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Mechanics

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The diagram below shows the effect of wheel diameter and tire pressure on the rolling resistance. Air resistance of the bike and rider has been included in the overall power needed at two speeds, 25 mph (11.2 m/s) and 12.5 mph (13.4 m/s). It is seen that the effect of wheel diameter favors the larger wheel and that tire pressures larger than about 4 atm (4 x 105 Pa) provide little additional reduction in rolling resistance. It is also clear that aerodynamic drag dominates power loss at the higher speed. Rolling resistance itself is not a strong function of wheel speed and, therefore, the power dissipated by this loss mechanism depends linearly on the speed.

From: Whitt, " Bicycling Science," MIT Press (1979)