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BUDAPEST, HUNGARY 2015 AUTOMATED RAVELING INSPECTION AND MAINTENANCE PLANNING ON POROUS ASPHALT IN THE NETHERLANDS Petra Paffen and Frank Bouman, RWS Peter-Paul Schackmann, TNO 15-10-2015

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Page 1: BUDAPEST, HUNGARY 2015 15...2015/10/15  · 1.High accuracy (point) texture lasers 2.A state-of-the-art Laser scanner 3.A measurement system based on laser triangulation Simulations,

BUDAPEST,

HUNGARY2015

AUTOMATED RAVELING INSPECTION AND MAINTENANCE PLANNING ON POROUS ASPHALT IN THE NETHERLANDS Petra Paffen and Frank Bouman, RWSPeter-Paul Schackmann, TNO

15-10-2015

Page 2: BUDAPEST, HUNGARY 2015 15...2015/10/15  · 1.High accuracy (point) texture lasers 2.A state-of-the-art Laser scanner 3.A measurement system based on laser triangulation Simulations,

CONTENTS

� RWS road network

� The raveling challenge

� R&D project

� The solution, from research to implementation

� Results

� The next challenge(s)

� Proposal

15-10-

2015

Page 3: BUDAPEST, HUNGARY 2015 15...2015/10/15  · 1.High accuracy (point) texture lasers 2.A state-of-the-art Laser scanner 3.A measurement system based on laser triangulation Simulations,

15-10-

2015

EXISTING RWS PAVEMENT CHARACTERISTICS

� Quantity

� about 15.000 lane kilometers

� 85% porous asphalt,

� 66% ZOAB 0/16, 17% ZOABTW / DGD

� 15% dense asphalt

� 9% DAB, 3% SMA, 3% others

� Road surface distress on porous asphalt is mainly causes by raveling and cracks

� ZOAB 0/16:

� 80% maintenance due to raveling

� 10% maintenance due to surface cracks (increasing the last years)

� ZOABTW / DGD

� 60% raveling

� 30% cracks (increasing since 2001)

Page 4: BUDAPEST, HUNGARY 2015 15...2015/10/15  · 1.High accuracy (point) texture lasers 2.A state-of-the-art Laser scanner 3.A measurement system based on laser triangulation Simulations,

15-10-

2015

THE RAVELING CHALLENGE

Yearly monitoring program up to 2013� Wet skid resistance, ~10.000 km mostly right lanes, measurements mainly outsourced.

� Evenness, ~7500 km on right lanes, measurements done with own RWS vehicle.

� raveling and cracks, ~7500 km, Visual Condition Inspection (VCI) from hard shoulder for all lanes (estimation of intervention year).

Yearly Visual Condition Inspection (VCI) undesired due to

�Safety regulations

�Subjectivity

�Functional procurement and guarantee contracts require objective unbiased measurements for control purposes

� Innovation for a safe and objective inspection technology for raveling and crack detection is needed

Page 5: BUDAPEST, HUNGARY 2015 15...2015/10/15  · 1.High accuracy (point) texture lasers 2.A state-of-the-art Laser scanner 3.A measurement system based on laser triangulation Simulations,

15-10-

2015

R&D PROJECT

Goal of the project ( 2009-2013)

� Main goal is to be able to predict automatically the time to maintenance (intervention year) per 100 meter section. � For this the amount of stone loss per rut (1 meter wide) per meter should be available � 200

values per 100-meter section

� Secondary goal is to be able to determine the exact amount of stone loss

Performed experiment:

1. Detailed measurements on the highway with different gradation of stone loss

2. Detailed visual inspection on the amount and location of stone loss

3. We defined criteria on what output of a measurement system would be necessary to be able to predict the time to maintenance of a 100 meter section

� Accuracy on the determination of stone loss: individual stone loss should be detectable� The repeatability of the output of the measurement should be high

4. Market and technology scan on available measurement systems. Available or do we have to build out own system?

Page 6: BUDAPEST, HUNGARY 2015 15...2015/10/15  · 1.High accuracy (point) texture lasers 2.A state-of-the-art Laser scanner 3.A measurement system based on laser triangulation Simulations,

