Wheels, and where they may not go

A load reads the road a radius cannot

Press a tyre harder and its contact patch grows, and a patch averages the road where a rigid wheel rides its peaks. Averaging is linear, so the overcount it leaves falls as the patch's first power and scales with the road's roughness in exact proportion, not as the two-thirds power three wheel sizes read. One 0.3 m tyre at deflections of 3, 9 and 27 mm fits that law and extrapolates the distance to 3 × 10⁻⁷ on a smooth road and 6 × 10⁻⁶ on an average one, against 2 × 10⁻⁵ for three rigid wheels. On the roughest roads its lightest patch lifts off in places, and it does worse than they do.

Assumes Three wheels read the road they measure and A real road sets its own power.

What a wheel counts on a rough road established that a rigid wheel’s odometer measures the length of the path its centre follows. That path lies above the road wherever the wheel bridges a trough. A real road sets its own power found that on a road whose spectrum falls in the standard way, the excess of that length over the true distance falls as the wheel’s radius to the power two thirds. Three wheels read the road they measure then rolled wheels of 0.3, 0.6 and 1.2 m over the same road. Their three counts fixed the power, the road’s roughness and the true distance, and extrapolated the distance to about 2×10−52 \times 10^{-5} on an average road.

That essay ended on an engineering inconvenience. Three wheels of very different sizes make an awkward instrument, and a tyre can change what it bridges without changing its size, because pressed harder it flattens and its contact patch grows. Run one wheel at three loads, and the patch might do what three radii did.

It does better than that on most roads, and the reason is that the patch is a different kind of instrument from a larger wheel. A larger rigid wheel rides higher peaks. A loaded patch averages. The difference changes the law the counts follow, and it is also what makes the method fail on the roughest roads.

A tread on a bed of springs

The tyre here is the simplest model with a patch in it. A circular tread of radius 0.3 m sits on a bed of independent vertical springs, all of one stiffness, sampled every 0.4 mm. Wherever the undeformed tread would sit below the road it is pushed up by the overlap, and the springs together carry the load. The load is named by the deflection it would cause on a flat floor: 3, 9 and 27 mm, which make flat patches 85, 146 and 249 mm long. At each position along the road the centre height is the one at which the springs carry exactly that load. The sum of the overlaps is convex and piecewise linear in the height, so Newton’s method lands on it in about two steps, and the model checks that every position balances its load to 10−910^{-9}.

One tyre pressed harder: its patch grows and averages the road it used to ride0.6 m of a class C road built from 110 sines from 1 cm to 90 m, heights in millimetres and drawn far taller than they are, under a 0.3 m tyre. The tyre is a circular tread on a bed of vertical springs; at each position its centre height is the one at which the springs carry the load. The grey line is a rigid wheel's lowest point, riding the peaks. The coloured line is the level the loaded tread's patch rests at, 9 mm deflection, a patch 146 mm long on a flat floor: it passes over the short texture as an average of it instead of following its tops.2022.52527.500.2000.4000.600distance along the road, mheight, mm (drawn many times taller)roadrigid wheelloaded tyreclass C, 0.3 m tyrepatch 146 mm on the flat
Fig. 1 0.6 m of a class C road, a rigid 0.3 m wheel’s lowest point, and the level the same tyre’s patch rests at under load. Dragging changes the load from none, where the tyre is the rigid wheel, to 27 mm of deflection.

With no load the model is the rigid wheel, and that is its first check. The earlier essays computed a rigid wheel’s path by a different route, as the road dilated by a disc, in separate code. On all ten roads, classes A to E with two random realizations each, the two agree on the excess to 10−610^{-6}.

The roads are the earlier essay’s roads exactly: 150 m each, built from 110 sine waves from 1 cm to 90 m long with random phases and the ISO 8608 spectrum, each class four times the last in spectral level. Any difference between the tyre’s readings and the three wheels’ comes from the instrument, not from the road it was run on.

