomous driving

Page 10: Low-Cost Centimeter-Accurate Mobile Positioning · Low-Cost Centimeter-Accurate Mobile Positioning Todd Humphreys, Ken Pesyna Department of Aerospace Engineering and Engineering Mechanics

GNSS Positioning Today10

Location Sharing Fitness TrackingDriving DirectionsLocation-based Searches

Introduction

Page 11: Low-Cost Centimeter-Accurate Mobile Positioning · Low-Cost Centimeter-Accurate Mobile Positioning Todd Humphreys, Ken Pesyna Department of Aerospace Engineering and Engineering Mechanics

Where it’s Going11

Autonomous Driving

Large-scale Mapping

Virtual Reality Augmented Reality

Introduction

Page 12: Low-Cost Centimeter-Accurate Mobile Positioning · Low-Cost Centimeter-Accurate Mobile Positioning Todd Humphreys, Ken Pesyna Department of Aerospace Engineering and Engineering Mechanics

50

0.80.5

2

1

0123456

2000

2001

2002

2003

2004

2005

2006

2007

2008

2009

2010

2011

2012Ra

nge

Erro

r, m

eter

s

Year

Orbit/Clock Thermal

Multipath Atmospheric

SPS GNSS Accuracy Gains Have Stalled

Prior to 2000 Intentional degradation 50+ meter errors

May 2, 2000 Degradation turned off

Since 2000 Steady Improvements Leveling off Meter-level precision

12

Source: NOAA National Geodetic Survey

Met

ers

Erro

r

Introduction

Average Civilian GPS Positioning Errors

Page 13: Low-Cost Centimeter-Accurate Mobile Positioning · Low-Cost Centimeter-Accurate Mobile Positioning Todd Humphreys, Ken Pesyna Department of Aerospace Engineering and Engineering Mechanics

A Dramatic Increase in Accuracy13 Introduction

Page 14: Low-Cost Centimeter-Accurate Mobile Positioning · Low-Cost Centimeter-Accurate Mobile Positioning Todd Humphreys, Ken Pesyna Department of Aerospace Engineering and Engineering Mechanics

Carrier Phase Positioning14

Carrier Phase Differential GNSS (CDGNSS)

Introduction

Page 15: Low-Cost Centimeter-Accurate Mobile Positioning · Low-Cost Centimeter-Accurate Mobile Positioning Todd Humphreys, Ken Pesyna Department of Aerospace Engineering and Engineering Mechanics

Strategy

Two critical factors for mainstream cm-accurate GNSS users will be time to fix and cost. Keeping these tolerably low will require network RTK or PPP-RTK with a dense network:

1. As compared to traditional PPP (sparse reference network), network RTK and PPP-RTK have faster convergence times

2. As the number of users increases, it makes sense to shift costs from the user devices to the network: if having a 15-km spaced reference network (dense) enables <$50 precise positioning for millions of users, it makes economic sense

3

Page 16: Low-Cost Centimeter-Accurate Mobile Positioning · Low-Cost Centimeter-Accurate Mobile Positioning Todd Humphreys, Ken Pesyna Department of Aerospace Engineering and Engineering Mechanics

Envisioned Dense RTK Network in Austin16

Page 17: Low-Cost Centimeter-Accurate Mobile Positioning · Low-Cost Centimeter-Accurate Mobile Positioning Todd Humphreys, Ken Pesyna Department of Aerospace Engineering and Engineering Mechanics

December 2014: Successful RTK positioning solution with a smartphone

Page 18: Low-Cost Centimeter-Accurate Mobile Positioning · Low-Cost Centimeter-Accurate Mobile Positioning Todd Humphreys, Ken Pesyna Department of Aerospace Engineering and Engineering Mechanics

Handheld RTK result with some signals passing through Ken’s body

Page 19: Low-Cost Centimeter-Accurate Mobile Positioning · Low-Cost Centimeter-Accurate Mobile Positioning Todd Humphreys, Ken Pesyna Department of Aerospace Engineering and Engineering Mechanics

GNSS “light painting” with a smartphone

Page 20: Low-Cost Centimeter-Accurate Mobile Positioning · Low-Cost Centimeter-Accurate Mobile Positioning Todd Humphreys, Ken Pesyna Department of Aerospace Engineering and Engineering Mechanics
Page 21: Low-Cost Centimeter-Accurate Mobile Positioning · Low-Cost Centimeter-Accurate Mobile Positioning Todd Humphreys, Ken Pesyna Department of Aerospace Engineering and Engineering Mechanics

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