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Measuring Coefficient of Friction in Ski
Naoto Miyamoto, Tatsuo Morimoto, Akihiro Isomura, Yukiko Obara, Patrick Bonnaud, Ryuji Miura, Ai Suzuki, Nozomu Hatakeyama,
Akira Miyamoto, and Yusuke Yaegashi*
New Industry Creation Hatchery Center (NICHe), Tohoku University
*Gallium Co., Ltd.
Significance of Tools in Ski
1924 Paris 1924 Chamonix
2012 London 2014 Sochi
Speed up
Marathon 42.195km
2:41:22 15.7km/h
2:08:01 19.8km/h
x 1.26
XC Ski 50km
3:44:32 13.4km/h
1:46:55 28.1km/h
x 2.10
Winning record at the Olympic Games
1924 2014
Ski Plate Wood Resin+Plywood+Hollow Honeycomb
Ski Base Wood UHMW-Polyethylene
Poles Bamboo Carbon
Wax Pine Resin Fluorine Compound
Boots Leather Plastic+Carbon
Wear Wool Elastic Chemical Fiber
Trail Tread down Snow Groomer+Tracksetter
Progress of Tools in Ski
Glory shines for one who obtains and
masters excellent tools before anyone else
in the world
XC: Cross-Country UHMW: Ultra High Molecular Weight
Requirements of Ski Wax
① Glide ② Retention
① Friction ↓ ② Water Repellency ↑ ③ Infiltration ↑
Skier Feeling test
Quantitative evaluation
θc ~ 100° θc ~ 120°
Paraffin Wax Coated Surface
Fluoro-Wax Coated Surface
Science
Paraffin Wax w/ Fluoro-Compound Fluoro-Wax
θc
Contact Angle of Water on Wax-Coated Surface
Wax Molecules Permeate UHMW-Polyethylene for 300 sec. at 120 ℃
Simulated by Computational Chemistry
50
μm
22
0μ
m
Motivation of Friction Measurement
• Factors that affect wax selection include Temperature, Snow crystals, Humidity, Wind, Course, and Sunshine.
• Currently, national team accompanies a wax expert called “Waxman” who selects race wax from several hundreds of combinations based on the factors.
• But he keeps the wax selection secret, and never leak even to ski player what kind of wax was used.
• Therefore coefficient of friction (COF) of wax has never been subject to systematic research.
• COF can be estimated using sensor fusion, though it is difficult to measure sliding friction directly.
• We have started developing a wearable COF estimator with which ski player does not feel uncomfortable during skiing.
Measurement Equipment of COF during Skiing
GPS Sensor
IMU Sensor
DGPS(~60cm 2dRMS,10Hz)
(±16G, ±1500dps, 200Hz)
Smart Phone, Tablet PC
(Logical Product)
Force Sensor
Shear & Normal stresses(2.5mm, 100N, 200Hz) USL06-H5-500N(Tech Gihan)
SX Blue II (GENEX)
2 force sensors per 1 ski plate
Temperature Sensor
(-55 to 200℃, ±1%, 4Hz)
Pressure Sensor
(13mmφ, 0.2 to 20N, 4Hz) FSR402 (Interlink Electronics)
COF: Coefficient of Friction GPS: Global Positioning System IMU: Inertial Measurement Unit B57541G1103F (TDK)
Wireless
Measurement Condition
-101234
0 10 20 30 40 50 60
START GOAL(55m)
6.0° 8.0° 5.2° 5.0° 5.0° 4.0° 3.0° 3.0° 1.5° 3.0° 2.0° 5.0° 7.0° inclination
angle
Height [m]
Length [m]
ZAO Snow Park in Yamagata
Date: 4th Apr. 2015 13:35~14:14 Weather:Fine Wind Speed:0~3m/s Air Temperature:15℃
Snow Temperature:+0.3℃@Surface, -0.2 to -0.4℃@5cm Below Surface Snow Quality:Granulated, Sintered 0.5365g/cc Skier:Junichi Sato (an expert of wax test)
Measurement Results
1029
1030
1031
1032
1033
1034
245 247 249 251 253 255
標高
0.0
2.0
4.0
6.0
8.0
245 247 249 251 253 255
速度
1029
1030
1031
1032
1033
1034
895 897 899 901 903 905
標高
0.0
2.0
4.0
6.0
8.0
895 897 899 901 903 905
速度
Hei
ght[
m]
Vel
oci
ty[m
/s]
Hei
ght[
m]
Vel
oci
ty[m
/s]
-1.0
-0.5
0.0
0.5
1.0
245 247 249 251 253 255
摩擦係数CO
F
Time [s]
-1.0
-0.5
0.0
0.5
1.0
895 897 899 901 903 905
摩擦係数CO
F
Time [s]
Before Waxing After Waxing* * Gallium Co., Ltd. MaxFluor Wet
μ=0.046586, σ=0.185554 μ=0.069922, σ=0.193538
Before Waxing* After Waxing**
Test No. COF σ Top Speed
[km/h] COF σ
Top Speed [km/h]
1st 0.06992 0.19354 7.3620 0.04659 0.18555 8.8200
2nd 0.06768 0.21690 7.8552 0.04766 0.15475 8.9496
3rd 0.06810 0.19163 7.5780 0.04701 0.16135 8.8560
4th 0.06830 0.16676 7.9236 0.04616 0.19038 8.6472
Average 0.06850 0.19221 7.6797 0.04686 0.17301 8.8182
COF is effective because it is more sensitive than speed.