One assumption has to be stated rather than modelled. A rigid wheel’s count is exactly its centre path’s length, because its contact point is its instantaneous centre of rotation. A tyre’s rolling radius depends on its load, and the counts here assume each load calibrated on a flat floor first. The count then measures the centre path’s length at that load, with the tread’s own strain and slip on texture left out.

The overcount falls as the patch’s first power

On the flat the tyre’s centre is lower by its deflection and its count is calibrated to the distance. On a rough road the centre path is longer than the distance, as a rigid wheel’s is, but less so.

Under load the excess falls as the patch's first power, until the road is rough. The excess of a 0.3 m tyre's count over 150 m of road, against the half-length of its contact patch on a flat floor, on logarithmic axes, at deflections of 1 mm, 3 mm, 9 mm, 27 mm, for classes A to E. Measured with the distance known over the three heaviest loads, the excess falls as the patch to the power 0.995 on class A, 0.995 on class B, 0.988 on class C, 0.943 on class D, 0.828 on class E. The rigid wheels of the earlier essay fall as their radius to about two thirds. The faint line has slope one.
Fig. 2 The excess of the tyre’s count over 150 m of road against the half-length of its flat-floor patch, on logarithmic axes, at four loads on each class, with the power each road’s excess falls at.

On class A to C roads the excess falls as the patch half-length to a power between 0.988 and 0.999, measured over the three heaviest loads with the true distance known. That is a power of one, where rigid wheels gave two thirds. The model checks it within 0.015 of one on all six of those roads.

The reason is the averaging. A rigid wheel rests on the highest points under it. Which troughs it bridges depends on how deep they are as well as how wide, since a deep narrow trough and a shallow wide one can both be bridged. That dependence on amplitude is what puts two thirds into the rigid law. A tyre whose whole patch is pressed onto the road rests at the patch’s average height, weighted by how hard each spring pushes. Averaging over a window of length about aa passes the waves longer than the window and suppresses the shorter ones by an amount that depends only on their length. It is the same moving average a helical gear’s face makes of its spur pair’s contact count in the face carries the least line, and a twisted rotor makes of its profile in a twist steadies what it cannot tighten, applied here to a road.

On the standard spectrum every octave of waves adds excess in proportion to its frequency, so the excess the tyre still sees is set by the shortest waves it passes, which go as 1/a1/a. The exponent is one. The road’s own roughness only scales the result.

The patch reads the level in proportion

Averaging is linear, and that has a second consequence that is easy to check. If the tyre’s centre path is a linear filter of the road, its slopes are in proportion to the road’s slopes, and its excess, which goes as the square of slope, is in proportion to the road’s spectral level.

A loaded tyre reads the road's level in proportion, a rigid wheel to the two-thirds power. On classes A to E, each four times the last in spectral level, the excess of a rigid 0.3 m wheel and of the same tyre at 9 mm deflection, on a logarithmic scale. From class to class the rigid wheel's excess grows by 2.61, 2.56, 2.54, 2.55, near 4^(2/3) = 2.52, and the tyre's by 4.00, 4.00, 3.97, 3.85, near 4. A rigid wheel's bridging depends on how tall the waves are; an averaging patch's does not.
Fig. 3 The excess of a rigid 0.3 m wheel and of the same tyre at 9 mm deflection on classes A to E, each four times the last in spectral level, on a logarithmic scale.

The measurement agrees. From class to class the tyre’s excess at 9 mm grows by 4.00, 4.00, 3.97 and 3.84, against the factor of four the classes differ by. The rigid wheel’s grows by 2.61, 2.56, 2.54 and 2.55, close to 42/3=2.524^{2/3} = 2.52, the same two-thirds power in another guise. The model checks on both realizations that the tyre’s factor is nearer four than the rigid wheel’s at every step. The departure on the roughest step, 3.84, is the first sign of the failure below.

