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James Mitchell How to allow for seasonal effects when using Skid Resistance data W.D.M. Limited North View, Staple Hill, Bristol BS16 4NX Telephone: 0117 956 7233 Web: www.wdm.co.uk

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Page 1: 6 - James Mitchell - Seasonal effects skid resistancesaferroadsconference.com/wp-content/uploads/2016/05/6-James-Mi… · year, due to seasonal effect, short-term variations and repeatability

James Mitchell

How to allow for seasonal

effects when using Skid

Resistance data

W.D.M. Limited

North View, Staple Hill, Bristol BS16 4NX

Telephone: 0117 956 7233 Web: www.wdm.co.uk

Page 2: 6 - James Mitchell - Seasonal effects skid resistancesaferroadsconference.com/wp-content/uploads/2016/05/6-James-Mi… · year, due to seasonal effect, short-term variations and repeatability

Seasonal Variation

• Wet road skid resistance varies throughout the year.

• In the UK and NZ, generally coincide with seasonal change, lowest values in summer and highest in winter.

Page 3: 6 - James Mitchell - Seasonal effects skid resistancesaferroadsconference.com/wp-content/uploads/2016/05/6-James-Mi… · year, due to seasonal effect, short-term variations and repeatability

Seasonal Variation

Page 4: 6 - James Mitchell - Seasonal effects skid resistancesaferroadsconference.com/wp-content/uploads/2016/05/6-James-Mi… · year, due to seasonal effect, short-term variations and repeatability

Seasonal Variation

• Seasonal variation. Variation in skid resistance due to seasonal effect (summer / winter) within a year.

Page 5: 6 - James Mitchell - Seasonal effects skid resistancesaferroadsconference.com/wp-content/uploads/2016/05/6-James-Mi… · year, due to seasonal effect, short-term variations and repeatability

Seasonal Variation

• Seasonal variation.

• In-year variation. Variation in skid resistance measurement within a year, due to seasonal effect, short-term variations and repeatability of measurement.

Page 6: 6 - James Mitchell - Seasonal effects skid resistancesaferroadsconference.com/wp-content/uploads/2016/05/6-James-Mi… · year, due to seasonal effect, short-term variations and repeatability

Seasonal Variation

• Seasonal variation.

• In-year variation.

• Year-on-year variation. Changes in seasonal/in-year variations over the years, due to impact of unusual climatic conditions.

Page 7: 6 - James Mitchell - Seasonal effects skid resistancesaferroadsconference.com/wp-content/uploads/2016/05/6-James-Mi… · year, due to seasonal effect, short-term variations and repeatability

MSSC

• Network surveyed 3 times in the same year, in early, mid and late parts of testing season.

• MSSC is the average of the 3 consecutive measurements during the testing season.

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MSSC

0.20

0.30

0.40

0.50

0.60

0.70

J A S O N D J F M A M J J A S O N D J F M A M J J A S O N D J F M A M J J A S O N D J F M A M J

Month

SC

RIM

CO

EF

FIC

IEN

T

YEAR 1 YEAR 2 YEAR 3 YEAR 4

E = early part of test season

M = middle part of test season

L = late part of test season

E M LE M L

MSSCMSSC

E M L

E M L

MSSC

MSSC

Page 9: 6 - James Mitchell - Seasonal effects skid resistancesaferroadsconference.com/wp-content/uploads/2016/05/6-James-Mi… · year, due to seasonal effect, short-term variations and repeatability

CSC

• Based on single annual survey of the network.

• Uses measurements from preceding 3 years to characterise long-term skid resistance of the network.

• Used with mean network skid resistance in current year to calculate a correction factor.

Page 10: 6 - James Mitchell - Seasonal effects skid resistancesaferroadsconference.com/wp-content/uploads/2016/05/6-James-Mi… · year, due to seasonal effect, short-term variations and repeatability

ESC

• Based on single annual survey of the network with benchmark sites.

• Benchmark sites tested 3 times in same year.

• MSSC factor determined.

• Average MSSC of all benchmarks sites in an area, compared to average MSSC for preceding 3 years.

Page 11: 6 - James Mitchell - Seasonal effects skid resistancesaferroadsconference.com/wp-content/uploads/2016/05/6-James-Mi… · year, due to seasonal effect, short-term variations and repeatability

NZTA ESC

Country split into 14 climatologically similar zones, with 114 seasonal sites.

Page 12: 6 - James Mitchell - Seasonal effects skid resistancesaferroadsconference.com/wp-content/uploads/2016/05/6-James-Mi… · year, due to seasonal effect, short-term variations and repeatability

NZTA ESC

• Seasonal sites tested 3 times each year, start, middle and end of testing season.

• Additionally each site tested as part of the routine survey in each zone.

• Reading obtained during the survey is compared to the mean MSSC value to obtain an MSSC correction factor.

Page 13: 6 - James Mitchell - Seasonal effects skid resistancesaferroadsconference.com/wp-content/uploads/2016/05/6-James-Mi… · year, due to seasonal effect, short-term variations and repeatability

NZTA ESC

• Average MSSC for each seasonal zone compared with previous 3 years average MSSC, to obtain ESC correction factor for each zone.

• Reported ESC is calculated by applying the zone MSSC factor and the zone ESC factor to each 10m of machine measured SC data.