Measurement Results (Cont’d) * Stored in warehouse for several years ** MaxFluor Wet (Gallium Co., Ltd.)
However standard deviation (σ) is not small enough.
33%↓ 15%↑
Discussion
-1.0
-0.5
0.0
0.5
1.0
245 247 249 251 253 255
摩擦係数
-1.0
-0.5
0.0
0.5
1.0
245 247 249 251 253 255
第1項
第2項-1.0
-0.5
0.0
0.5
1.0
245 247 249 251 253 255
第1項
第2項-1.0
-0.5
0.0
0.5
1.0
245 247 249 251 253 255
第1項
第2項
CO
F
∆𝑑
∆ℎ
𝒗𝟏
∆𝑙 𝒗𝟐
𝑡 + ∆𝑡
𝑚𝑔∆ℎ =1
2𝑚∆𝑣2 + 𝐹𝑓𝑟𝑖𝑐∆𝑙
𝐹𝑓𝑟𝑖𝑐
𝜇 = 𝜇𝑘 + 𝜇𝑝
𝜃
𝜇𝑘 = −1
2𝑔∆𝑑∙ 𝑣1
2 − 𝑣22
𝜇𝑝 = tan𝜃
𝑣1 + 𝑣2 𝑣1 − 𝑣2 𝜇𝑘 = −1
2𝑔∆𝑑∙
𝜇𝑘 𝜇𝑝
𝜇
CO
F 𝜇
𝐹𝑓𝑟𝑖𝑐 : Friction force
𝑡
𝜇𝑘 : COF from kinetic energy
𝜇𝑝 : COF from potential energy
where
𝝁𝒌 is more variable than 𝝁𝒑
Discussion (Cont’d)
Variability of COF is due to speed difference ∆𝒗 = 𝒗𝟏 − 𝒗𝟐 We have developed more accurate GPS with accelerometer in order to reduce the variability
-0.4
-0.2
0.0
0.2
0.4
245 247 249 251 253 255
系…
0.0
2.0
4.0
6.0
8.0
10.0
12.0
245 247 249 251 253 255
系…
-4.0
-2.0
0.0
2.0
4.0
245 247 249 251 253 255
v2^…
𝒗𝟏𝟐−𝒗𝟐𝟐
𝒗𝟏+𝒗𝟐
𝒗𝟏−𝒗𝟐
𝜇𝑘 = −1
2𝑔∆𝑑∙ 𝒗𝟏
𝟐 − 𝒗𝟐𝟐 = −
1
2𝑔∆𝑑∙ 𝒗𝟏 + 𝒗𝟐 𝒗𝟏 − 𝒗𝟐
Conclusion
This research is supported by SIP (Cross-ministerial Strategic Innovation Promotion Program)
Innovative Design/Manufacturing Technologies
• Coefficient of friction (COF) is very important in ski
• We have successfully measured and estimated COF during skiing
• Results show that COF is more than twice as effective as conventional speed test.
• Variability in COF estimation is the issue, but we have already developed a solution which we plan to evaluate in this season.