A profiler gains something from this beyond the distance. The earlier essay read a road’s class from the level of its three-wheel fit through a calibration, because the rigid wheels’ level enters as a power of the roughness. A loaded tyre’s level is the roughness itself, up to a constant, so one road’s calibration carries to every other road without an exponent.

Three loads and the distance

With the law’s power near one, three loads fit it the way three radii did. The counts give Ci=D′(1+c′ ai−p)C_i = D'(1 + c'\,a_i^{-p}) at three patch half-lengths. The ratio of their differences fixes pp, and D′D' is the distance the law extrapolates to as the patch grows without limit.

Three loads beat three wheel sizes on smooth roads and lose on the roughest. For ten roads, classes A to E with two realizations each, the error in the distance as a share of it, on a logarithmic scale: one rigid 0.3 m wheel, three rigid wheels with their power fitted, and one 0.3 m tyre at deflections of 3 mm, 9 mm, 27 mm with its power fitted. A₁: 1.5×10⁻⁴, 2.7×10⁻⁵, 2.9×10⁻⁷; A₂: 1.5×10⁻⁴, 2.8×10⁻⁵, 3.2×10⁻⁷; B₁: 3.9×10⁻⁴, 3.6×10⁻⁵, 7.8×10⁻⁷; B₂: 3.9×10⁻⁴, 2.4×10⁻⁵, 9.7×10⁻⁷; C₁: 1.0×10⁻³, 1.9×10⁻⁵, 6.0×10⁻⁶; C₂: 9.9×10⁻⁴, 5.6×10⁻⁵, 7.1×10⁻⁶; D₁: 2.5×10⁻³, 1.6×10⁻⁴, 1.3×10⁻⁴; D₂: 2.5×10⁻³, 1.7×10⁻⁴, 1.3×10⁻⁴; E₁: 6.4×10⁻³, 1.8×10⁻⁵, 2.6×10⁻³; E₂: 6.5×10⁻³, 1.2×10⁻⁵, 2.6×10⁻³.
Fig. 4 The error in the distance, as a share of it, on ten roads: one rigid 0.3 m wheel, three rigid wheels of 0.3, 0.6 and 1.2 m with their power fitted, and one 0.3 m tyre at three loads with its power fitted.

On the smooth roads the result is a large improvement. On class A the three loads are out by 2.92.9 and 3.3×10−73.3 \times 10^{-7} on the two realizations, against 2.72.7 and 2.8×10−52.8 \times 10^{-5} for three rigid wheels, nearly a hundred times better. On class B they are out by 8×10−78 \times 10^{-7} and 1×10−61 \times 10^{-6}, 25 to 50 times better. On the average road, class C, they are out by 6 and 7×10−67 \times 10^{-6} against 2 and 6×10−56 \times 10^{-5}, three to eight times better. The model requires at least twenty times on A and B and three times on C.

The reason is that the fitted law is nearly exact. On a smooth road the three loads sit on a straight line of slope one, so the fit’s constant term, the extrapolated distance, is pinned by three points on the line it actually lies on. The rigid wheels’ law is two thirds only on average, bending slightly as each wheel bridges a different part of the spectrum, and that bend is what limited their extrapolation.

The limit the fit extrapolates to deserves a sentence of its own, because it is the same limit the rigid wheels reached by a different road. A rigid wheel of unlimited radius follows no wave at all and runs level, so its centre path is the horizontal distance. A patch of unlimited length averages every wave away, the 90 m ones included, and its centre also runs level. The two instruments disagree at every finite size and agree at infinity, which is why both can be extrapolated to the distance, and why the one whose law is cleaner gets there more accurately.

On class D the three loads are out by 1.3×10−41.3 \times 10^{-4} against 1.6×10−41.6 \times 10^{-4}, level. On class E they are out by 2.6×10−32.6 \times 10^{-3}, more than a hundred times worse than the three rigid wheels.

