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Pinch Force Measurement Using a Geomagnetic Sensor
1 ) K e i o U n i v e r s i t y
2 ) L Y C o r p o r a t i o n
3 ) T o k y o U n i v e r s i t y o f T e c h n o l o g y
S a r i i Y a m a m o t o 1 ) , K a o r i I k e m a t s u 2 ) , K u n i h i r o K a t o 3 ) , Y u t a S u g i u r a 1 )
2024 IEEE/SICE International Symposium on System Integration
• The importance of hand muscle strength in medical practice[1]
• Types of hand strengths: Grip, Pinch(Tip, Key)
• Few opportunities to measure hand muscle strength
• Commercial measuring instruments are expensive and bulky, making
widespread use difficult
2
[1] Mathiowetz V, Kashman N, Volland G, Weber K, Dowe M, Rogers S. Grip and pinch strength: normative data for adults. Arch Phys Med Rehabil. 1985 Feb;66(2):69-74. PMID: 3970660.
[2] TOEI LIGHT, https://www.toeilight.co.jp/recommend/20410/, (Accessed: 2022/07/03
[3] TIGHER, R-364-A, https://www.tigermedical.jp/r364a.html, (Accessed: 2022/07/03)
Background
Grip meter[2] Pinch meter[3]
• Enable measurement of pinch strength on a daily basis
• Use smartphone sensors
• No external battery or sensor other than the smartphone
• Lower cost than purchasing a dedicated measuring device
• Aim for use in treatment and rehabilitation of hand diseases and
trauma
• Simple rehabilitation system at home
• Possible even in the absence of a physician
• Increase opportunities for pinch strength measurement
Purpose
3
Related Work: Grip Strength Measurement by Flexible Objects
[4] Matsumoto, N., Fujita, K., Sugiura, Y.: Estimation of grip strength using monocular camera for home-based hand rehabilitation; In SICE Journal of Control, Measurement, and System Integration, Vol.14,
pp.1-11 (2021).
[5] Jaber, R., Hewson D. J., Duchˆene, J.: Design and validation of the Grip-ball for measurement of hand grip strength; In Medical Engineering Physics, Vol. 34, pp. 1356-1361 (2012).
• Measure the angle of the fingers from an image
of a hand holding a ball[4]
• Limited measurement range
• A pressure sensor built into the ball that
estimates grip strength from the pressure value
at the time of gripping[5]
• Costly to create devices with embedded sensors
Matsumoto et al.[4]
Jaber et al.[5]
4
Related Work: Tracking by Magnet
[6] McIntosh, J., Strohmeier, P., Knibbe, J., et al.: Magnetips: Combining Fingertip Tracking and Haptic Feedback for Around-Device Interaction; In Proceedings of the 2019 CHI Conference on Human Factors in
Computing Systems, pp.1-12 (2019).
[7] Miyatake, Y., Liang, R., Chen, B., Siio, I.: FieldSweep: A 2D Tracking System With Embedded Magnets and a Smartphone; In Extended Abstracts of the 2021 CHI Conference on Human Factors in Computing
Systems, Vol.215, pp.1-6 (2021).
Magnetips[6]
• Operate the smartwatch with a magnet
attached to the fingertip
FieldSweep[7]
• 2D tracking using magnets and
smartphones
McIntosh et al.[6]
Miyatake et al.[7]
5
Proposed Method
Pinch force measurement using a smartphone with
built-in 3-axis geomagnetic sensor and neodymium magnet
• Apply load to the attachment with magnet attached
• Acquire changes in magnetic flux density
• Create a regression model from changes in load and magnetism
An operating principle
6
Principle: 3-axis Geomagnetic Sensor
[8]AsachiKASEI, https://www.akm.com/jp/ja/products/tri-axis-magnetic-sensor/what-makes-akm-different/why-use-tri-axis-magnetic-sensors/, (Accessed: 2022/07/03)
• Enable to detect magnetic fields applied from any direction
• Uniaxial and biaxial magnetic fields cannot be detected in some directions
Geomagnetic sensor: [Left]uniaxial [Right]3-axis[8]
7
Pinch Measurement
8
Implementation (1/3)
• Built-in magnet in upper aluminum plate
• When the plate is pushed in, the upper plate moves up and down
with the spring in the pillar
• Distance between smartphone and magnet changes
Device configuration
9
Implementation (2/3)
• Magnetic flux density of the magnet is 240 mT
Parts Width[mm] Length [mm] Height [mm]
Upper plate 40 50 3
Lower plate 40 50 3+55(Pillow length)
Diameter[mm]
Natural
length[mm]
Coherent
length[mm]
Material
Maximum
load[N]
13 50 25.3 SWP-A 43.25
Device Dimensions
Spring Features
10
Implementation (3/3)
• Smartphone: HUAWEI P30 lite
• Geomagnetic sensor mounted in the upper left corner of the
