working towards a revised mpd standard (iso 13473-1) soderling.pdf · 1997 – iso 13473-1 is...

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Working towards a revised MPD standard (ISO 13473-1) a sneak-peek on the current mind set Bo Söderling; LMI Technologies Ltd

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Page 1: Working towards a revised MPD standard (ISO 13473-1) Soderling.pdf · 1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and

Working towards a revised MPD standard (ISO 13473-1)

a sneak-peek on the current mind set

Bo Söderling; LMI Technologies Ltd

Page 2: Working towards a revised MPD standard (ISO 13473-1) Soderling.pdf · 1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and

A look back....

1985-1990 – laser sensors are established as THE TOOL for road measurements.

1988 – Selcom introduces the first generation of laser sensors dedicated to texture measurements.

1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and improvement from previous generation technologies and comparability.

1997-2011 – Industry demands drives technology towards higher sampling rates, larger MR’s and smaller laser spots.

2009 – Selcom (now LMI Technologies) are invited to contribute as observers at WG39 to the revision of ISO 13473-1.

2009 - 2011– LMI participates in quarterly WG39 meetings to review the standard, identify weak points and establish improvements.

Page 3: Working towards a revised MPD standard (ISO 13473-1) Soderling.pdf · 1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and

So what’s it all about?

Page 4: Working towards a revised MPD standard (ISO 13473-1) Soderling.pdf · 1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and

And how do we get there?

MSD/MPD; the process to get to the numbers

Sensor• Basic model

(Optocator 2008, 2207)

• Sample rate (32, 62,5, 78 kHz)

• Measurement Range (64, 128, 155, 180mm)

Data collection & preprocessing•Invalid points & interpolation

•Re-sampling to spatial domain

•Sharpness normalization (low pass filter)

MSD calculation• Slope suppression

• 2 Peaks & average of segment

• MSD = average of peaks –average of segment

Page 5: Working towards a revised MPD standard (ISO 13473-1) Soderling.pdf · 1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and

Sensor• Basic type (Optocator 2008, 2207)

• Sample rate (32, 62,5, 78 kHz)

• Measurement Range (64, 128, 155, 180mm)

Page 6: Working towards a revised MPD standard (ISO 13473-1) Soderling.pdf · 1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and

From the sensor stand-point...

The task: measure profiles to enable MPD data

Faster sampling

Measure fresh asphalts

Allow more vertical movementHigher precision

Less weight & size

Defined laser spots

Accurate detection of Invalid conditions

Page 7: Working towards a revised MPD standard (ISO 13473-1) Soderling.pdf · 1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and

Sensor optimization and verification

”The LMI approach”

• Establish methods to reproduce road sample discs with controlled properties.

• Develop a test system and software capable of evaluating MSD,MPD, ETD, RMS.

• Enable real road data collection from representative LMI ”test tracks”.

• Investigate the influence from various types of profile filtering.

• Benchmark, optimize and qualify products on an individual level by using results from all above.

• Improve designs based on experience from all above.

Page 8: Working towards a revised MPD standard (ISO 13473-1) Soderling.pdf · 1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and

Sample disk reproduction procedure

Original Silicone mold

Clones with varying properties

Page 9: Working towards a revised MPD standard (ISO 13473-1) Soderling.pdf · 1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and

software tool for data collection & analysis

Page 10: Working towards a revised MPD standard (ISO 13473-1) Soderling.pdf · 1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and

Site 1- MPD: 0,8 mm Site 2 – MPD: 1,45 mm

Test tracks of varying character

Page 11: Working towards a revised MPD standard (ISO 13473-1) Soderling.pdf · 1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and

New ”High Power/Low Noise” option

• Higher power laser diodes enable higher data precision and reduced noise.

• Similar performance at 3 x speed.

32 kHz sensor @ 20 kph 78 kHz High Power/Low Noise sensor @ 60 kph

Page 12: Working towards a revised MPD standard (ISO 13473-1) Soderling.pdf · 1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and

Lab and ”live” ; LMI sensors are verified!

Page 13: Working towards a revised MPD standard (ISO 13473-1) Soderling.pdf · 1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and

WG 39 proposes:

To be continued......