Why rough roads defeat it

The averaging argument assumed the whole patch is pressed onto the road. On a rough road it is not.

On rough roads the lightest patch lifts off, and the power read falls with it. For classes A to E, one realization each: the share of the tyre's flat-floor patch that is in contact, averaged along the road, at the lightest load (3 mm) and the middle one (9 mm); the power the excess falls at, measured with the distance known; and the power three counts fit. patch in contact, 3 mm: 1.002, 1.000, 0.993, 0.954, 0.805; patch in contact, 9 mm: 0.999, 0.999, 0.997, 0.991, 0.961; power, distance known: 0.995, 0.995, 0.988, 0.943, 0.828; power, three counts: 0.968, 0.976, 0.953, 0.788, 0.409. While every patch stays down the tyre averages and reads a power near one; once the lightest lifts off in places it rides peaks like a rigid wheel, and the three loads no longer sit on one law.
Fig. 5 For classes A to E: the share of the tyre’s flat-floor patch in contact, averaged along the road, at 3 and 9 mm of deflection, and the power the excess falls at, measured with the distance known and fitted from three counts.

At 3 mm of deflection on class A to C roads the patch is in contact over its whole length, to within a per cent. On class D 95% of it is, and on class E only 81%. Where the road’s texture is taller than the tyre’s deflection, the tread bridges between peaks inside its own patch. That part of the tyre rides the road as a rigid wheel does, and the two-thirds law leaks back in. At 9 mm the patch is still 96% in contact on class E, and at 27 mm over 99%, so the heavy loads still average while the light one does not.

The three counts then sit on no single law. Measured with the distance known, the power drops from 0.99 on class C to 0.94 on D and 0.83 on E. The three-count fit is more sensitive still, because it must also place the constant term: it reads 0.95 on C, 0.79 on D and 0.41 on E, and the distance it extrapolates to carries the error. The model checks that the lightest patch loses contact on the rough classes, that the power falls away with it, and that on class E the three loads do more than ten times worse than three radii.

The rule this gives a profiler is simple. The loads must be heavy enough that every patch stays down, which means a deflection well above the height of the road’s texture. A passenger-car tyre deflects of the order of 20 mm under its working load, so the method suits a measuring wheel run as heavily loaded as a road wheel, not a light trailing wheel.

Heavier windows read rougher roads

The rule can be tested directly by moving the window of loads.

The heavier the three loads, the rougher the road they can read. One realization of each class read by the same tyre at two windows of three loads, 1, 3 and 9 mm of deflection and 3, 9 and 27 mm: the power fitted and the distance error. A: 0.974, 1.9×10⁻⁷; 0.968, 2.9×10⁻⁷; B: 0.942, 2.8×10⁻⁶; 0.976, 7.8×10⁻⁷; C: 0.742, 7.1×10⁻⁵; 0.953, 6.0×10⁻⁶; D: 0.275, 2.0×10⁻³; 0.788, 1.3×10⁻⁴; E: none, —; 0.409, 2.6×10⁻³. "None" means the three counts fit no power at all.
Fig. 6 One realization of each class read by the same tyre at two windows of three loads, 1, 3 and 9 mm of deflection and 3, 9 and 27 mm: the power fitted and the distance error.

On class A the light window does as well as the heavy one, out by 1.91.9 and 2.9×10−72.9 \times 10^{-7}, because even 1 mm of deflection keeps the patch down on so smooth a road. From class C up the light window fails first. On class C it reads a power of 0.74 and is out by 7×10−57 \times 10^{-5}, no better than three rigid wheels, where the heavy window reads 0.95 and is out by 6×10−66 \times 10^{-6}. On class D the light window is out by 2×10−32 \times 10^{-3}, and on class E its three counts fit no power at all. The model checks that from class C up the lighter window always does worse.

So the window of loads plays the part the window of radii did in three wheels read the road they measure, where wheels too close to the texture’s short end read the end instead of the law. Here a load too light for the road’s texture reads the rigid wheel instead of the patch.