smartphone
• Device on top of the case
Device attached to smartphone
11
Measurement
• Investigate the relationship between force and
magnetic flux density
• Apply force from 0N to 200N in 5N increments by
force gauge
• Difference of magnetic flux density between at the
start of the measurement and the maximum during
the measurement
• Magnetic flux densities are absolute values on
the three axes
• 𝑥2 + 𝑦2 + 𝑧2
Force gauge
12
Result: Regression Model
𝐹 N = −0.0003 × 𝑛2 μT + 0.5091 × 𝑛 μT + 2.1704
• 𝐹: Force
• 𝑛: Magnetic flux density
• The measurement results show a strong correlation between force and
magnetic flux density
Regression Model
13
Verification under Noise Conditions
(A): with a smartphone in the surroundings
𝐹 N = −0.0004 × 𝑛2 μT + 0.5447 × 𝑛 μT − 1.2694
(B): with a smartphone and laptop in the surroundings
𝐹 N = −0.0004 × 𝑛2 μT + 0.5444 × 𝑛 μT + 2.0227
14
y = -0.0004x2 + 0.5447x - 1.2694
R² = 0.999
0
50
100
150
200
250
0 100 200 300 400 500 600
Force(N)
Magnetic Flux Density (μT)
Force(N)
Poly. (Force(N))
y = -0.0004x2 + 0.5444x + 2.0227
R² = 0.9989
0
50
100
150
200
250
0 100 200 300 400 500 600
Force(N)
Magnetic Flux Density (μT)
Force(N)
Poly. (Force(N))
(A): Regression Model (B): Regression Model
Constraints and Future Work
Constraints
• Error due to geomagnetic effects
• Calibration before measurement
• Reconstruction of regression model when using different springs and
magnets
Future Work
• Investigate compatibility of different model smartphones
• Conduct user surveys
• Usability improvement
15
Summary
Background The importance of hand muscle strength in medical practice
Related Work
Grip strength measurement by flexible objects
Tracking by magnet
Proposed Method Pinch force measurement using a geomagnetic sensor in smartphone
Implementation
Embedded neodymium magnets in a device composed of aluminum and springs
Attach the device to smartphone
Results There is a strong correlation between force and magnetic flux density
Future Work
Investigate compatibility of different model smartphones, magnets and springs
User surveys
16

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Pinch Force Measurement Using a Geomagnetic Sensor

  • 1. Pinch Force Measurement Using a Geomagnetic Sensor 1 ) K e i o U n i v e r s i t y 2 ) L Y C o r p o r a t i o n 3 ) T o k y o U n i v e r s i t y o f T e c h n o l o g y S a r i i Y a m a m o t o 1 ) , K a o r i I k e m a t s u 2 ) , K u n i h i r o K a t o 3 ) , Y u t a S u g i u r a 1 ) 2024 IEEE/SICE International Symposium on System Integration
  • 2. • The importance of hand muscle strength in medical practice[1] • Types of hand strengths: Grip, Pinch(Tip, Key) • Few opportunities to measure hand muscle strength • Commercial measuring instruments are expensive and bulky, making widespread use difficult 2 [1] Mathiowetz V, Kashman N, Volland G, Weber K, Dowe M, Rogers S. Grip and pinch strength: normative data for adults. Arch Phys Med Rehabil. 1985 Feb;66(2):69-74. PMID: 3970660. [2] TOEI LIGHT, https://www.toeilight.co.jp/recommend/20410/, (Accessed: 2022/07/03 [3] TIGHER, R-364-A, https://www.tigermedical.jp/r364a.html, (Accessed: 2022/07/03) Background Grip meter[2] Pinch meter[3]
  • 3. • Enable measurement of pinch strength on a daily basis • Use smartphone sensors • No external battery or sensor other than the smartphone • Lower cost than purchasing a dedicated measuring device • Aim for use in treatment and rehabilitation of hand diseases and trauma • Simple rehabilitation system at home • Possible even in the absence of a physician • Increase opportunities for pinch strength measurement Purpose 3
  • 4. Related Work: Grip Strength Measurement by Flexible Objects [4] Matsumoto, N., Fujita, K., Sugiura, Y.: Estimation of grip strength using monocular camera for home-based hand rehabilitation; In SICE Journal of Control, Measurement, and System Integration, Vol.14, pp.1-11 (2021). [5] Jaber, R., Hewson D. J., Duchˆene, J.: Design and validation of the Grip-ball for measurement of hand grip strength; In Medical Engineering Physics, Vol. 34, pp. 1356-1361 (2012). • Measure the angle of the fingers from an image of a hand holding a ball[4] • Limited measurement range • A pressure sensor built into the ball that estimates grip strength from the pressure value at the time of gripping[5] • Costly to create devices with embedded sensors Matsumoto et al.[4] Jaber et al.[5] 4