Page 14: Working towards a revised MPD standard (ISO 13473-1) Soderling.pdf · 1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and

Data collection & preprocessing

•Invalid points & interpolation

•Re-sampling to spatial domain

•Sharpness normalization (low pass filter)

Page 15: Working towards a revised MPD standard (ISO 13473-1) Soderling.pdf · 1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and

Optical phenomena may blind the sensor

Profile points labelled ”Invalid” by the sensor

profile points interpolated by pre-processing

• occlussions• ”impossible” slopes• fresh asphalt

Page 16: Working towards a revised MPD standard (ISO 13473-1) Soderling.pdf · 1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and

Drop-out identification and interpolation

WG 39 proposes:

• Mandatory sensor detection of ”not enough light received” situations.

• Mandatory inclusion of bordering samples in Invalid data sections.

• Mandatory linear interpolation to fill in data in in Invalid data sections.

Page 17: Working towards a revised MPD standard (ISO 13473-1) Soderling.pdf · 1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and

Data collection & preprocessing•Invalid points & interpolation

•Re-sampling to spatial domain

•Sharpness normalization (low pass filter)

Page 18: Working towards a revised MPD standard (ISO 13473-1) Soderling.pdf · 1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and

Re-sampling data; does it matter how you do it?

Yes, it does!

MSD=1,7 mm MSD=1,2 mm

Page 19: Working towards a revised MPD standard (ISO 13473-1) Soderling.pdf · 1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and

WG39 proposes:

• Mandatory re-sampling to 1 mm point spacing with a (new) option for 0,5 mm point spacing when sensor data is sampled at higher than 0,5 mm density

• Mandatory usage of available valid sensor data in re-sampled profile points at 1 mm or 0,5 mm spacing.

Page 20: Working towards a revised MPD standard (ISO 13473-1) Soderling.pdf · 1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and

Data collection & preprocessing•Invalid points & interpolation

•Re-sampling to spatial domain

•Sharpness normalization (low pass filter)

Page 21: Working towards a revised MPD standard (ISO 13473-1) Soderling.pdf · 1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and

The standard demands:

”The response shall be basically flat within 5 mm to 50 mm texture wavelength , and spectral components with wavelengths greater than 100 mm and lower than 2,5 mm shall be significantly reduced”

”the process shall remove spatial frequency components which are above 400 m-1

(cycles/m), corresponding to a wavelength of 2,5 mm, but not affect spatial frequencies below 200 m-1 , corresponding to a wavelength of 5 mm (at least -3 dB at 2,5 mm and at most -1 dB at 5 mm with a slope of at least -6 dB/octave)”

Page 22: Working towards a revised MPD standard (ISO 13473-1) Soderling.pdf · 1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and

So what are the properties that may vary?

• Type of filter– Butterworth, Bessel, Moving average, Median, complex FIR...?

• Cut-off wavelength – 1mm, 2 mm, 3 mm ...?

• Steepness– 6 dB/oktave, 12 dB/oktave...?

Page 23: Working towards a revised MPD standard (ISO 13473-1) Soderling.pdf · 1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and

And how do they influence MPD?

• Data from 10+ sensor models.

• Data recorded on known test tracks.

• Data recorded over a relevant speed span.

Sensor data recorded by LMI and analyzedby Alejandro Amirola Sanz (Acciona)& Bo Söderling (LMI Technologies)

2207 & 2008 models32, 62,5 & 78 kHz128, 155 & 180 mm MR

40, 50 & 90 km/H

Page 24: Working towards a revised MPD standard (ISO 13473-1) Soderling.pdf · 1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and

No filtering vs. a ”simple” filter

00.20.40.60.8

11.21.41.61.8

22.22.4

MPD. Test Track A, raw data

MPD. Test Track A

MPD (mm)

00.20.40.60.8

11.21.41.6

MPD. Test Track B, raw data

MPD. Test Track B

MPD (mm)

Average MPD : 1,14 mmStd. Dev : 0,21 mm

Average MPD: 1,80 mmStd. Dev = 0,16 mm

Page 25: Working towards a revised MPD standard (ISO 13473-1) Soderling.pdf · 1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and