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NZTA ESC

0.00

0.10

0.20

0.30

0.40

0.50

0.60

0.70

0 500 1000 1500 2000 2500 3000 3500 4000 4500 5000

La

ne

SC

Distance (m)

Run 1

Run 2

Run 3

Main Survey

Sign of maintenace treatment within the year.

Data 0 - 2000m removed.

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NZTA ESC

0.00

0.10

0.20

0.30

0.40

0.50

0.60

0.70

0 500 1000 1500 2000 2500 3000 3500 4000 4500 5000

La

ne

SC

Distance (m)

2010 MSSC

2011 MSSC

2012 MSSC

2013 MSSC

Sign of maintenace

treatment between years.

Data 0 - 1020m removed.

Page 16: 6 - James Mitchell - Seasonal effects skid resistancesaferroadsconference.com/wp-content/uploads/2016/05/6-James-Mi… · year, due to seasonal effect, short-term variations and repeatability

2012/2013 NZTA ESC

Seasonal

Zone

MSSC Correction FactorESC

Correction

Factor

Combined MSSC and ESC

Correction Factor

Nov Dec Jan Feb Nov Dec Jan Feb

A 0.993 1.019 1.011

B1 0.967 1.035 1.001

B2 0.986 1.046 1.031

B3 0.907 1.067 0.968

C 0.924 1.070 0.989

D 0.945 1.005 1.062 1.004 1.068

E 0.986 1.039 1.025

F 0.927 0.967 1.045 0.969 1.011

G 0.974 1.027 1.000

H 0.953 1.034 0.986

J 0.983 1.042 1.024

K1 1.038 1.051 1.091

K2 1.007 1.040 1.047

L 1.046 1.041 1.089

Page 17: 6 - James Mitchell - Seasonal effects skid resistancesaferroadsconference.com/wp-content/uploads/2016/05/6-James-Mi… · year, due to seasonal effect, short-term variations and repeatability

2012/2013 NZTA ESC

0.00

0.10

0.20

0.30

0.40

0.50

0.60

0.70

0.80

0 500 1000 1500 2000 2500 3000 3500 4000 4500 5000

La

ne

SC

Distance (m)

Run 1 Oct

Run 2 Dec

Run 3 Mar

Main Run Nov

Run 4 May

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2013/2014 NZTA ESC

Seasonal

Zone

MSSC Correction FactorESC

Correction

Factor

Combined MSSC and ESC

Correction Factor

Nov Dec Jan Feb Nov Dec Jan Feb

A 1.041 1.012 1.054

B1 1.021 1.042 1.064

B2 1.013 1.041 1.055

B3 0.946 1.071 1.013

C 0.990 1.024 1.014

D 1.009 1.052 1.062

E 0.991 1.067 1.057

F 0.990 1.014 1.004

G 0.995 1.037 1.032

H 1.028 1.022 1.051

J 1.017 1.031 1.048

K1 1.023 1.035 1.058

K2 1.013 1.022 1.035

L 1.027 0.993 1.029 1.057 1.021

Page 19: 6 - James Mitchell - Seasonal effects skid resistancesaferroadsconference.com/wp-content/uploads/2016/05/6-James-Mi… · year, due to seasonal effect, short-term variations and repeatability

Seasonal Variation in UK

0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1

1.1

2012 MSSC

(Mid)

2011 MSSC

(Late)

2010 MSSC

(Early)

MS

SC

5th %tile

Minimum

Mean

Maximum

95th %tile

Page 20: 6 - James Mitchell - Seasonal effects skid resistancesaferroadsconference.com/wp-content/uploads/2016/05/6-James-Mi… · year, due to seasonal effect, short-term variations and repeatability

Seasonal Variation in UK

• 2010 mean network MSSC 0.46, 41% 1550 km SCRIM deficient.

• 2011 mean network MSSC 0.53, 18% 740 km SCRIM deficient.

• 2012 mean network MSSC 0.49, 29% 1210 km SCRIM deficient.

Page 21: 6 - James Mitchell - Seasonal effects skid resistancesaferroadsconference.com/wp-content/uploads/2016/05/6-James-Mi… · year, due to seasonal effect, short-term variations and repeatability

Seasonal Variation in UK

Year MSSC Correction Factor

2009 1.0732010 1.0802011 1.0852012 0.966

40

45

50

55

60

65

70

75

early mid late

SC

RIM

Re

ad

ing

(S

R)

Site 1 SB

Site 1 NB

Site 2 EB

Site 2 WB

Page 22: 6 - James Mitchell - Seasonal effects skid resistancesaferroadsconference.com/wp-content/uploads/2016/05/6-James-Mi… · year, due to seasonal effect, short-term variations and repeatability

Changing Weather Patterns

50

55

60

65

70

75

80

85

90

95

100

Very Early Early Mid Late Very Late

SC

RIM

Re

ad

ing

(S

R)

Site 1

Site 2

Site 3

Site 4

Site 5

Site 6

Site 7

Site 8

Site 9

Site 10

Mean

Page 23: 6 - James Mitchell - Seasonal effects skid resistancesaferroadsconference.com/wp-content/uploads/2016/05/6-James-Mi… · year, due to seasonal effect, short-term variations and repeatability

Summary

• Seasonal variations can be significant, with year-on-year variations of 10%.

• Not using year-on-year correction can result in large variations in amount of skid deficiency.

• Careful consideration to number and location of benchmark sites.