  • 5. Related Work: Tracking by Magnet [6] McIntosh, J., Strohmeier, P., Knibbe, J., et al.: Magnetips: Combining Fingertip Tracking and Haptic Feedback for Around-Device Interaction; In Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems, pp.1-12 (2019). [7] Miyatake, Y., Liang, R., Chen, B., Siio, I.: FieldSweep: A 2D Tracking System With Embedded Magnets and a Smartphone; In Extended Abstracts of the 2021 CHI Conference on Human Factors in Computing Systems, Vol.215, pp.1-6 (2021). Magnetips[6] • Operate the smartwatch with a magnet attached to the fingertip FieldSweep[7] • 2D tracking using magnets and smartphones McIntosh et al.[6] Miyatake et al.[7] 5
  • 6. Proposed Method Pinch force measurement using a smartphone with built-in 3-axis geomagnetic sensor and neodymium magnet • Apply load to the attachment with magnet attached • Acquire changes in magnetic flux density • Create a regression model from changes in load and magnetism An operating principle 6
  • 7. Principle: 3-axis Geomagnetic Sensor [8]AsachiKASEI, https://www.akm.com/jp/ja/products/tri-axis-magnetic-sensor/what-makes-akm-different/why-use-tri-axis-magnetic-sensors/, (Accessed: 2022/07/03) • Enable to detect magnetic fields applied from any direction • Uniaxial and biaxial magnetic fields cannot be detected in some directions Geomagnetic sensor: [Left]uniaxial [Right]3-axis[8] 7
  • 9. Implementation (1/3) • Built-in magnet in upper aluminum plate • When the plate is pushed in, the upper plate moves up and down with the spring in the pillar • Distance between smartphone and magnet changes Device configuration 9
  • 10. Implementation (2/3) • Magnetic flux density of the magnet is 240 mT Parts Width[mm] Length [mm] Height [mm] Upper plate 40 50 3 Lower plate 40 50 3+55(Pillow length) Diameter[mm] Natural length[mm] Coherent length[mm] Material Maximum load[N] 13 50 25.3 SWP-A 43.25 Device Dimensions Spring Features 10
  • 11. Implementation (3/3) • Smartphone: HUAWEI P30 lite • Geomagnetic sensor mounted in the upper left corner of the smartphone • Device on top of the case Device attached to smartphone 11
  • 12. Measurement • Investigate the relationship between force and magnetic flux density • Apply force from 0N to 200N in 5N increments by force gauge • Difference of magnetic flux density between at the start of the measurement and the maximum during the measurement • Magnetic flux densities are absolute values on the three axes • 𝑥2 + 𝑦2 + 𝑧2 Force gauge 12
  • 13. Result: Regression Model 𝐹 N = −0.0003 × 𝑛2 μT + 0.5091 × 𝑛 μT + 2.1704 • 𝐹: Force • 𝑛: Magnetic flux density • The measurement results show a strong correlation between force and magnetic flux density Regression Model 13
  • 14. Verification under Noise Conditions (A): with a smartphone in the surroundings 𝐹 N = −0.0004 × 𝑛2 μT + 0.5447 × 𝑛 μT − 1.2694 (B): with a smartphone and laptop in the surroundings 𝐹 N = −0.0004 × 𝑛2 μT + 0.5444 × 𝑛 μT + 2.0227 14 y = -0.0004x2 + 0.5447x - 1.2694 R² = 0.999 0 50 100 150 200 250 0 100 200 300 400 500 600 Force(N) Magnetic Flux Density (μT) Force(N) Poly. (Force(N)) y = -0.0004x2 + 0.5444x + 2.0227 R² = 0.9989 0 50 100 150 200 250 0 100 200 300 400 500 600 Force(N) Magnetic Flux Density (μT) Force(N) Poly. (Force(N)) (A): Regression Model (B): Regression Model
  • 15. Constraints and Future Work Constraints • Error due to geomagnetic effects • Calibration before measurement • Reconstruction of regression model when using different springs and magnets Future Work • Investigate compatibility of different model smartphones • Conduct user surveys • Usability improvement 15
  • 16. Summary Background The importance of hand muscle strength in medical practice Related Work Grip strength measurement by flexible objects Tracking by magnet Proposed Method Pinch force measurement using a geomagnetic sensor in smartphone Implementation Embedded neodymium magnets in a device composed of aluminum and springs Attach the device to smartphone Results There is a strong correlation between force and magnetic flux density Future Work Investigate compatibility of different model smartphones, magnets and springs User surveys 16