A Butterworth 2nd order, 3 mm Cut-off

00.20.40.60.8

11.21.41.61.8

22.22.4

MPD. Test Track A;Butterworth 2nd order, 3 mm Cut-off

MPD. Test Track A;Butterworth 2nd order, 3 mm Cut-off

MPD (mm)

00.20.40.60.8

11.21.41.6

MPD. Test Track B;Butterworth 2nd order, 3 mm Cut-off

MPD. Test Track B;Butterworth 2nd order, 3 mm Cut-off

MPD (mm)

Average MPD: 0,83 mmStd. Dev = 0,05 mm

Average MPD: 1,47 mmStd. Dev = 0,08 mm

Page 26: Working towards a revised MPD standard (ISO 13473-1) Soderling.pdf · 1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and

Filter cut-off: 0 – 5 mm

MPD:1,64 mm 1,66 mm 1,54 mm 1,47 mm 1,42 mm 1,38 mm

• 2008-180/390 High Power/Low Noise• 78 kHz Sampling• 90 km/hour• Newly laid asphalt

Raw data 1 mm 2 mm 3 mm 4 mm 5 mm

Page 27: Working towards a revised MPD standard (ISO 13473-1) Soderling.pdf · 1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and

Filter cut-off: 0 – 5 mm

MPD: 2,02 mm 1,81 mm 1,6 mm 1,48 mm 1,41 mm 1,35 mm

• 2008-180/390 (N2138) • 62,5 kHz Sampling• 40 km/hour• Test site 2

Raw data 1 mm 2 mm 3 mm 4 mm 5 mm

Page 28: Working towards a revised MPD standard (ISO 13473-1) Soderling.pdf · 1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and

And the filter order...

1

1.1

1.2

1.3

1.4

1.5

1.6

1.7

1.8

1.9

2

0 1 2 3 4 5 6

MPD over 1000 profiles(raw data, drop-outs interpolated)

MPD over 1000 profiles (butterworth, 2nd order)

MPD over 1000 profiles (butterworth, 3rd order)

MPD over 1000 profiles (butterworth, 5th order)

MPD over 1000 profiles (butterworth, 9th order)

Cut-off wavelength (mm)

• 2008-180/390 High Power/Low Noise (N2154)• 78 kHz Sampling• 90 km/hour• Newly laid asphalt

MPD (mm)

Page 29: Working towards a revised MPD standard (ISO 13473-1) Soderling.pdf · 1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and

1

1.1

1.2

1.3

1.4

1.5

1.6

1.7

1.8

1.9

2

2.1

0 1 2 3 4 5 6

MPD over 1000 profiles(raw data, drop-outs interpolated)

MPD over 1000 profiles (butterworth, 2nd order)

MPD over 1000 profiles (butterworth, 3rd order)

MPD over 1000 profiles (butterworth, 5th order)

MPD over 1000 profiles (butterworth, 9th order)

Cut-off wavelength (mm)

And the filter order...

MPD (mm)

• 2008-180/390 (N2138) • 62,5 kHz Sampling• 40 km/hour• Test site 2

Page 30: Working towards a revised MPD standard (ISO 13473-1) Soderling.pdf · 1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and

Conclusions:

• Profile filtering normalizes results between sensor models.

• Filter cut-off definition has significant impact on MPD data

• Filter order has less impact

Page 31: Working towards a revised MPD standard (ISO 13473-1) Soderling.pdf · 1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and

• A mandatory and well defined filter implementation to be included in the standard

• Details TBD but simple (low order) rather than complex preferred.

WG39 proposes:

Page 32: Working towards a revised MPD standard (ISO 13473-1) Soderling.pdf · 1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and

MSD calculation

•Slope suppression

• 2 Peaks & average of segment

• MSD = average of peaks –average of segment

Page 33: Working towards a revised MPD standard (ISO 13473-1) Soderling.pdf · 1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and

Slope suppression; a recent improvement

Page 34: Working towards a revised MPD standard (ISO 13473-1) Soderling.pdf · 1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and

• Slope suppression to become a mandatory procedure.

WG39 proposes:

Page 35: Working towards a revised MPD standard (ISO 13473-1) Soderling.pdf · 1997 – ISO 13473-1 is issued as a result of research and industry requirements to provide continuation and

Thank you!