THE EXPERIMENT

15-10-

2015

Page 7: BUDAPEST, HUNGARY 2015 15...2015/10/15  · 1.High accuracy (point) texture lasers 2.A state-of-the-art Laser scanner 3.A measurement system based on laser triangulation Simulations,

15-10-

2015

R&D PROJECT (2)

Market scan identified 3 (type of) commercially available candidates:

1. High accuracy (point) texture lasers

2. A state-of-the-art Laser scanner

3. A measurement system based on laser triangulation

Simulations, using the specifications of the three systems, on the obtained real measurement data were performed. Stone loss and repeatability were determined for the three systems

� LMCS (laser triangulation, INO/Pavemetrics) system proved to be the best option, providing 3D height profiles with the accuracy and repeatability necessary to determine the amount of stone loss

Page 8: BUDAPEST, HUNGARY 2015 15...2015/10/15  · 1.High accuracy (point) texture lasers 2.A state-of-the-art Laser scanner 3.A measurement system based on laser triangulation Simulations,

FROM RESEARCH TO IMPLEMENTATION

� 2009 - 2010: Feasibility

� 2010 - 2011: Proof of concept

� 2012 - 2013: First generation

� 2013-2014: New vehicle

� 2014-2015: Update (colour)

15-10-2015

TRL – 1

TRL – 2

TRL – 3

TRL – 4

TRL – 5

TRL – 6

TRL – 7

TRL – 8

TRL – 9

Page 9: BUDAPEST, HUNGARY 2015 15...2015/10/15  · 1.High accuracy (point) texture lasers 2.A state-of-the-art Laser scanner 3.A measurement system based on laser triangulation Simulations,

IMPLEMENTATION

15-10-2015

?Laser triangulation

3D data

Maintenance planning

Raveling

3D data generation

raveling

Asset management

Page 10: BUDAPEST, HUNGARY 2015 15...2015/10/15  · 1.High accuracy (point) texture lasers 2.A state-of-the-art Laser scanner 3.A measurement system based on laser triangulation Simulations,

15-10-

2015

RAVELING AND SURFACE CRACKS ARE VERY NICELY VISIBLE IN THE DATA

Page 11: BUDAPEST, HUNGARY 2015 15...2015/10/15  · 1.High accuracy (point) texture lasers 2.A state-of-the-art Laser scanner 3.A measurement system based on laser triangulation Simulations,

3 STEPS TO BE PERFORMED AFTER MEASUREMENT

15-10-

2015

1.Determine from 3D data automatically the type of asphalt applied on the road

2.Determine the amount of stone loss, based on the type of asphalt

3.Predict time to maintenance

Extra: Exact amount of stone loss

Page 12: BUDAPEST, HUNGARY 2015 15...2015/10/15  · 1.High accuracy (point) texture lasers 2.A state-of-the-art Laser scanner 3.A measurement system based on laser triangulation Simulations,

STEP1: DETERMINE AUTOMATICALLY THE TYPE OF ASPHALT

At least 99,6% van de ZOAB (+) and TWZOAB sections are recognised correctly, a percentage higher than can be achieved using databases

15-10-

2015

Page 13: BUDAPEST, HUNGARY 2015 15...2015/10/15  · 1.High accuracy (point) texture lasers 2.A state-of-the-art Laser scanner 3.A measurement system based on laser triangulation Simulations,

STEP2: DEVELOPED 3D STONE LOSS ALGORITHM (2)

� The algorithm requires different parameters for different type of asphalt. We have determined the parameters for ZOAB 0/16 and TWZOAB (4/8)

15-10-

2015

• A 3D algorithm based on the 2D Stoneway principle has been

developed

Page 14: BUDAPEST, HUNGARY 2015 15...2015/10/15  · 1.High accuracy (point) texture lasers 2.A state-of-the-art Laser scanner 3.A measurement system based on laser triangulation Simulations,

STEP3: TIME TO MAINTENANCE

� For two regions we compared and analysed in detail the results of the time-to-maintenance obtained from our model with the visual inspections

� We see a very good resemblance of both predictions, based on our criteria that 90% of our predictions should be within 1 year of the VCI.

