Hand Hygiene

March 23, 2010

FSR Analysis (Pt II)

Filed under: Uncategorized — tdecker @ 6:51 pm

A more controlled experiment was conducted to test the response of the force sensitive resistors. In this case, force was applied to a sensor (FSR + rubber buffer) using a hinge mechanism. The experiment tested the effect/variance of the resting height of the hinge lid on the sensor, the force applied to the lever/system, and the (binary) distance from force application to the fulcrum. For each combination lid height and distance to fulcrum (measure at the ‘front’ side and ‘back’ side of the sensor), three measurements were taken: one each at approximately 1kg, 3kg, and 6kg (hand washing pump force is likely to be 3.5-4.5kg). Statistical data has been compiled and is presented below as an ANOVA general linear model. In this instance, the force applied is represented in Kg, the distance from the force application to the fulcrum is represented by ‘f/b’ (1 being the side of the sensor closeset to the fulcrum), the resting height of the lid is represented by the categorical ‘lid’ variable — in position 0, the hinge lies at a lower height than the sensor, in position 5 the hinge lies at a lower height than the sensor, and at position 3 they are roughly at the same height. each position is approximately 0.3″.

General Linear Model: ohm versus lid, f/b 

Factor  Type   Levels  Values
lid     fixed       6  0, 1, 2, 3, 4, 5
f/b     fixed       2  0, 1

Analysis of Variance for ohm, using Adjusted SS for Tests

Source  DF   Seq SS   Adj SS   Adj MS      F      P
kg       1  3602646  3609772  3609772  38.93  0.000
lid      5   308095   305901    61180   0.66  0.657
f/b      1   799933   799933   799933   8.63  0.007
Error   28  2596131  2596131    92719
Total   35  7306805

S = 304.498   R-Sq = 64.47%   R-Sq(adj) = 55.59%

Term         Coef  SE Coef      T      P
Constant   1034.3    103.5  10.00  0.000
kg        -155.52    24.92  -6.24  0.000
lid
0           -33.8    113.5  -0.30  0.768
1           -73.0    113.6  -0.64  0.526
2           -72.9    113.6  -0.64  0.527
3           -33.1    113.6  -0.29  0.773
4            18.2    114.8   0.16  0.875
f/b
0         -149.30    50.83  -2.94  0.007

Unusual Observations for ohm

Obs      ohm      Fit  SE Fit  Residual  St Resid
 25  1805.00  1040.10  143.29    764.90      2.85 R
 31  2210.00  1269.33  154.55    940.67      3.59 R

R denotes an observation with a large standardized residual.

This data suggests that it is highly likely that the force applied and the distance from the force application to the fulcrum are good predictors for sensor resistance. This makes sense. More insightful is the suggestion that the resting height of the lid is not a good predictor for sensor resistance (suggested by the correlation coefficients of the lid variable). The R2 value for this analysis seems reasonable enough with only 36 data points.

ohmvskg

This scatterplot illustrates the difference in sensor response at two different locations (the left panel at the ‘front’ of the sensor, furthest from the fulcrum, and the right panel closest to the fulcrum). The right scatterplot indicates generally the type of distribution we would like to see, but with some sort of characteristic in the force range we would like (3.5-4.5kg). The left scatterplot represents desirable low variance.

On Thursday I will perform another test that does not vary lid height, continually varies fulcrum distance (rather than taking only two measurements), and takes more continual forces in the range that we are concerned with. If these results show enough promise, the hinge design will be confirmed at more vigorous work can be completed on this puck design.

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