What a load window costs

Loads are a cheaper knob than radii in one respect and a dearer one in another. A patch’s half-length grows only as the square root of the deflection, a≈2Rδa \approx \sqrt{2R\delta}, so tripling the deflection lengthens the patch by 1.73 times, and the window of 3 to 27 mm spans patch half-lengths of 42 to 124 mm, a factor of 2.9. The three rigid wheels spanned a factor of four in radius. To match that, the deflections would have to span a factor of sixteen, and the heaviest load would flatten a 0.3 m tyre by a sixth of its radius.

The narrower span is affordable because the law it has to fit is cleaner. A fit through three points on a straight line places its constant term well whatever the spacing, and on smooth roads the three loads are on a straight line of slope one. The rigid wheels needed their wider spacing to average over the bend in their law. What the narrower span cannot afford is a lightest load that is too light. On a rough road that load’s point falls off the line, and with the points close together nothing else in the fit can compensate.

There is also a reason the rigid wheels win on the roughest road. On class E the two-thirds law holds well: the three rigid wheels read a power of 0.67 and 0.68, close to the law’s two thirds, because the texture is tall enough that every wheel rides its peaks in the regime the law describes. Roughness that defeats the patch is exactly the roughness that suits the rigid wheel.

A rolling constraint with a spring in it

The earlier essays in this field treated rolling as a constraint between a rigid wheel and a rigid surface. A constraint that takes nothing away was about what such a constraint permits, and a wheel that cannot report its radius about the length a rolling constraint carries. A tyre adds compliance to the contact, and that compliance changes the measurement from a nonlinear operation, the dilation, into a nearly linear one, the average.

That is why the result runs against intuition. A tyre is softer and less precise than a steel wheel, and the expected effect of softness is noise. Here the softness removes the amplitude dependence that made the rigid wheels’ law uncertain. A soft enough instrument reads the road’s spectrum more faithfully, as long as it stays in full contact.

It also explains why a second wheel cannot correct the first on a rigid frame. Two rigid wheels at different places on the same frame both dilate the road at the same radius, and their errors are the same error. Two loads on one tyre are two different averaging windows, and their errors differ in a known way.

What this does not settle

A real tyre’s patch. The bed of independent springs ignores the tread’s bending stiffness, which spreads a load sideways along the tread and keeps it from following texture inside the patch as closely as these springs do. A real tyre’s patch is somewhere between this model and a flat plank. The law’s power is set by the patch averaging at all, so it should survive, but the level and the contact share at which it fails will move.

The count itself. The counts here are centre-path lengths, assuming each load was calibrated on a flat floor. A loaded tyre’s effective rolling radius also depends on tread strain and on slip in the patch, both of which vary with texture. If that variation is comparable to the excess, 10−510^{-5} on an average road, it would swamp the method on smooth roads, where the gains are largest.

Loads that change during a run. Each load here is held constant. A profiler that changes its load mid-run has to know the patch at each moment, and a vehicle’s own pitching changes the load on every wheel continuously.

Still open: a load chosen by the road

The method fails when the lightest load is too light for the road’s texture, and the share of the patch in contact measures that directly. A profiler that measured its own contact share could choose its loads to keep the patch down.

The distinct argument would make the window of loads adaptive. The instrument would read the contact share at a trial load, raise the load until the patch stays down over a set share, and then fit the law over loads above that threshold. The measurement would ask whether an adaptive window holds the power near one and the distance error near the smooth roads’ 10−610^{-6} across all five classes. It would also find the deflection, as a multiple of the texture’s height, at which a patch first stays down, which is the single number a profiler’s design would need.

About the same objects

Not linked from either essay — found by the objects both name.

The objects this essay names

Each one links to every other essay that touches it.

ApproximationCalibrationIdentifiabilityRolling constraintRolling without slippingScale invariance