15-10-

2015

Count of WEG ModelPlanjaarZOAB

MJPV na insp. 0 1 2 3 4 5 6 Grand Total

0 2 1 3 67%

1 2 4 5 2 13 85%

2 18 48 5 71 93%

3 13 86 110 6 215 97%

4 7 26 111 7 151 95%

5 7 127 63 197 100%

6 13 554 1146 1713 99%

X 1 1 3 5

Grand Total 3 6 37 144 164 798 1216 2368

Page 15: BUDAPEST, HUNGARY 2015 15...2015/10/15  · 1.High accuracy (point) texture lasers 2.A state-of-the-art Laser scanner 3.A measurement system based on laser triangulation Simulations,

2012 2013 2014

SCALING UP TO MEASURING 100% OF THE NETWORK

15-10-2015

Page 16: BUDAPEST, HUNGARY 2015 15...2015/10/15  · 1.High accuracy (point) texture lasers 2.A state-of-the-art Laser scanner 3.A measurement system based on laser triangulation Simulations,

LEVEL OF AUTOMATION: RAVELING AND SURFACE CRACKS

area

ZOAB 0/16 (porous

asphalt)

TWZOAB (fine grade

porous asphalt)

DAB (Dense Asphalt

Concrete)

SMA (stone Mastic

Asphalt)

others

15-10-2015

raveling Surface

cracks

2013 2015

2014 2015

To be

decided

To be

decided

To be

decided

To be

decided

To be

decided

To be

decided

Page 17: BUDAPEST, HUNGARY 2015 15...2015/10/15  · 1.High accuracy (point) texture lasers 2.A state-of-the-art Laser scanner 3.A measurement system based on laser triangulation Simulations,

THE CHALLENGE

� Roads in the Netherlands consist already of 10+ types, and still increasing due too noise regulation. More “quiet”, very open surface layers, are applied.� What level of automation is realistic/achievable?

� Remaining surface type are spread over the country. Visual inspection for these sections still require significant time

� Solutions available now on the market for automatic measurements are dedicated solutions, not open for further development or exchange

� A platform with open data from the measurements would provide an big advantage for development and exchange of results for all road operators

15-10-2015

Page 18: BUDAPEST, HUNGARY 2015 15...2015/10/15  · 1.High accuracy (point) texture lasers 2.A state-of-the-art Laser scanner 3.A measurement system based on laser triangulation Simulations,

CURRENT SOLUTION, ALL “STOVEPIPES”

NL:

raveling

on ZOAB

0/16

NL:

raveling on

ZOAB 4/8

NL:

Surface

cracks on

DAB?

GER:

raveling on

ZOAB 0/8

GER:

Surface

cracks on

DAB?

Country X:

raveling on

ZOAB 4/8?

Hungary

?

Denmark

?

NL:

Other

Surface

types?

Country Y:

?

GER:

Other

damages /

surface

types?

15-10-2015

Page 19: BUDAPEST, HUNGARY 2015 15...2015/10/15  · 1.High accuracy (point) texture lasers 2.A state-of-the-art Laser scanner 3.A measurement system based on laser triangulation Simulations,

DESIRED SOLUTION

NL:raveling

on ZOAB 0/16

GER+Hugravelingon

ZOAB 4/8?

De

nm

ark

:

?

3D Height profiles

of the road

Mutual Development?

Need for algorithmAlready developed in the Netherlands?Or new combination?

Mutual challenge?

15-10-2015

Page 20: BUDAPEST, HUNGARY 2015 15...2015/10/15  · 1.High accuracy (point) texture lasers 2.A state-of-the-art Laser scanner 3.A measurement system based on laser triangulation Simulations,

NEXT STEPS

� RWS is looking for possible collaboration, e.g:

� Mutual development for new surface type/ surface deficit combination.

� the importance of the type of surface deficits vary from country to country. SMA and AC are applied in the Netherlands but (much) more abroad

� Exchange of algorithms: the algorithms for porous asphalt can be shared

� R&D in an European body / project

� A Questionnaire to road operators has been sent around to investigate the need of other road operators

� Please contact us in case of interest

15-10-2015

Page 21: BUDAPEST, HUNGARY 2015 15...2015/10/15  · 1.High accuracy (point) texture lasers 2.A state-of-the-art Laser scanner 3.A measurement system based on laser triangulation Simulations,

THANK YOU FOR YOUR ATTENTION

Petra Paffen: [email protected]

Peter-Paul Schackmann: [email protected]

15-10-2015